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Author SHA1 Message Date
yuxuanhui 5d7c31810e Update README.md with recent forum synchronization details and historical baseline information
Deploy production / deploy (push) Successful in 1m29s
- Revised the initial organization date and added recent synchronization date for clarity.
- Included details on the number of posts and comments indexed as of September 11, 2026, along with updates on newly added content.
- Clarified the status of historical baseline data and the process of filtering and reviewing forum posts and comments.
2026-09-11 23:25:12 +08:00
yuxuanhui 8eec12f0e0 feat: 支持研究素材删除并统一 Semi 表格 2026-09-11 23:21:08 +08:00
yuxuanhui f29063c9a2 feat: 增加 MCP 研究模板保存工具 2026-09-11 23:05:01 +08:00
46 changed files with 1878 additions and 913 deletions
@@ -0,0 +1,16 @@
# 新增 MCP 研究模板工具
Status: ready-for-agent
Type: task
Resolution: implemented
实现 create_research_template、research:write 权限、MCP Key 选项、能力声明与接入文档,复用现有模板资产和幂等机制。验收见 ../spec.md。
## Comments
- 已确认当前工作区存在研究删除及知识库相关改动;本任务不修改这些文件。
- 已实现 create_research_template、独立 research:write 权限和网页 Key 选项,保存模板及固定来源证据,返回模板工坊入口;无迁移,无内部模型调用或回测启动。
- 验证:新增模板专项测试 11 项通过;后端全量 376 项通过、1 项失败。失败为 tests/test_api.py:204 的 PnL 空缓存旧断言(缺少 series=[]),在干净 HEAD 03a6654 快照单独复跑同样失败,未改动该既有问题。
- uv run ruff check app tests、pnpm build、MCP Key 浏览器测试通过;构建保留第三方 lottie eval 和包体积警告。
- 独立只读审查 template_review 已完成,未发现可确认的权限、幂等原子性、队列唤醒、来源快照或展开兼容缺陷。
- 未部署、未签发实际 Key、未执行真实平台回测。
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# MCP 研究模板沉淀
外部大模型读取研究结果后自行总结参数化模板,通过 `create_research_template` 保存到现有模板工坊。服务端不再次调用模型,不展开实验、不启动回测。
输入复用 TemplateSpec,另需研究假设、1–20 个已完成采集并持久化的来源回测候选 ID、幂等键,可附外部研究引用。服务端读取来源表达式、设置、指标和全部非通过检查摘要作为固定证据;不把完成或保存当作策略成功、检查通过或全部参数组合已验证。返回模板 ID、固定版本、理论组合数和模板工坊链接。后续批量回测继续使用现有固定输入、展开及确认流程。
新建专用 `research:write` 权限,仅允许新增模板;旧 Key 的权限不扩张。重用账户锁、ResearchRequest、ResearchAsset/ResearchRevision 和 MCPAudit,无数据库迁移。相同键与内容重放原响应,不同内容拒绝;同名模板拒绝,不覆盖现有版本。失败事务不占用幂等键,不保留资产。
验证覆盖 SDK HTTP 工具发现和调用、权限过滤与拒绝、参数/来源错误、同名冲突、幂等/并发/重新实例化重放、固定来源证据、网页资产读取和候选展开兼容、无模型调用和新回测。运行项目后端检查及前端类型检查。
@@ -0,0 +1,14 @@
# 研究素材和 Alpha 变体删除
Type: task
Status: resolved
为模板工坊、特征工程、Alpha 变体的列表和详情补齐删除操作。沿用素材软删除,生成记录新增软删除标记;移出列表时保留不可变候选、历史版本、回测和来源引用。删除需要页面确认,素材删除使用当前版本防止覆盖并发修改;删除后刷新列表并修正空页。
验证:删除/取消/冲突、历史引用保留、列表总数与分页、后端测试及静态检查、前端构建和浏览器交互。只使用隔离测试数据,不删除实际研究数据、不部署。
## Answer
已实现素材与生成记录的列表、详情删除和确认,删除后清理当前选择并刷新/修正分页。素材删除与保存均拒绝已删除状态及过期版本;生成记录不可变,重复删除幂等。删除仅移出日常列表,明确引用的历史版本仍可供来源追溯、复用和已授权运行使用,不取消已有回测。
验证:`uv run ruff check app tests` 通过;研究删除、工作空间、结果、流水线、QuantFlow 相关后端测试 82 passed;前端 `pnpm build` 通过(已有 lottie-web eval 和大包提示)。现有 research-outcomes / research-flows / quantflow 浏览器回归 3 passed。另用 Playwright CLI 和隔离合成库实测三处列表/详情删除、取消、26→25→24 总数、最后一页自动回退、模板并发删除 409 与未保存草稿保留;已查看 `output/playwright/research-delete-confirm.png`。
新增迁移 `0014`:隔离 SQLite 上升级、降级、再升级及旧记录保留已验证。Docker 服务未运行,未做 PostgreSQL 实例迁移实测。未部署、未迁移正式数据库、未删除真实数据。
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# 统一业务表格为 Semi Table
Type: task
Status: ready-for-agent
Progress: completed
## Scope
将 11 个文件内的 13 处原生业务表格替换为项目已安装的 Semi 2.103.0 Table。保留筛选、分页、操作、候选选择和详情联动;删除按钮继续仅显示“删除”。AI Markdown 内容的渲染器保持原样。
## Validation
运行前端构建与现有浏览器回归,并补充关键表格、空状态和滚动的浏览器核验。
## Result
13 处业务表格全部改用 Semi Table,移除原生表格的样式覆盖和外置空提示。保留外部分页、稳定行标识和单元格操作;研究列表及首页使用原生 sticky 表头。
验证:`pnpm build` 通过,`pnpm test` 28 项全部通过,`git diff --check` 通过。静态检索 `frontend/src` 未发现手写 table/thead/tbody/tr/td/th。
隔离浏览器补充核验通过:模板表头滚动保持位置;26 条跨页显示,取消删除保留数据,删除第 2 页唯一条目后回到第 1 页显示 25 条;筛选空状态无重复;390px 横向滚动和页面宽度正常。首页 6 条 Pyramid 数据及筛选、算子详情联动、AI Alpha 结果 5 个 Semi Table 和窄屏宽度均通过。
构建保留第三方 lottie-web eval 与大 bundle 提示,未影响构建成功。未部署或提交。截图位于 `output/playwright/semi-*.png`。
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@@ -11,7 +11,7 @@ from sqlalchemy import select
from ..models import Account, Admin, MCPToken, now
from ..security import token_hash
SCOPES = frozenset({"research:read", "research:refresh", "backtests:execute", "backtests:control"})
SCOPES = frozenset({"research:read", "research:refresh", "research:write", "backtests:execute", "backtests:control"})
@dataclass(frozen=True)
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@@ -21,6 +21,7 @@ from ..research_access.service import ResearchAccess, ResearchError
# Name, schema, business method, required scope, description. No generic arbitrary HTTP tool.
TOOLS = {
"create_research_template": (c.CreateTemplate, "create_template", "research:write", "将调用方大模型研究后自行总结的参数化模板保存到模板工坊,供用户后续批量回测。先用 get_backtest_results 阅读实际指标和检查,选择 1–20 个已完成采集的 source_item_ids,并说明 hypothesis;不要把 completed 当作检查通过。template 使用 {name} 占位符及逐一对应的 variables,字段变量须声明 MATRIX/VECTOR/GROUP,VECTOR 聚合须明确写入表达式。提供唯一名称和 idempotency_key,可附 reference。返回模板 ID、版本和理论组合数;仅核验结构及来源,不验证所有参数组合,不再次调用模型、不执行回测、不覆盖已有模板。"),
"get_submission_check": (c.SelfCorrelationReference, "submission_check_context", "research:read", "读取已导入 Alpha 的表达式、Description、snapshot 和缓存检查结果;不发起检查。先核对或生成三段 Description,再调用 check_submission。"),
"check_submission": (c.SubmissionCheck, "check_submission", "research:refresh", "对单个待提交 Alpha 写回已获用户授权的 Description 并调用平台 GET /check,返回 job_id。须先用 get_submission_check 获取 snapshot;保留本地自相关门槛和冲突保护。通过 get_refresh_job 查进度、get_submission_check 读结果。无论检查结果如何,都不会调用 /submit 或正式提交 Alpha。"),
"get_worldquant_connection": (c.ConnectionReference, "connection", "research:read", "读取 WorldQuant 连接状态及可选认证 job_id 的进度,不发起认证;人工验证在网页完成。"),
@@ -69,7 +70,7 @@ class MCPResearchServer:
return types.ListToolsResult(tools=[types.Tool(name=name, description=description,
inputSchema=schema.model_json_schema(), annotations=types.ToolAnnotations(
readOnlyHint=scope == "research:read", destructiveHint=method == "control",
idempotentHint=method in {"submit", "control"} or scope == "research:read",
idempotentHint=method in {"submit", "control", "create_template"} or scope == "research:read",
openWorldHint=method in {"refresh", "submit", "metadata", "check_self_correlation", "check_submission", "authenticate"}))
for name, (schema, method, scope, description) in TOOLS.items()
if scope in principal.scopes and "research:read" in principal.scopes])
@@ -123,7 +124,7 @@ class MCPResearchServer:
data = {"error": ResearchError(code, "研究操作失败;可使用原幂等键重试或查询历史", retryable=True).data}
db.add(MCPAudit(id=str(uuid4()), token_id=principal.token_id, tool=name,
request_id=fingerprint({"request_id": request_id}), input_digest=digest,
business_id=data.get("backtest_run_id", data.get("job_id")),
business_id=data.get("backtest_run_id", data.get("job_id", data.get("template_id"))),
result_code=code, elapsed_ms=int((time.monotonic()-started)*1000)))
if not error:
if access.wake == "backtests":
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@@ -8,7 +8,7 @@ from sqlalchemy import func, select
from ..models import Account, MCPToken, now
from ..security import require_auth
from .auth import create_token
from .auth import SCOPES, create_token
router = APIRouter(prefix="/api/v1/mcp-tokens", tags=["mcp-tokens"], dependencies=[Depends(require_auth)])
@@ -17,7 +17,7 @@ class TokenInput(BaseModel):
model_config = ConfigDict(extra="forbid")
name: str = Field(min_length=1, max_length=100)
days: int = Field(default=90, ge=1, le=365, strict=True)
scopes: list[str] = Field(default_factory=lambda: ["research:read"], max_length=4)
scopes: list[str] = Field(default_factory=lambda: ["research:read"], max_length=len(SCOPES))
def token_output(row, account):
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@@ -13,6 +13,7 @@ from sqlalchemy import (
String,
Text,
UniqueConstraint,
false,
)
from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column
@@ -443,6 +444,7 @@ class ResearchExperiment(Base):
id: Mapped[str] = mapped_column(String(36), primary_key=True)
name: Mapped[str] = mapped_column(String(200))
kind: Mapped[str] = mapped_column(String(30), index=True)
archived: Mapped[bool] = mapped_column(Boolean, default=False, server_default=false())
hypothesis: Mapped[str] = mapped_column(Text)
inputs: Mapped[list] = mapped_column(JSON)
parents: Mapped[list] = mapped_column(JSON)
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@@ -76,11 +76,12 @@ class Assets:
ResearchAsset.id == asset_id,
ResearchAsset.version == body.version,
ResearchAsset.kind == body.kind,
ResearchAsset.archived.is_(False),
)
.values(version=body.version + 1, name=content["name"], updated_at=now())
)
if changed.rowcount != 1:
raise HTTPException(409, "素材已变化,保留草稿并读取最新版本")
raise HTTPException(409, "素材已变化或已删除,保留草稿并读取最新版本")
version = body.version + 1
else:
asset_id, version = uid(), 1
@@ -100,11 +101,15 @@ class Assets:
async def archive(self, asset_id, version):
result = await self.db.execute(
update(ResearchAsset)
.where(ResearchAsset.id == asset_id, ResearchAsset.version == version)
.where(
ResearchAsset.id == asset_id,
ResearchAsset.version == version,
ResearchAsset.archived.is_(False),
)
.values(archived=True, version=ResearchAsset.version + 1, updated_at=now())
)
if result.rowcount != 1:
raise HTTPException(409, "素材已变化或不存在")
raise HTTPException(409, "素材已变化、已删除或不存在,请刷新后重试")
# Archiving is itself a revision; old references remain resolvable.
previous = await self.db.get(ResearchRevision, (asset_id, version))
self.db.add(
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@@ -5,7 +5,7 @@ import json
from collections import defaultdict
from fastapi import HTTPException
from sqlalchemy import func, select
from sqlalchemy import func, select, update
from ..backtests.contracts import Candidate, DraftInput, PreviewInput, SimulationSettings, Source
from ..backtests.service import Backtests, uid
@@ -243,6 +243,7 @@ class Experiments:
"id",
"name",
"kind",
"archived",
"hypothesis",
"inputs",
"parents",
@@ -256,7 +257,7 @@ class Experiments:
)
async def list(self, kind=None, limit=25, offset=0):
query = select(ResearchExperiment)
query = select(ResearchExperiment).where(ResearchExperiment.archived.is_(False))
if kind:
query = query.where(ResearchExperiment.kind == kind)
total = await self.db.scalar(select(func.count()).select_from(query.subquery()))
@@ -281,6 +282,19 @@ class Experiments:
}
)
async def archive(self, experiment_id):
"""Hide an immutable experiment; backtests and lineage must still resolve it.
Returns an acknowledgement, or raises HTTP 404 for an unknown ID. Repeated
deletion is idempotent because candidate contents cannot change.
"""
result = await self.db.execute(
update(ResearchExperiment).where(ResearchExperiment.id == experiment_id).values(archived=True)
)
if result.rowcount != 1:
raise HTTPException(404, "研究实验不存在")
return {"ok": True}
async def preview(self, experiment_id, candidate_ids=None, source_kind=None, reference=None):
experiment = await self.get(experiment_id)
candidates = experiment["candidates"]
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@@ -143,6 +143,12 @@ async def experiment(experiment_id: str, request: Request):
return await Experiments(db).get(experiment_id)
@router.delete("/experiments/{experiment_id}")
async def archive_experiment(experiment_id: str, request: Request):
async with request.app.state.sessions.begin() as db:
return await Experiments(db).archive(experiment_id)
@router.post("/experiments/{experiment_id}/preview", status_code=201)
async def preview(experiment_id: str, body: ExperimentPreview, request: Request):
async with request.app.state.sessions.begin() as db:
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@@ -7,6 +7,7 @@ from pydantic import Field, model_validator
from ..backtests.contracts import Candidate, SimulationSettings
from ..catalog.contracts import CatalogFilters, Scope
from ..research.workspace_contracts import TemplateSpec
from ..schemas import Contract
Identifier = Annotated[str, Field(min_length=1, max_length=100)]
@@ -74,6 +75,26 @@ class Control(Contract):
idempotency_key: Identifier
class CreateTemplate(Contract):
template: TemplateSpec
hypothesis: str = Field(min_length=1, max_length=10000)
source_item_ids: list[RunId] = Field(min_length=1, max_length=20)
reference: str | None = Field(default=None, max_length=200)
idempotency_key: Identifier
@model_validator(mode="after")
def research_template(self):
self.template.name = self.template.name.strip()
self.hypothesis = self.hypothesis.strip()
if not self.template.name or not self.hypothesis or not self.template.expression.strip():
raise ValueError("模板名称、表达式和研究假设不能为空")
if self.template.category != "template":
raise ValueError("此工具仅创建完整模板,不保存表达式片段")
if len(set(self.source_item_ids)) != len(self.source_item_ids):
raise ValueError("来源候选 ID 不能重复")
return self
class CatalogSearch(Contract):
filters: CatalogFilters
dataset_id: str | None = Field(default=None, min_length=1, max_length=200)
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@@ -53,6 +53,12 @@ class ResearchAccess:
"confirmation": "调用者须已获本批执行授权;直接提交后返回稳定运行 ID",
"duplicate_policies": ["reject", "rerun"], "permissions": sorted(self.principal.scopes),
"metadata_only": True, "actual_platform_allowance": None,
"templates": {
"create_with": "create_research_template", "required_scope": "research:write",
"authored_by": "caller", "max_source_items": 20,
"source_items_with": "get_backtest_results", "starts_backtests": False,
"web_url": f"{self.public_origin}/#templates",
},
"submission_check": {
"check_with": "check_submission", "read_with": "get_submission_check",
"job_with": "get_refresh_job", "max_targets": 1,
@@ -220,6 +226,18 @@ class ResearchAccess:
async def history(self, args):
return await self.evidence.history(args)
async def create_template(self, args):
"""Persist the caller's template and evidence without model or queue execution."""
from .templates import create_template
previous, digest = await self.previous("create_research_template", args)
if previous:
return previous.response
result = await create_template(self.db, args, self.principal)
result["web_url"] = f"{self.public_origin}/#templates"
return await self.remember("create_research_template", args, digest, result,
business_id=result["template_id"])
async def previous(self, operation, args):
# PostgreSQL row lock is shared with HTTP start and catalog/job creation.
account = await self.db.scalar(select(Account).where(Account.id == self.principal.account_id).with_for_update())
@@ -233,13 +251,13 @@ class ResearchAccess:
raise ResearchError("IDEMPOTENCY_CONFLICT", "幂等键已用于不同内容")
return row, digest
async def remember(self, operation, args, digest, result):
async def remember(self, operation, args, digest, result, *, business_id, wake=None):
result["_meta"] = {"schema_version": 1, "observed_at": now().isoformat(), "source": "system"}
self.db.add(ResearchRequest(id=str(uuid4()), account_id=self.principal.account_id,
operation=operation, idempotency_key=args.idempotency_key, digest=digest,
business_id=result["backtest_run_id"], response=encode_snapshot(result)))
business_id=business_id, response=encode_snapshot(result)))
await self.db.flush()
self.wake = "backtests"
self.wake = wake
return result
async def validate_settings(self, candidates):
@@ -286,7 +304,8 @@ class ResearchAccess:
result = {**result, "input_digest": digest, "batch_count": preview["batch_count"],
"duplicates": {"within_batch": within, "historical_matches": history["total"]},
"validation": validation, "web_url": self.run_url(result["backtest_run_id"])}
return await self.remember("submit_backtests", args, digest, result)
return await self.remember("submit_backtests", args, digest, result,
business_id=result["backtest_run_id"], wake="backtests")
async def run(self, args):
result = await self.backtests.run(args.run_id)
@@ -325,4 +344,5 @@ class ResearchAccess:
"indefinite_account_block_cleared": args.action == "resume" and bool(before["scheduler"]["blocked_reason"])
and before["scheduler"]["blocked_until"] is None,
"note": "暂停/停止仅阻止后续提交;已提交模拟继续采集。recover 不重新提交。"}
return await self.remember("control_backtest", args, digest, result)
return await self.remember("control_backtest", args, digest, result,
business_id=result["backtest_run_id"], wake="backtests")
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@@ -0,0 +1,60 @@
"""Persist caller-authored templates with frozen local research evidence."""
import math
from sqlalchemy import select
from ..models import BacktestItem, BacktestResult, ResearchAsset
from ..research.assets import Assets
from ..research.workspace_contracts import AssetWrite
from .queries import item_summary
async def create_template(db, args, principal):
"""Save a new asset inside the caller's account-locked, idempotent transaction.
Args contain the external model's TemplateSpec and local source item IDs.
Return the versioned asset and theoretical combination count. Raise
ResearchError for name conflicts or missing/incomplete research evidence.
Stored evidence proves provenance, not profitability or platform eligibility;
schema validation does not validate every expanded FASTEXPR combination.
"""
from .service import ResearchError
existing = await db.scalar(select(ResearchAsset).where(
ResearchAsset.kind == "template", ResearchAsset.name == args.template.name,
).order_by(ResearchAsset.id).limit(1))
if existing:
raise ResearchError("TEMPLATE_NAME_CONFLICT", "模板名称已存在,请使用新名称;此工具不覆盖已有模板",
affected_items=[{"template_id": existing.id, "version": existing.version}])
rows = (await db.execute(select(BacktestItem, BacktestResult).outerjoin(
BacktestResult, BacktestResult.item_id == BacktestItem.id,
).where(BacktestItem.id.in_(args.source_item_ids)))).all()
found = {item.id: (item, result) for item, result in rows}
missing = [item_id for item_id in args.source_item_ids if item_id not in found]
if missing:
raise ResearchError("NOT_FOUND", "部分来源回测候选不存在", affected_items=missing)
incomplete = [item.id for item, result in rows if (
item.platform_status != "completed" or item.collection_status != "complete"
or item.persistence_status != "saved" or not result or not result.complete
)]
if incomplete:
raise ResearchError("SOURCE_NOT_READY", "来源候选须完成回测、结果采集和持久化,请先读取 get_backtest_results",
affected_items=sorted(incomplete))
provenance = {
"source": {"kind": "mcp", "reference": args.reference},
"hypothesis": args.hypothesis,
"mcp_token_id": principal.token_id,
"admin_id": principal.admin_id,
"source_items": [item_summary(*found[item_id]) for item_id in args.source_item_ids],
}
asset = await Assets(db).save(AssetWrite(
kind="template", content=args.template.model_dump(mode="json"),
), provenance=provenance)
return {
**asset, "template_id": asset["id"],
"combination_count": str(math.prod(len(v.values) for v in args.template.variables.values())),
"validation": {"structure": "valid", "source_evidence": "recorded",
"expanded_candidates": "not_validated", "platform_semantics": "unknown"},
"next_step": "在模板工坊选择固定输入及模拟设置,展开并核验候选,再确认批量回测。",
}
@@ -0,0 +1,20 @@
"""Hide deleted research experiments while preserving candidate and source history."""
import sqlalchemy as sa
from alembic import op
revision = "0014"
down_revision = "0013"
branch_labels = None
depends_on = None
def upgrade():
op.add_column(
"research_experiments",
sa.Column("archived", sa.Boolean(), nullable=False, server_default=sa.false()),
)
def downgrade():
op.drop_column("research_experiments", "archived")
+1 -1
View File
@@ -162,7 +162,7 @@ async def test_official_sdk_client_and_error_contract(mcp_app):
async with ClientSession(streams[0], streams[1]) as client:
await client.initialize()
listed = await client.list_tools()
assert len(listed.tools) == 17
assert len(listed.tools) == 18
caps = await client.call_tool("get_research_capabilities", {})
assert caps.structured_content["max_candidates"] == 100
result = await client.call_tool("submit_backtests", submission())
+238
View File
@@ -0,0 +1,238 @@
"""External-model templates share the real asset/expansion path, using synthetic research."""
import asyncio
import json
from copy import deepcopy
from unittest.mock import Mock
import httpx
import httpx2
import pytest
from mcp import ClientSession
from mcp.client.streamable_http import streamable_http_client
from sqlalchemy import func, select
from app.mcp_api.auth import SCOPES, authenticate
from app.mcp_api.server import MCPResearchServer
from app.models import (
Account,
BacktestItem,
BacktestResult,
BacktestRun,
Job,
MCPAudit,
ResearchAsset,
ResearchRequest,
ResearchRevision,
)
from tests.test_backtests import candidate, execute
from tests.test_mcp import ENDPOINT, credentials, invoke, submission
from tests.test_mcp import mcp_app as mcp_app_fixture
from tests.test_research_workspace import catalog as catalog_fixture
from tests.test_research_workspace import research_input as research_input_fixture
mcp_test_app = mcp_app_fixture
catalog = catalog_fixture
research_input = research_input_fixture
TOOL = "create_research_template"
@pytest.fixture
async def app(mcp_test_app):
# The catalog fixture connects this same synthetic account; keep its email consistent.
async with mcp_test_app.state.sessions.begin() as db:
(await db.get(Account, 1)).email = "test@example.com"
return mcp_test_app
def template_request(item_id):
return {
"template": {
"name": "研究后的字段排序模板",
"description": "比较相同类型字段及偏移参数,检验研究假设的稳定性。",
"expression": "rank({field}) + {offset}",
"variables": {
"field": {"kind": "field", "field_type": "MATRIX", "values": ["TEST_FIN_001", "TEST_FIN_002"]},
"offset": {"kind": "integer", "values": [0, 1, 5]},
},
},
"hypothesis": "来源结果值得进一步检验,字段替换和参数组合仍需独立回测。",
"source_item_ids": [item_id],
"reference": "synthetic-research-round-1",
"idempotency_key": "template-1",
}
@pytest.fixture
async def completed_source(app):
principal, _ = await credentials(app)
run = await invoke(app, principal, "submit_backtests", submission(items=[
candidate() | {"expression": "rank(TEST_FIN_001) + 0"},
]))
await execute(app, app.state.runner.backtests, run["backtest_run_id"])
result = await invoke(app, principal, "get_backtest_results", {"run_id": run["backtest_run_id"]})
item_id = result["items"][0]["id"]
async with app.state.sessions.begin() as db:
row = await db.get(BacktestResult, item_id)
row.snapshot = {**row.snapshot, "is": {"sharpe": 1.9, "fitness": 0.9, "checks": [
{"name": "LOW_FITNESS", "result": "FAIL"}, {"name": "FUTURE_CHECK", "result": "NEW_STATUS"},
]}}
result = await invoke(app, principal, "get_backtest_results", {"run_id": run["backtest_run_id"]})
return result["items"][0]
async def test_sdk_template_creation_frozen_evidence_and_web_expansion(app, logged_in, completed_source, research_input, monkeypatch):
principal, secret = await credentials(app, {"research:read", "research:write"})
body = template_request(completed_source["id"])
async with app.state.sessions() as db:
job_count = await db.scalar(select(func.count()).select_from(Job))
factory = Mock(side_effect=AssertionError("Template persistence must not call a model"))
monkeypatch.setattr(app.state.ai, "model_factory", factory)
app.state.runner.wake.clear()
app.state.runner.backtests.wake.clear()
async with httpx2.AsyncClient(transport=httpx2.ASGITransport(app=app),
headers={"Authorization": f"Bearer {secret}"}) as http:
async with streamable_http_client("http://testserver/api/v1/mcp/", http_client=http) as streams:
async with ClientSession(streams[0], streams[1]) as client:
await client.initialize()
listed = {tool.name: tool for tool in (await client.list_tools()).tools}
tool = listed[TOOL]
assert "submit_backtests" not in listed
assert not tool.annotations.read_only_hint and not tool.annotations.destructive_hint
assert tool.annotations.idempotent_hint and not tool.annotations.open_world_hint
assert {"template", "hypothesis", "source_item_ids", "idempotency_key"} <= set(tool.input_schema["required"])
assert tool.input_schema["additionalProperties"] is False
caps = await client.call_tool("get_research_capabilities", {})
assert caps.structured_content["templates"]["create_with"] == TOOL
result = await client.call_tool(TOOL, body)
assert not result.is_error, result
saved = result.structured_content
assert json.loads(result.content[0].text) == saved
assert saved["id"] == saved["template_id"] and saved["version"] == 1
assert saved["combination_count"] == "6" and saved["web_url"] == "http://testserver/#templates"
assert saved["validation"]["expanded_candidates"] == "not_validated"
assert saved["provenance"]["source"] == {"kind": "mcp", "reference": body["reference"]}
assert saved["provenance"]["hypothesis"] == body["hypothesis"]
assert saved["provenance"]["source_items"] == [completed_source]
factory.assert_not_called()
assert not app.state.runner.wake.is_set() and not app.state.runner.backtests.wake.is_set()
async with app.state.sessions.begin() as db:
audit = await db.scalar(select(MCPAudit).where(MCPAudit.tool == TOOL))
assert audit.business_id == saved["id"] and audit.result_code == "OK"
assert secret not in json.dumps(audit.__dict__, default=str)
row = await db.get(BacktestResult, completed_source["id"])
row.snapshot = {**row.snapshot, "is": {"sharpe": 999}}
# The browser reads the same library; later source changes do not rewrite the saved evidence.
listing = (await logged_in.get("/api/v1/research/assets?kind=template")).json()
assert listing["items"][0]["id"] == saved["id"]
stored = (await logged_in.get(f'/api/v1/research/assets/{saved["id"]}?version=1')).json()
assert stored["provenance"]["source_items"][0]["metrics"]["is"]["sharpe"] == 1.9
assert stored["provenance"]["source_items"][0]["checks"]["counts"]["FAIL"] == 1
assert stored["provenance"]["source_items"][0]["checks"]["counts"]["UNKNOWN"] == 1
expanded = await logged_in.post("/api/v1/research/experiments", json={
"asset_id": saved["id"], "version": saved["version"], "input_ids": [research_input["id"]],
"hypothesis": body["hypothesis"], "settings": completed_source["settings"], "limit": 100,
})
assert expanded.status_code == 201, expanded.text
experiment = expanded.json()
assert {c["expression"] for c in experiment["candidates"]} == {
f"rank({field}) + {offset}" for field in ["TEST_FIN_001", "TEST_FIN_002"] for offset in [0, 1, 5]
}
assert all(c["validation"]["status"] == "valid" for c in experiment["candidates"])
assert experiment["evidence"]["template"]["provenance"] == stored["provenance"]
async with app.state.sessions() as db:
assert await db.scalar(select(func.count()).select_from(BacktestRun)) == 1
assert await db.scalar(select(func.count()).select_from(Job)) == job_count
async def test_template_idempotency_concurrency_rotation_and_name_conflict(app, completed_source):
principal, _ = await credentials(app, {"research:read", "research:write"})
body = template_request(completed_source["id"])
first, repeated = await asyncio.gather(invoke(app, principal, TOOL, body), invoke(app, principal, TOOL, body))
assert first == repeated
rotated, _ = await credentials(app, {"research:read", "research:write"})
restarted = MCPResearchServer(app.state.sessions, app.state.runner, app.state.settings)
replay = await restarted.invoke(rotated, TOOL, body)
assert not replay.is_error and replay.structured_content == first
conflict = await app.state.mcp.invoke(principal, TOOL, body | {"hypothesis": "另一假设"})
assert conflict.structured_content["error"]["code"] == "IDEMPOTENCY_CONFLICT"
same_name = await app.state.mcp.invoke(principal, TOOL, body | {"idempotency_key": "new-key"})
assert same_name.structured_content["error"]["code"] == "TEMPLATE_NAME_CONFLICT"
async with app.state.sessions() as db:
assert await db.scalar(select(func.count()).select_from(ResearchAsset)) == 1
assert await db.scalar(select(func.count()).select_from(ResearchRevision)) == 1
requests = list(await db.scalars(select(ResearchRequest).where(ResearchRequest.operation == TOOL)))
assert len(requests) == 1 and requests[0].business_id == first["id"]
async def test_template_invalid_inputs_and_missing_sources_are_atomic(app, completed_source):
principal, _ = await credentials(app)
valid = template_request(completed_source["id"])
variants = [
{"source_item_ids": []}, {"source_item_ids": [completed_source["id"]] * 21},
{"source_item_ids": [completed_source["id"]] * 2}, {"hypothesis": " "},
{"force": True}, {"idempotency_key": ""},
{"template": valid["template"] | {"expression": "rank({missing})"}},
{"template": valid["template"] | {"category": "fragment"}},
{"template": valid["template"] | {"name": " "}},
{"template": valid["template"] | {"expression": " ", "variables": {}}},
]
missing_type = deepcopy(valid["template"])
missing_type["variables"]["field"].pop("field_type")
variants.append({"template": missing_type})
for changed in variants:
failed = await app.state.mcp.invoke(principal, TOOL, valid | changed)
assert failed.is_error and failed.structured_content["error"]["code"] == "INVALID_INPUT"
missing = await app.state.mcp.invoke(principal, TOOL, valid | {"source_item_ids": [completed_source["id"], "missing"]})
assert missing.structured_content["error"]["code"] == "NOT_FOUND"
assert missing.structured_content["error"]["affected_items"] == ["missing"]
async with app.state.sessions() as db:
assert await db.scalar(select(func.count()).select_from(ResearchAsset)) == 0
assert await db.scalar(select(func.count()).select_from(ResearchRequest).where(ResearchRequest.operation == TOOL)) == 0
await invoke(app, principal, TOOL, valid)
@pytest.mark.parametrize("state", ["pending", "collection_failed", "unsaved", "incomplete_snapshot", "missing_snapshot"])
async def test_template_rejects_incomplete_source_without_consuming_key(app, completed_source, state):
principal, _ = await credentials(app)
body = template_request(completed_source["id"])
async with app.state.sessions.begin() as db:
item = await db.get(BacktestItem, completed_source["id"])
result = await db.get(BacktestResult, item.id)
if state == "pending":
item.platform_status = "pending"
elif state == "collection_failed":
item.collection_status = "failed"
elif state == "unsaved":
item.persistence_status = "pending"
elif state == "incomplete_snapshot":
result.complete = False
else:
await db.delete(result)
failed = await app.state.mcp.invoke(principal, TOOL, body)
assert failed.is_error and failed.structured_content["error"]["code"] == "SOURCE_NOT_READY"
assert failed.structured_content["error"]["affected_items"] == body["source_item_ids"]
async with app.state.sessions() as db:
assert await db.scalar(select(func.count()).select_from(ResearchAsset)) == 0
assert await db.scalar(select(func.count()).select_from(ResearchRequest).where(ResearchRequest.operation == TOOL)) == 0
@pytest.mark.parametrize("scopes", [{"research:read"}, SCOPES - {"research:write"}])
async def test_template_write_permission_not_granted_to_old_keys(app, scopes):
_, secret = await credentials(app, scopes)
async with httpx.AsyncClient(transport=httpx.ASGITransport(app=app), base_url="http://testserver",
headers={"Authorization": f"Bearer {secret}", "Accept": "application/json, text/event-stream"}) as http:
listed = await http.post(ENDPOINT, json={"jsonrpc": "2.0", "id": 1, "method": "tools/list"})
assert TOOL not in {tool["name"] for tool in listed.json()["result"]["tools"]}
denied = await http.post(ENDPOINT, json={"jsonrpc": "2.0", "id": 2, "method": "tools/call",
"params": {"name": TOOL, "arguments": template_request("missing")}})
assert denied.status_code == 403
async def test_browser_can_issue_template_only_and_all_permissions(app, logged_in):
for scopes in [{"research:read", "research:write"}, SCOPES]:
response = await logged_in.post("/api/v1/mcp-tokens", json={"name": "template writer", "scopes": sorted(scopes)})
assert response.status_code == 201, response.text
async with app.state.sessions() as db:
principal = await authenticate(db, response.json()["token"])
assert principal.scopes == scopes
+121
View File
@@ -0,0 +1,121 @@
"""Deleting workspace items hides them without severing research provenance."""
import importlib.util
from pathlib import Path
import pytest
import sqlalchemy as sa
from alembic.migration import MigrationContext
from alembic.operations import Operations
from tests.test_backtests import execute, setup, start
from tests.test_catalog import catalog as catalog_fixture
from tests.test_research_workspace import expansion, template
from tests.test_research_workspace import research_input as research_input_fixture
catalog = catalog_fixture
research_input = research_input_fixture
@pytest.mark.parametrize("kind", ["template", "feature"])
async def test_asset_deletion_checks_version_and_preserves_revisions(logged_in, research_input, kind):
content = template() if kind == "template" else {
"name": "待删除特征",
"hypothesis": "排名比较",
"input_ids": [research_input["id"]],
"template": template(),
}
response = await logged_in.post("/api/v1/research/assets", json={"kind": kind, "content": content})
assert response.status_code == 201, response.text
original = response.json()
url = f"/api/v1/research/assets/{original['id']}"
updated = await logged_in.put(url, json={"kind": kind, "version": 1, "content": {**content, "name": "新版"}})
assert updated.status_code == 200
assert (await logged_in.delete(f"{url}?version=1")).status_code == 409
assert not (await logged_in.get(url)).json()["archived"]
assert (await logged_in.delete(f"{url}?version=2")).status_code == 200
listing = (await logged_in.get(f"/api/v1/research/assets?kind={kind}")).json()
assert listing["total"] == 0 and listing["items"] == []
historical = (await logged_in.get(f"{url}?version=1")).json()
assert historical["archived"] is True
assert historical["content"] == original["content"]
assert historical["provenance"] == original["provenance"]
latest = (await logged_in.get(url)).json()
assert latest["version"] == 3
assert (await logged_in.delete(f"{url}?version=3")).status_code == 409
assert (await logged_in.put(url, json={"kind": kind, "version": 3, "content": content})).status_code == 409
assert (await logged_in.get(url)).json()["version"] == 3
async def test_experiment_deletion_preserves_backtest_and_child_sources(app, logged_in, research_input):
created = await logged_in.post("/api/v1/research/experiments", json=expansion(research_input["id"]))
assert created.status_code == 201, created.text
parent = created.json()
generated = await logged_in.post(
"/api/v1/research/experiments",
json=expansion(research_input["id"], parent_experiment_ids=[parent["id"]]),
)
assert generated.status_code == 201, generated.text
variant = generated.json()
assert variant["kind"] == "variant"
child = await logged_in.post(
"/api/v1/research/experiments",
json=expansion(research_input["id"], parent_experiment_ids=[variant["id"]]),
)
assert child.status_code == 201
_, lane = await setup(app)
url = f"/api/v1/research/experiments/{variant['id']}"
preview = await logged_in.post(f"{url}/preview", json={})
assert preview.status_code == 201, preview.text
run = await start(logged_in, preview.json(), "delete-variant-provenance")
await execute(app, lane, run["backtest_run_id"])
before = (await logged_in.get(url)).json()
assert before["backtest_run_ids"] == [run["backtest_run_id"]]
assert (await logged_in.delete(url)).status_code == 200
assert (await logged_in.delete(url)).status_code == 200
all_items = (await logged_in.get("/api/v1/research/experiments")).json()
assert all_items["total"] == 2
assert variant["id"] not in {item["id"] for item in all_items["items"]}
variants = (await logged_in.get("/api/v1/research/experiments?kind=variant&limit=1&offset=1")).json()
assert variants["total"] == 1 and variants["items"] == []
after = (await logged_in.get(url)).json()
assert after == {**before, "archived": True}
saved_child = (await logged_in.get(f"/api/v1/research/experiments/{child.json()['id']}")).json()
assert saved_child["parents"] == child.json()["parents"]
results = (await logged_in.get(f"/api/v1/backtests/runs/{run['backtest_run_id']}/results")).json()
alpha_id = results["items"][0]["alpha_id"]
sources = (await logged_in.get(f"/api/v1/alphas/{alpha_id}/sources")).json()
assert sources["items"][0]["source"]["research_id"] == variant["id"]
assert (await logged_in.delete(f"/api/v1/research/experiments/{parent['id']}")).status_code == 200
assert (await logged_in.get("/api/v1/research/experiments")).json()["total"] == 1
async def test_delete_research_requires_auth_and_known_id(client):
for url in ("assets/missing?version=1", "experiments/missing"):
assert (await client.delete(f"/api/v1/research/{url}")).status_code == 401
async def test_delete_unknown_experiment(logged_in):
assert (await logged_in.delete("/api/v1/research/experiments/missing")).status_code == 404
def test_archive_migration_preserves_existing_rows(tmp_path):
path = Path(__file__).parents[1] / "migrations/versions/0014_research_experiment_archive.py"
spec = importlib.util.spec_from_file_location("research_archive_migration", path)
migration = importlib.util.module_from_spec(spec)
spec.loader.exec_module(migration)
engine = sa.create_engine(f"sqlite:///{tmp_path}/migration.db")
with engine.begin() as connection:
connection.execute(sa.text("CREATE TABLE research_experiments (id VARCHAR(36) PRIMARY KEY, evidence JSON NOT NULL)"))
connection.execute(sa.text("INSERT INTO research_experiments VALUES ('existing', :evidence)"), {"evidence": '{"source":"old"}'})
with Operations.context(MigrationContext.configure(connection)):
migration.upgrade()
assert connection.execute(sa.text("SELECT archived FROM research_experiments")).scalar_one() == 0
connection.execute(sa.text("UPDATE research_experiments SET archived = 1"))
migration.downgrade()
migration.upgrade()
assert connection.execute(sa.text("SELECT evidence FROM research_experiments")).scalar_one() == '{"source":"old"}'
column = next(c for c in sa.inspect(connection).get_columns("research_experiments") if c["name"] == "archived")
assert column["nullable"] is False
engine.dispose()
+44 -2
View File
@@ -1,6 +1,6 @@
# MCP 研究接入
MCP 让外部助手直接查询数据元信息、查回测历史、提交固定候选、执行本地自相关检查并读取结果。无需先建立特征、模板、变体或 QuantFlow。执行仍由网页共用的持久队列负责,回测页保存同一个运行。
MCP 让外部助手直接查询数据元信息、查回测历史、提交固定候选、执行本地自相关检查并读取结果,也能把研究后总结的模板保存到模板工坊。直接回测无需先建立特征、模板、变体或 QuantFlow。执行仍由网页共用的持久队列负责,回测页保存同一个运行。
## 启用与令牌
@@ -35,6 +35,7 @@ python -m app.cli mcp-token-revoke TOKEN_ID
| --- | --- |
| research:read | 能力、数据目录、元数据、历史、运行、结果、证据、刷新及自相关任务查询、自相关结果读取 |
| research:refresh | 显式更新元数据及 PnL 缓存、发起本地自相关检查、使用已保存凭据重新连接或继续认证;同时要求 read |
| research:write | 保存外部助手总结的研究模板及来源证据;不调用模型、不执行回测;同时要求 read |
| backtests:execute | 直接提交固定候选;同时要求 read |
| backtests:control | 暂停、继续、停止、恢复采集;同时要求 read |
@@ -49,6 +50,7 @@ python -m app.cli mcp-token-revoke TOKEN_ID
| get_worldquant_connection | `{job_id?}`;只读连接状态及认证任务状态,不返回密码、Cookie 或验证链接 |
| authenticate_worldquant | `{action?:"connect"或"verify"}`;默认 connect,使用已保存凭据异步认证,返回 job_id;要求 research:refresh |
| get_research_capabilities | `{}`,含单次候选上限及完整候选 schema |
| create_research_template | `{template,hypothesis,source_item_ids,idempotency_key,reference?}`;保存调用方生成的完整模板,要求 research:write |
| search_catalog | `{filters:{region,universe,delay,...},dataset_id?}`;省略 dataset_id 查数据集,提供则查字段 |
| get_research_metadata | `{query:{kind,...}}`;kind 为 scopes/settings/operators/field_availability |
| refresh_research_data | `{query:{kind,...}}`;kind 为 catalog/operators/settings/field_availability/pnl |
@@ -118,6 +120,46 @@ metadata 的 operators 支持 q/category 和分页;settings 支持分页;fie
提交自动保存固定预览和运行,返回 backtest_run_id、输入摘要、数量和 web_url。打开 web_url 可定位网页详情;来源显示“MCP 研究”,可以按来源筛选。后续 get_backtest 和 get_backtest_results 读取进度与结果。PnL 未缓存时返回 not_cached,通过显式刷新再读取。下一批可设置 source.parent_run_id 关联前一批。
## 研究后保存模板
外部大模型先用 `get_backtest_results` 阅读具体候选的指标及检查,判断哪些研究结果值得继续探索,再自行总结经济假设和参数化表达式,调用 `create_research_template`。此工具接收模型已经思考完成的模板,不调用服务端模型。保存成功后,模板出现在网页 **模板工坊**,用户可选择固定输入和模拟设置,全量展开或随机采样候选,再确认批量回测。
该工具使用新的 `research:write` 权限。已有 Key 不自动获得写入权限;在 **系统管理 → MCP Key** 创建 Key 时勾选“保存研究模板”,或签发专用 Key:
```bash
python -m app.cli mcp-token-create --name research-template-writer \
--scope research:read --scope research:write
```
调用结构示例(候选 ID 需替换为实际读取的 `items[].id`,不是 `client_item_id` 或 Alpha ID):
```json
{
"template": {
"name": "短期反转窗口研究",
"description": "将已研究的反转表达式提炼为字段和窗口候选;替换字段及其他窗口仍需逐项验证。",
"expression": "-rank(ts_delta({price}, {window}))",
"variables": {
"price": {"kind": "field", "field_type": "MATRIX", "values": ["close", "vwap"]},
"window": {"kind": "integer", "values": [3, 5, 10, 20]}
},
"scope": {"instrument_type": "EQUITY", "region": "USA", "universe": "TOP3000", "delay": 1}
},
"hypothesis": "来源结果支持继续比较短期价格反转;通过改变价格字段和观察窗口检验稳定性。",
"source_item_ids": ["REPLACE_WITH_BACKTEST_ITEM_ID"],
"reference": "research-round-001",
"idempotency_key": "reversal-template-001"
}
```
`template` 复用模板工坊的结构:表达式使用 `{name}` 占位符,`variables` 必须逐一对应;变量 kind 支持 field/operator/integer/number/group/string/fragment,字段变量必须声明 MATRIX/VECTOR/GROUP 类型,VECTOR 的聚合方式应明确写在表达式中。工具只创建 category=template 的完整模板。`scope` 可省略;指定后,后续展开须使用相同范围。字段候选应先通过目录核对,工具保存时不隐式刷新元数据。
`source_item_ids` 为 1–20 个不重复的本地回测候选,可来自多个运行;须完成平台回测、结果采集及持久化,且存在完整结果快照。服务端读取并固定其表达式、模拟设置、运行 ID、Alpha ID、观测时间、指标和检查摘要,不接收调用方自报的成绩。研究假设和外部 reference 是调用方提供的说明。来源存在不代表经济假设成立,completed 不代表所有检查 PASS,也不代表模板的其他参数组合已回测。
返回 `template_id`(同 `id`)、`version`、完整模板 `content`、来源 `provenance`、字符串形式的理论 `combination_count` 和模板工坊 `web_url`。示例有 8 种参数组合;组合数不去重,也不代表已创建实验或运行。结构校验与来源记录状态在 `validation` 中说明,展开候选和平台语义仍未验证。网页展开继续执行原有字段归属、类型、设置和语法校验;全量展开超过 10000 项时需缩小候选或使用随机采样。
相同账户、操作和幂等键的相同请求重放首次成功响应,跨 Key 重试和服务重启仍有效;同键不同内容返回 `IDEMPOTENCY_CONFLICT`。模板同名(含已删除模板)返回 `TEMPLATE_NAME_CONFLICT`,不覆盖任何已有版本。来源缺失返回 `NOT_FOUND`,未完成返回 `SOURCE_NOT_READY`,结构错误返回 `INVALID_INPUT`。失败不创建资产、不占用幂等键。创建只写入现有资产、版本、请求和审计表,无新增迁移,不启动模型、实验、队列或定时研究。
## 幂等、重复与状态
- 成功请求按账户、操作和幂等键固定首次响应。相同请求重试返回原响应,不重新提交;换令牌不改变该范围。同键不同内容返回 IDEMPOTENCY_CONFLICT。失败校验不占用幂等键。
@@ -135,7 +177,7 @@ metadata 的 operators 支持 q/category 和分页;settings 支持分页;fie
## 验证和限制
本地测试只使用模拟平台。后端 `uv run pytest -q tests/test_mcp.py` 包含官方 MCP ClientSession 的 HTTP 工具往返;浏览器测试在临时数据库里验证实际 MCP 提交的运行链接和来源。
本地测试只使用模拟平台。后端 `uv run pytest -q tests/test_mcp.py tests/test_mcp_templates.py` 包含官方 MCP ClientSession 的 HTTP 工具往返,并验证模板写入权限、幂等重放、固定来源和网页模板展开;浏览器测试在临时数据库里验证实际 MCP 提交的运行链接和来源。
独立 PostgreSQL 检查只接受本机 `wq_mcp_test` 数据库:
@@ -47,3 +47,9 @@ Store 可以减少重复计算和请求历史长度,但使用 `lookback=0` 的
输出:一句假设;数据可得时间;主/辅腿;最小表达式;单位/缺失假设;反例;基线/消融/对照;需要核验的事项。模型不得自行把预期 Sharpe 填成实测值。
预算结束、字段不可解释、连续变体只有局部过线、无新增信息或近期失效时暂停该方向。具体阈值由实验预先定义,本次未运行任何挖掘任务。
## 2026-09-11 补充:合集是检索入口
[05-AI 精选合集](https://support.worldquantbrain.com/hc/en-us/community/posts/43320471694999)(2026-09-08 发布,本次读完整正文,0 条评论)集中列出 AI 比赛、工具配置、MCP 安装和工作流案例。它是导航目录,不能证明已构建“具有 BRAIN 全部知识”的助手,也不是新增收益证据。被列出的文章仍须逐篇核对日期、适用版本和原始实验;本次未沿合集链接扩充旧帖来源、安装工具或执行工作流。
本轮另补录 [免费 AI 站点分享](https://support.worldquantbrain.com/hc/en-us/community/posts/43269155035799)(2026-09-05 发布,旧索引未收录,本次读正文及 1 条评论)。该帖主要是服务与邀请入口,评论报告部分站点无法打开;未核实服务、模型或免费额度,保留来源索引,不作为研究方法或工具推荐。
@@ -33,3 +33,11 @@ CSV 本身不保证并发原子性。需要记录任务身份、租约或领取
## 建设次序
先补台账和完整结果保存,再做断点恢复与配额控制;之后建设相关性缓存完整性检查、结构化失败回流,最后扩大候选生成。架构建议见 [工程路线](architecture.md)。没有修改本项目运行代码、数据库或全局代理规则。
## 2026-09-11 补充:跨区域重跑的比较与恢复边界
来源:[将 OS Regular Alpha 重跑为 ALL/D1 的脚本](https://support.worldquantbrain.com/hc/en-us/community/posts/43322521365143)(2026-09-08 发布,本次读正文及 5 条评论)。作者称直接 REST 请求需要显式指定 `REGION_AGNOSTIC`,仅改 `region` 不够;这是社区实现经验,本库未执行代码、验证请求 schema 或复现其结果。
可迁移的工程做法是先清点候选、小样本检查,再扩大批量;逐项记录源 Alpha、模拟引用和终态。`POST_ERROR` 不能一律视为已处理,未知受理结果须先对账,429 等临时错误与字段不支持多区域的兼容性错误应分别处理。评论补充保持原有 decay、pasteurization 等设置,避免把参数变化误归因于跨区域迁移;新的 universe 口径也要单独核对。
帖子开头声称批量重跑“一定能找到”可提交候选,但正文也明确完成不代表指标或提交资格保留。本库只保留后一边界;没有可提交结果也不足以单独证明原信号质量低,仍需排查覆盖、设置和区域适用性。
@@ -18,3 +18,13 @@
常用入口:平台 Learn → Event 查看当前课程,Learn/官方帮助查看机制,右上角 Announcement 查看新主题。历史会议邮件只是入口和主题证据,不能假设均有录播;例如 7 月研究小组课程邮件明确无回放。[【课程提醒】顾问课程: WorldQuant BRAIN 研究小组扩大会议](https://mail.google.com/mail/#all/19fac0327c17aecb)(邮件 2026-07-29)。
本次没有核查用户具体 Genius 等级、当日回测/提交配额、Osmosis 是否激活或现有 Alpha 质量,不能据邮件订阅推断这些账户状态。
## 2026-09-11 论坛增量与官方复核
**ARC2026 已有新的比赛说明。** [社区攻略](https://support.worldquantbrain.com/hc/en-us/community/posts/43309848501783)(2026-09-07 发布,本次读正文及 1 条评论)介绍区域无关 Alpha 路线。本次另读取 4 篇官方 FAQ,确认总分由 25% IS 与 75% OS robustness score 构成,按区域及已提交 Alpha 累加;同分比较 Avg OS Fitness。依据:[评分](https://support.worldquantbrain.com/hc/en-us/articles/43302575764631)、[研究提示](https://support.worldquantbrain.com/hc/en-us/articles/43302607437719)。这支持优先检查跨区域稳健性,而非仅优化当前 IS 排名;没有对用户账户资格或提交对象做验证。
[官方日期 FAQ](https://support.worldquantbrain.com/hc/en-us/articles/43302563775127)写明提交开始 9 月 7 日 08:00 EST、介绍会 9 月 15 日 08:00 EST、提交截止 10 月 11 日 23:59 EST。社区帖的北京时间换算与字面 EST 不一致;本库保留官方原始标注,具体本地时间须以平台日历核对,不沿用社区换算。[奖金 FAQ](https://support.worldquantbrain.com/hc/en-us/articles/43302607372183)确认总奖池 25,000 美元及全球、国家/地区奖项;本次未核对全部资格、最低提交数和注册条款,不能把社区攻略的全部细节视为已复核。
[Grand Master 1v1 Advisory 通知](https://support.worldquantbrain.com/hc/en-us/community/posts/43320365312023)(2026-09-08 发布,0 条评论)介绍约 10 分钟答疑,称试运行预约窗口截至 9 月 17 日。可准备一个具体研究瓶颈和证据;本次没有访问预约服务、核对剩余名额或预约。
[关于第三方发布的论坛公告](https://support.worldquantbrain.com/hc/en-us/community/posts/43319649278359)(2026-09-08 发布,本次读正文及 2 条评论)强调平台内容的对外发布限制,涉及 Alpha、数据、文档及论坛文章。本库记录公告及来源,不作协议效力或个案法律判断;本轮仅本地整理,没有对外发布、推送仓库或改变权限。
@@ -1,6 +1,6 @@
# 来源、覆盖范围与验证记录
采集日期:2026-09-07。时间边界按 Asia/Shanghai 的 2026-01-01 00:00 至整理时点;原始索引时间使用 UTC/带偏移的 ISO 8601。日历日简写通常取原来源 UTC 日期,未把它伪装成本地精确时刻。
首次采集日期:2026-09-07;最近论坛同步:2026-09-11。下列初轮与扩展轮数字保留为历史记录,最新覆盖见文末周同步记录。时间边界按 Asia/Shanghai 的 2026-01-01 00:00 至整理时点;原始索引时间使用 UTC/带偏移的 ISO 8601。日历日简写通常取原来源 UTC 日期,未把它伪装成本地精确时刻。
## 邮箱
@@ -14,7 +14,7 @@
话题 ID `18910956638743`。认证接口返回 201,SSO 后 HTML 403,Community API 200。初轮按 created_at desc、每页 100 读取 7 页/700 条,保留 623 条今年新帖;扩展轮取得全部 18 页/1,725 条可见帖子后,按用户明确限定再次筛选,结果仍为 **623 条 2026-01-01 起新发帖**,排除 1,102 条旧帖。范围不包含隐藏/删除帖子;旧帖今年更新、收到评论、被今年邮件或合集引用,都不改变排除结果。
[论坛目录 CSV](forum-index.csv) 保留初轮 623 条索引及当时的 `curated` 标记;这不是扩展轮的阅读状态。[2026 阅读索引](forum-review-2026.csv) 为本轮更新:含主分类、实际取得的评论数、采集完成状态、本库引用位置与 `screened` / `synthesized`。分类按标题启发式分组后用于检索,不是互斥的知识定义;`synthesized` 只表示被知识条目引用,不等于实证复现。所有 623 篇完成标题与正文主旨初筛;有研究内容的来源进一步选读。
[论坛目录 CSV](forum-index.csv) 以初轮 623 条索引及当时的 `curated` 标记起步,现随周同步更新元数据和新增来源;`curated` 不是扩展轮的阅读状态。[2026 阅读索引](forum-review-2026.csv) 含主分类、最新实际取得的评论数、采集完成状态、本库引用位置与 `screened` / `synthesized`。分类按标题启发式分组后用于检索,不是互斥的知识定义;`synthesized` 只表示被知识条目引用,不等于实证复现。历史 623 篇完成标题与正文主旨初筛;有研究内容的来源进一步选读。
初轮评论阅读覆盖 11 帖/71 条。扩展轮对全部今年帖子取得 **9,572 条评论**,对应 623 个采集记录全部 complete,无失败;零评论帖子按列表计数记录,不额外请求空页。实质性纠错、反例和机制讨论用于重点核验,**未逐条精读全部评论**。不将点赞、重复附和或同一作者转帖视作独立复现;正文内图片中的公式、附件和回测图也没有逐张完整核验。
@@ -78,3 +78,17 @@ SPC 7 篇官方帮助页按 ID 直接读取;另通过支持站搜索取得 Pyt
基于同日已认证采集的正文快照,完整重读 43208281917591、43179259800471、42274443124119,分别新增 SuperAlpha 合集、API/模板合集、五个 Agent Skill 专题,共增加 3 篇 Markdown。前两篇评论为 0;第三篇全部 48 条评论已阅读。此次没有重新认证刷新论坛版本,因此不声称读取了采集之后的新增内容。
两个合集分别有 23、47 个直接论坛链接,核对主语料及先前链接采集的 created_at 后均属旧帖,按范围排除。第三篇的百度网盘附件页面未能取得压缩包;正文中的模块、插件与实验日志声明没有升级为附件实测。专题指出依赖缺失、批大小/次数不一致、PENDING 与零失败、审计指纹及统计口径问题,未运行代码或安装 Skill。最新条目引用位置由阅读索引更新,初轮与扩展轮数量仍按各自采集阶段理解。
## 每周论坛同步:2026-09-11
北京时间 09:03:40–09:06:33 完成本轮采集(随后进行知识整理与验证)。认证返回 201,支持站 SSO 落地 403,但 Community API 可正常读取。完整遍历 18 页、1,730 篇可见帖子,排除 1,101 篇早于范围边界的帖子,保留 629 篇;原索引 623 个 ID 均仍可见。全量核对范围内评论,取得 9,587 条,629 个采集记录完成,逐帖列表计数与分页取得数一致,无失败。
新增收录 6 篇:43322521365143、43320471694999、43320365312023、43319649278359、43309848501783、43269155035799。前五篇发表于 9 月 7–8 日,最后一篇发表于 9 月 5 日,是旧索引没有收录的来源,不能称作本周新发帖。这六篇带来 9 条评论。原有 43181411147287、43179860065303、43179521660823 三篇的旧索引均记为零评论,当前分别取得 2、3、1 条,创建时间均早于 9 月 7 日;这是历史覆盖补齐,不能当作本周新增评论。评论总数净增 15 条不等于本周发表 15 条。
原有 141 篇的 `updated_at` 与旧索引不同。由于旧库没有逐帖正文指纹和逐评论快照,不能确定正文编辑数量,也无法完整区分历史漏收、评论编辑和其他元数据变化。本轮建立正文及评论文本指纹;评论指纹不含更新时间,避免单纯时间变化误报内容编辑。首次仍核对了全部范围内评论,不以评论数相等或帖子更新时间未变作为无编辑证明。评论创建或更新时间自 9 月 7 日上海零时起的记录采用重叠窗口筛查,不将重叠窗口内记录一律称为新增。
六篇新增收录帖均读正文和全部 9 条评论;141 篇旧帖更新时间变化部分筛查标题与主旨,进一步选择规则、版本与机制相关材料。独立复核完整筛查重叠窗口内 87 篇旧帖的 244 条评论,重要内容主要为既有方法的对照与边界,没有将这些历史评论改称本周新发现。历史 Python 字段支持限制、SPC 七月旧 schema 等说法未覆盖本库已有的官方证据边界。同步读取 ARC2026 评分、关键日期、研究提示和奖金四篇官方 FAQ;仅对应规则已复核,未把社区攻略全部细节升级为官方结论。没有实际回测、报名、预约、安装社区工具或同步邮件。
任务专用采集入口和状态位于本机 `.local/forum-sync/`(Git 忽略):`collect.py` 负责分页、限流退避、互斥和逐帖原子保存;`staged/` 保留去除 HTML 和凭据类字符串的文本;`candidate-baseline.json` 为采集候选,知识整理及验证通过后才复制为 `baseline.json` 并推进 `checkpoint.json`。后续采集比较该基线的正文及评论指纹,仍须实际筛选变化内容。`run.json` 保存本次计数和失败项;部分失败不得宣称全部成功。此状态只包含任务必要内容,不保存登录响应、Cookie 或会话令牌,也未推广为全局规则或共享脚本。
本轮验证:两个 CSV 各 629 个唯一帖子 ID,评论数合计 9,587;所有论坛引用均属于本次范围,122 篇帖子被知识条目引用,本地链接未发现缺失目标。新增知识内容及本地 JSON 状态的账号、密码字面值与 JWT 形式扫描通过。实际 API 采集通过;采集脚本语法检查通过,后续增量比较、失败恢复和限流退避尚未通过真实故障场景演练,不能将首次成功等同长期运行保证。
@@ -27,5 +27,55 @@
"Not every comment or embedded image was deeply reviewed.",
"Community performance claims were not backtested.",
"No source authentication material is included."
]
],
"latest_forum_sync": {
"collected_at": "2026-09-11",
"timezone": "Asia/Shanghai",
"started_at": "2026-09-11T01:03:40.336597+00:00",
"collection_finished_at": "2026-09-11T01:06:33.369594+00:00",
"raw_visible_posts": 1730,
"raw_list_pages": 18,
"excluded_older_posts": 1101,
"retained_posts": 629,
"retained_comments": 9587,
"newly_indexed_posts": 6,
"newly_indexed_posts_created_sep_7_or_later": 5,
"previously_unindexed_sep_5_posts": 1,
"comments_on_newly_indexed_posts": 9,
"historical_comments_backfilled_on_existing_posts": 6,
"comment_count_net_change": 15,
"metadata_changed_existing_posts": 141,
"body_edit_count": null,
"comment_edit_count": null,
"failed_comment_records": 0,
"missing_previously_indexed_posts": 0,
"posts_cited_in_knowledge": 122,
"groups": {
"engineering": 69,
"guides": 7,
"events": 39,
"general": 96,
"ai": 143,
"portfolio": 48,
"ideas": 19,
"lessons": 128,
"optimization": 61,
"data": 19
},
"recent_comment_records_screened": 244,
"recent_comment_posts_screened": 87,
"official_articles_checked": [
"43302575764631",
"43302563775127",
"43302607437719",
"43302607372183"
],
"baseline_state_directory": ".local/forum-sync/",
"limits": [
"First content-fingerprint baseline; metadata changes do not establish body edits.",
"Historical zero-comment records corrected for three existing posts; net count change is not newly published comments.",
"All scoped comments fetched, selective historical body reading; images and attachments not fully verified.",
"No simulations, submissions, email sync, public publishing, or credential/session persistence."
]
}
}
@@ -1,100 +1,106 @@
post_id,created_at_utc,updated_at_utc,title,tags_heuristic,url,review_status
43208281917591,2026-09-03T02:27:56Z,2026-09-06T15:14:46Z,03-【进阶学习】Super Alpha 每日获得额外1-60USD,来此学习,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591,retrieved_not_deep_reviewed
43181411147287,2026-09-02T10:44:26Z,2026-09-07T04:45:22Z,【Alpha Idea】谁在付 Spread?——订单流攻击性、半衰期分层与一个双引擎架构的诞生,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287,curated
43179860065303,2026-09-02T08:17:04Z,2026-09-07T07:51:01Z,"【Alpha Idea】维基百科关注度的""突压""信号(sent)在德国DEU市场的因子化尝试",alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303,curated
43179521660823,2026-09-02T07:35:26Z,2026-09-07T07:32:08Z,"【Alpha Idea】不看幅度看""显著性"":一个信噪比(SNR)模板在 USA / GLB / EUR 三个市场的因子化尝试",alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823,curated
43179259800471,2026-09-02T07:12:12Z,2026-09-07T07:45:43Z,02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集,alpha-idea;engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471,retrieved_not_deep_reviewed
43151729306647,2026-09-01T13:11:24Z,2026-09-07T07:53:47Z,【Alpha Idea】机构持仓变化与拥挤反转:institutions18 在 GLB 市场的因子化尝试,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647,curated
43147371557015,2026-09-01T08:24:29Z,2026-09-06T15:03:50Z,【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力!,alpha-idea;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015,curated
43087031637527,2026-08-29T05:39:26Z,2026-09-07T04:46:24Z,【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型 ,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527,retrieved_not_deep_reviewed
43085454784535,2026-08-29T02:21:57Z,2026-09-07T06:08:37Z,本地check ppc的完整方法及代码,助你GLB PPA开发一臂之力,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535,retrieved_not_deep_reviewed
43067045830679,2026-08-28T14:10:52Z,2026-09-07T04:47:29Z,分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679,retrieved_not_deep_reviewed
43058251853847,2026-08-28T02:23:03Z,2026-09-07T07:27:18Z,获取 WorldQuant 每天剩余回测次数、已回测次数,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847,retrieved_not_deep_reviewed
43031577079575,2026-08-27T08:00:38Z,2026-09-07T04:48:08Z,新人顾问心得,尝试通过Robust测试(一边修改一边写帖子),other,https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575,retrieved_not_deep_reviewed
43031425132823,2026-08-27T07:41:24Z,2026-09-07T04:48:39Z,和AI学点手搓小知识-vec操作符解析,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823,retrieved_not_deep_reviewed
43030071187479,2026-08-27T02:21:08Z,2026-09-06T22:00:47Z,01-【新人必读】新顾问入门指南!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479,retrieved_not_deep_reviewed
43006316208151,2026-08-26T12:39:42Z,2026-09-07T04:49:04Z,【组合层心法】Combined Alpha 冲 2.0 不是堆出来的:一条四季爬升线里的少交比多交强,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151,retrieved_not_deep_reviewed
43002825233687,2026-08-26T08:04:33Z,2026-09-06T11:22:37Z,🌟 玩转 Osmosis:让你的 Alphas 成为最高 2 倍收益放大器!(机制详解与实操指南),portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687,curated
42981290349463,2026-08-25T14:24:44Z,2026-09-07T06:08:53Z,一个skill让AI不再混信号,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463,retrieved_not_deep_reviewed
42975079714839,2026-08-25T08:53:50Z,2026-09-07T04:49:44Z,免费体验 MiniMax‑M3!GMI Cloud 限时 14 天无限制调用福利,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839,retrieved_not_deep_reviewed
42972530812183,2026-08-25T03:58:37Z,2026-09-07T04:50:15Z,Region Agnostic Alpha (RAA) 详解 — 新手入门指南,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183,retrieved_not_deep_reviewed
42955680180247,2026-08-24T16:05:41Z,2026-09-07T04:50:35Z,【SPC实战】信号衰减5-7天:数据源“时效性”比“全面性”更重要,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247,curated
42945861800983,2026-08-24T09:08:41Z,2026-09-07T04:51:02Z,【🐉龙虎榜·卷四】季度奖揭榜,VF 为纲——谁人乘龙,谁人执印?,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983,retrieved_not_deep_reviewed
42943436447127,2026-08-24T04:09:19Z,2026-09-07T04:51:28Z,【测试】相对文件名路径验证帖,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127,retrieved_not_deep_reviewed
42801904467607,2026-08-18T07:14:53Z,2026-09-07T04:51:51Z,[AI工具]让AI打工人使用免费的deepseek(freebuff反向代理),ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607,retrieved_not_deep_reviewed
42775887653399,2026-08-17T13:07:37Z,2026-09-06T10:10:44Z,"Combined Alpha Performance 连续四季爬升,本季度突破 2.0:一条""从负数到2""的实证轨迹",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399,retrieved_not_deep_reviewed
42774450536343,2026-08-17T12:12:11Z,2026-09-06T10:10:52Z,【大角羊】💰 每天14:30,微信自动把昨天的 Base Payment 账单送到你手上(RA/SA 分项 · 开箱即用),portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343,retrieved_not_deep_reviewed
42772611660823,2026-08-17T10:05:06Z,2026-09-06T22:01:20Z,【经验分享】分享一个combine稳定2+,最高3.23的ppa池子分布,以及分享做ppa的经验,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823,retrieved_not_deep_reviewed
42771962021143,2026-08-17T08:55:07Z,2026-09-07T05:43:12Z,【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧!,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143,retrieved_not_deep_reviewed
42757091114647,2026-08-16T07:52:17Z,2026-09-07T05:43:28Z,免费使用DeepSeek V4 Pro,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647,retrieved_not_deep_reviewed
42756641286295,2026-08-16T06:34:33Z,2026-09-06T10:11:17Z,base记录,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295,retrieved_not_deep_reviewed
43322521365143,2026-09-08T06:16:19Z,2026-09-10T23:14:24Z,【Region-Agnostic】一键批量将所有OS Regular Alpha 重跑为 ALL/D1 的脚本,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43322521365143,curated
43320471694999,2026-09-08T02:27:17Z,2026-09-11T00:09:25Z,05-AI精选合集:创建一个具有BRAIN全部知识、金融博士、计算机博士的免费助手,guides,https://support.worldquantbrain.com/hc/en-us/community/posts/43320471694999,curated
43320365312023,2026-09-08T02:20:53Z,2026-09-10T07:49:57Z,新顾问福利:Grand Master 1v1 Advisory 答疑辅导,events,https://support.worldquantbrain.com/hc/en-us/community/posts/43320365312023,curated
43319649278359,2026-09-08T01:16:05Z,2026-09-10T08:36:15Z,严正公告:严禁将 BRAIN 平台内容发布至第三方平台,general,https://support.worldquantbrain.com/hc/en-us/community/posts/43319649278359,curated
43309848501783,2026-09-07T15:47:18Z,2026-09-10T16:10:03Z,【比赛攻略】ARC2026 全区域赛(All Region Competition 2026)一文读懂:赛制、评分、奖金与冲榜技巧,events,https://support.worldquantbrain.com/hc/en-us/community/posts/43309848501783,curated
43269155035799,2026-09-05T02:52:22Z,2026-09-10T12:59:22Z,【电子鸡蛋】免费AI站点(公益站)分享,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43269155035799,curated
43208281917591,2026-09-03T02:27:56Z,2026-09-10T12:40:24Z,03-【进阶学习】Super Alpha 每日获得额外1-60USD,来此学习,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591,retrieved_not_deep_reviewed
43181411147287,2026-09-02T10:44:26Z,2026-09-11T00:05:03Z,【Alpha Idea】谁在付 Spread?——订单流攻击性、半衰期分层与一个双引擎架构的诞生,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287,curated
43179860065303,2026-09-02T08:17:04Z,2026-09-10T16:41:30Z,"【Alpha Idea】维基百科关注度的""突压""信号(sent)在德国DEU市场的因子化尝试",alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303,curated
43179521660823,2026-09-02T07:35:26Z,2026-09-10T12:57:34Z,"【Alpha Idea】不看幅度看""显著性"":一个信噪比(SNR)模板在 USA / GLB / EUR 三个市场的因子化尝试",alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823,curated
43179259800471,2026-09-02T07:12:12Z,2026-09-09T02:13:27Z,02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集,alpha-idea;engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471,retrieved_not_deep_reviewed
43151729306647,2026-09-01T13:11:24Z,2026-09-10T12:59:46Z,【Alpha Idea】机构持仓变化与拥挤反转:institutions18 在 GLB 市场的因子化尝试,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647,curated
43147371557015,2026-09-01T08:24:29Z,2026-09-10T08:02:13Z,【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力!,alpha-idea;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015,curated
43087031637527,2026-08-29T05:39:26Z,2026-09-09T01:48:36Z,【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527,retrieved_not_deep_reviewed
43085454784535,2026-08-29T02:21:57Z,2026-09-10T16:07:50Z,本地check ppc的完整方法及代码,助你GLB PPA开发一臂之力,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535,retrieved_not_deep_reviewed
43067045830679,2026-08-28T14:10:52Z,2026-09-10T15:47:31Z,分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679,retrieved_not_deep_reviewed
43058251853847,2026-08-28T02:23:03Z,2026-09-09T15:42:57Z,获取 WorldQuant 每天剩余回测次数、已回测次数,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847,retrieved_not_deep_reviewed
43031577079575,2026-08-27T08:00:38Z,2026-09-09T14:36:48Z,新人顾问心得,尝试通过Robust测试(一边修改一边写帖子),other,https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575,retrieved_not_deep_reviewed
43031425132823,2026-08-27T07:41:24Z,2026-09-10T15:55:47Z,和AI学点手搓小知识-vec操作符解析,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823,retrieved_not_deep_reviewed
43030071187479,2026-08-27T02:21:08Z,2026-09-09T12:08:33Z,01-【新人必读】新顾问入门指南!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479,retrieved_not_deep_reviewed
43006316208151,2026-08-26T12:39:42Z,2026-09-10T11:31:24Z,【组合层心法】Combined Alpha 冲 2.0 不是堆出来的:一条四季爬升线里的少交比多交强,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151,retrieved_not_deep_reviewed
43002825233687,2026-08-26T08:04:33Z,2026-09-10T14:16:28Z,🌟 玩转 Osmosis:让你的 Alphas 成为最高 2 倍收益放大器!(机制详解与实操指南),portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687,curated
42981290349463,2026-08-25T14:24:44Z,2026-09-10T14:15:39Z,一个skill让AI不再混信号,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463,retrieved_not_deep_reviewed
42975079714839,2026-08-25T08:53:50Z,2026-09-10T15:52:17Z,免费体验 MiniMax‑M3!GMI Cloud 限时 14 天无限制调用福利,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839,retrieved_not_deep_reviewed
42972530812183,2026-08-25T03:58:37Z,2026-09-09T23:05:54Z,Region Agnostic Alpha (RAA) 详解 — 新手入门指南,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183,retrieved_not_deep_reviewed
42955680180247,2026-08-24T16:05:41Z,2026-09-10T15:47:34Z,【SPC实战】信号衰减5-7天:数据源“时效性”比“全面性”更重要,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247,curated
42945861800983,2026-08-24T09:08:41Z,2026-09-10T14:18:34Z,【🐉龙虎榜·卷四】季度奖揭榜,VF 为纲——谁人乘龙,谁人执印?,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983,retrieved_not_deep_reviewed
42943436447127,2026-08-24T04:09:19Z,2026-09-10T17:03:52Z,【测试】相对文件名路径验证帖,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127,retrieved_not_deep_reviewed
42801904467607,2026-08-18T07:14:53Z,2026-09-09T08:43:39Z,[AI工具]让AI打工人使用免费的deepseek(freebuff反向代理),ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607,retrieved_not_deep_reviewed
42775887653399,2026-08-17T13:07:37Z,2026-09-10T10:49:38Z,"Combined Alpha Performance 连续四季爬升,本季度突破 2.0:一条""从负数到2""的实证轨迹",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399,retrieved_not_deep_reviewed
42774450536343,2026-08-17T12:12:11Z,2026-09-10T05:48:14Z,【大角羊】💰 每天14:30,微信自动把昨天的 Base Payment 账单送到你手上(RA/SA 分项 · 开箱即用),portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343,retrieved_not_deep_reviewed
42772611660823,2026-08-17T10:05:06Z,2026-09-10T04:32:34Z,【经验分享】分享一个combine稳定2+,最高3.23的ppa池子分布,以及分享做ppa的经验,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823,retrieved_not_deep_reviewed
42771962021143,2026-08-17T08:55:07Z,2026-09-09T13:33:00Z,【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧!,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143,retrieved_not_deep_reviewed
42757091114647,2026-08-16T07:52:17Z,2026-09-10T10:50:43Z,免费使用DeepSeek V4 Pro,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647,retrieved_not_deep_reviewed
42756641286295,2026-08-16T06:34:33Z,2026-09-07T14:41:38Z,base记录,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295,retrieved_not_deep_reviewed
42756136847639,2026-08-16T05:11:27Z,2026-09-06T10:11:25Z,AI打工人适配Opencode go套餐,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42756136847639,retrieved_not_deep_reviewed
42743732814999,2026-08-15T11:17:48Z,2026-09-06T10:11:33Z,Claude Code Router 和quantflow不兼容的解决办法,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42743732814999,retrieved_not_deep_reviewed
42740521405463,2026-08-15T04:01:48Z,2026-09-06T10:11:40Z,【大角羊】📱💻 电脑上的 Pi × 手机钉钉 双向通信——从零搭建全教程(零公网 · 零成本 · 开机自启)】,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42740521405463,retrieved_not_deep_reviewed
42738237663639,2026-08-15T00:37:15Z,2026-09-06T10:11:47Z,Claude Code 第三方模型使用搜索的利器——EXA,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42738237663639,retrieved_not_deep_reviewed
42721824181271,2026-08-14T14:28:28Z,2026-09-06T10:11:53Z,把 Self-Correlation 搬到本地:用 daily-pnl 精确复现平台口径(实测最大误差 0.00004),ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42721824181271,curated
42720875852439,2026-08-14T13:56:37Z,2026-09-06T10:11:57Z,【7月新顾问分享】新人如何从每天0产出到每天稳定产出alpha经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42720875852439,retrieved_not_deep_reviewed
42714622464407,2026-08-14T06:16:44Z,2026-09-06T22:00:58Z,CNHKMCP QuantFlow 提示词,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407,retrieved_not_deep_reviewed
42743732814999,2026-08-15T11:17:48Z,2026-09-08T03:31:11Z,Claude Code Router 和quantflow不兼容的解决办法,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42743732814999,retrieved_not_deep_reviewed
42740521405463,2026-08-15T04:01:48Z,2026-09-09T10:14:40Z,【大角羊】📱💻 电脑上的 Pi × 手机钉钉 双向通信——从零搭建全教程(零公网 · 零成本 · 开机自启)】,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42740521405463,retrieved_not_deep_reviewed
42738237663639,2026-08-15T00:37:15Z,2026-09-08T03:31:10Z,Claude Code 第三方模型使用搜索的利器——EXA,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42738237663639,retrieved_not_deep_reviewed
42721824181271,2026-08-14T14:28:28Z,2026-09-08T10:00:54Z,把 Self-Correlation 搬到本地:用 daily-pnl 精确复现平台口径(实测最大误差 0.00004),ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42721824181271,curated
42720875852439,2026-08-14T13:56:37Z,2026-09-10T08:23:10Z,【7月新顾问分享】新人如何从每天0产出到每天稳定产出alpha经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42720875852439,retrieved_not_deep_reviewed
42714622464407,2026-08-14T06:16:44Z,2026-09-09T14:41:30Z,CNHKMCP QuantFlow 提示词,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407,retrieved_not_deep_reviewed
42691768951447,2026-08-13T14:10:35Z,2026-09-06T10:12:05Z,CLIProxyAPI桌面版,搭配opencode-go,实现与QuantFlow的配合,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42691768951447,retrieved_not_deep_reviewed
42686571665303,2026-08-13T09:20:16Z,2026-09-06T10:12:11Z,【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42686571665303,retrieved_not_deep_reviewed
42662873714711,2026-08-12T13:39:07Z,2026-09-06T10:12:18Z,AI模板库分享,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711,retrieved_not_deep_reviewed
42686571665303,2026-08-13T09:20:16Z,2026-09-09T17:47:20Z,【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42686571665303,retrieved_not_deep_reviewed
42662873714711,2026-08-12T13:39:07Z,2026-09-09T18:59:19Z,AI模板库分享,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711,retrieved_not_deep_reviewed
42587179348119,2026-08-09T13:34:48Z,2026-09-06T10:12:24Z,GBR/DEU新地区不出货?多图解析新地区Alpha首周全球提交现况,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42587179348119,retrieved_not_deep_reviewed
42585946296855,2026-08-09T11:25:38Z,2026-09-06T10:12:32Z,分享一个连接插件中prodmemo和python的一个小脚本,帮助大家可以将页面上缓存的pc拿到python里用,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42585946296855,retrieved_not_deep_reviewed
42549574041367,2026-08-07T15:11:16Z,2026-09-06T10:12:41Z,普通 Alpha 到顶级 Alpha 的优化执行手册,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367,retrieved_not_deep_reviewed
42519002511767,2026-08-06T13:40:05Z,2026-09-07T06:45:10Z,【经验分享】Python Alpha 30名心得:从 FastExpr 到 Python,我用 17 个 alpha 趟出来的一条路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42519002511767,curated
42549574041367,2026-08-07T15:11:16Z,2026-09-10T18:55:47Z,普通 Alpha 到顶级 Alpha 的优化执行手册,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367,retrieved_not_deep_reviewed
42519002511767,2026-08-06T13:40:05Z,2026-09-09T17:47:22Z,【经验分享】Python Alpha 30名心得:从 FastExpr 到 Python,我用 17 个 alpha 趟出来的一条路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42519002511767,curated
42513832186263,2026-08-06T08:10:32Z,2026-09-06T10:12:57Z,【7月新顾问分享】从“用户阶段好用”到“顾问阶段跑通”,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42513832186263,retrieved_not_deep_reviewed
42513455206423,2026-08-06T07:24:54Z,2026-09-06T10:13:04Z,【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强,我个人认为skill是无用之举,并且会限制你的ai去挖掘更多方向,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42513455206423,curated
42509573118999,2026-08-06T01:10:42Z,2026-09-06T10:13:17Z,"AI: GLB analyst16 -- 从""潜力 Alpha""到""成功 Alpha"":一次成功挖掘regular alpha的复盘",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42509573118999,retrieved_not_deep_reviewed
42487308197783,2026-08-05T12:29:10Z,2026-09-07T07:25:25Z,TRAE 自动化定时任务 + 电脑控制:让 AI的Alpha 优化永不卡死,全程零人工盯屏,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42487308197783,retrieved_not_deep_reviewed
42460800447895,2026-08-04T14:16:29Z,2026-09-06T10:13:28Z,关于华子哥插件显示数据集表现的方法,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42460800447895,retrieved_not_deep_reviewed
42455010729367,2026-08-04T09:08:28Z,2026-09-06T10:13:38Z,【经验分享】省钱!!Context 与 Token 极致瘦身的 3 大技巧,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42455010729367,retrieved_not_deep_reviewed
42425230653719,2026-08-03T11:12:47Z,2026-09-06T10:13:44Z,【资源分享】基于腾讯IMA的 WorldQuant BRAIN 论坛高价值(GM)经验总结知识库,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42425230653719,retrieved_not_deep_reviewed
42423993843735,2026-08-03T09:16:29Z,2026-09-06T15:03:55Z,【2026.08月活动】给回测服务器上点压力!提升回测数量是提交alpha的前提,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42423993843735,retrieved_not_deep_reviewed
42423399281815,2026-08-03T08:06:20Z,2026-09-06T10:14:03Z,【经验分享】:弱推理模型提示词工程思路,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42423399281815,retrieved_not_deep_reviewed
42407253630359,2026-08-02T06:45:01Z,2026-09-06T10:14:10Z,【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster!(下篇),other,https://support.worldquantbrain.com/hc/en-us/community/posts/42407253630359,retrieved_not_deep_reviewed
42406158561943,2026-08-02T04:01:39Z,2026-09-06T10:14:21Z,【工程优化】Agent 挖 Alpha 时 Token 黑洞:raw 留磁盘,对话只读 decision,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42406158561943,curated
42403326870423,2026-08-01T23:06:55Z,2026-08-31T04:35:05Z,【工作流分享】我用reasonix 以正式版deepseek4flash 13小时花费3.5rmb 挖到一个美国因子,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42403326870423,retrieved_not_deep_reviewed
42359440646551,2026-07-31T02:03:08Z,2026-08-31T02:54:25Z,"使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42359440646551,retrieved_not_deep_reviewed
42304810788375,2026-07-29T07:28:45Z,2026-09-06T13:09:26Z,【Quant101】工具开源:FastPlus —— 大模型友好的本地 Fast Expression 解析器,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42304810788375,retrieved_not_deep_reviewed
42513455206423,2026-08-06T07:24:54Z,2026-09-08T01:17:09Z,【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强,我个人认为skill是无用之举,并且会限制你的ai去挖掘更多方向,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42513455206423,curated
42509573118999,2026-08-06T01:10:42Z,2026-09-09T01:48:44Z,"AI: GLB analyst16 -- 从""潜力 Alpha""到""成功 Alpha"":一次成功挖掘regular alpha的复盘",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42509573118999,retrieved_not_deep_reviewed
42487308197783,2026-08-05T12:29:10Z,2026-09-09T01:48:43Z,TRAE 自动化定时任务 + 电脑控制:让 AI的Alpha 优化永不卡死,全程零人工盯屏,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42487308197783,retrieved_not_deep_reviewed
42460800447895,2026-08-04T14:16:29Z,2026-09-09T01:48:41Z,关于华子哥插件显示数据集表现的方法,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42460800447895,retrieved_not_deep_reviewed
42455010729367,2026-08-04T09:08:28Z,2026-09-08T04:37:34Z,【经验分享】省钱!!Context 与 Token 极致瘦身的 3 大技巧,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42455010729367,retrieved_not_deep_reviewed
42425230653719,2026-08-03T11:12:47Z,2026-09-09T08:57:13Z,【资源分享】基于腾讯IMA的 WorldQuant BRAIN 论坛高价值(GM)经验总结知识库,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42425230653719,retrieved_not_deep_reviewed
42423993843735,2026-08-03T09:16:29Z,2026-09-09T06:13:30Z,【2026.08月活动】给回测服务器上点压力!提升回测数量是提交alpha的前提,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42423993843735,retrieved_not_deep_reviewed
42423399281815,2026-08-03T08:06:20Z,2026-09-09T12:13:16Z,【经验分享】:弱推理模型提示词工程思路,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42423399281815,retrieved_not_deep_reviewed
42407253630359,2026-08-02T06:45:01Z,2026-09-09T11:47:39Z,【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster!(下篇),other,https://support.worldquantbrain.com/hc/en-us/community/posts/42407253630359,retrieved_not_deep_reviewed
42406158561943,2026-08-02T04:01:39Z,2026-09-09T06:25:32Z,【工程优化】Agent 挖 Alpha 时 Token 黑洞:raw 留磁盘,对话只读 decision,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42406158561943,curated
42403326870423,2026-08-01T23:06:55Z,2026-09-09T06:25:51Z,【工作流分享】我用reasonix 以正式版deepseek4flash 13小时花费3.5rmb 挖到一个美国因子,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42403326870423,retrieved_not_deep_reviewed
42359440646551,2026-07-31T02:03:08Z,2026-09-10T08:54:18Z,"使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42359440646551,retrieved_not_deep_reviewed
42304810788375,2026-07-29T07:28:45Z,2026-09-09T06:26:21Z,【Quant101】工具开源:FastPlus —— 大模型友好的本地 Fast Expression 解析器,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42304810788375,retrieved_not_deep_reviewed
42304698341399,2026-07-29T07:08:46Z,2026-09-06T06:42:12Z,新顾问专属|GAC 2026火热进行中,8月9日前所有GLB D1 Pure PowerPool Alpha均可参赛!,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42304698341399,retrieved_not_deep_reviewed
42302637812503,2026-07-29T03:17:49Z,2026-09-07T07:46:17Z,📢 BRAIN 中国区意见与建议留言墙,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503,retrieved_not_deep_reviewed
42302363145879,2026-07-29T03:00:25Z,2026-09-04T08:52:16Z,【龙虎榜·卷三】Combine新章鸣锣,VF季榜神州十八骑绝尘,榜更迟来群雄逐鹿,新赛季首更谁立潮头?,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42302363145879,retrieved_not_deep_reviewed
42274443124119,2026-07-28T04:37:43Z,2026-09-06T14:58:44Z,【工作流分享】我把整套 BRAIN 挖矿流程写成了 5 个 Agent Skill(含使用教程 + 真实实验记录 + 全套文件打包下载),ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119,curated
42259186135831,2026-07-27T17:54:46Z,2026-09-04T08:53:44Z,【2个月提交220个RA经验分享】跨地区通用规律:哪些经验换个 Region 还能用?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42259186135831,retrieved_not_deep_reviewed
42258807786391,2026-07-27T17:43:50Z,2026-09-07T07:40:24Z,【2个月提交220个RA经验分享】ASI 从论坛知识到实战验证:SLOW 中性化是王道,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42258807786391,retrieved_not_deep_reviewed
42216209199255,2026-07-25T09:32:43Z,2026-09-04T08:56:59Z,【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42216209199255,retrieved_not_deep_reviewed
42215740602135,2026-07-25T08:45:29Z,2026-09-04T14:46:10Z,快给你们的帖子化妆吧!一套实测可用的 HTML 排版组件,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42215740602135,retrieved_not_deep_reviewed
42215210781719,2026-07-25T07:43:59Z,2026-09-06T15:07:50Z,成为 Grandmaster 后,我复盘了 Q2 的 224 个 Alpha:相比过去,哪些真的改变了?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42215210781719,retrieved_not_deep_reviewed
42211897526295,2026-07-25T02:29:49Z,2026-09-05T00:55:49Z,【SPC深度实战】从数据源到信号衰减——Systematic Predictions Challenge 排名优化的完整框架,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42211897526295,retrieved_not_deep_reviewed
42187906212247,2026-07-24T08:28:52Z,2026-09-04T09:01:52Z,冷门数据集分享【earnings】,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247,curated
42187744015767,2026-07-24T08:12:51Z,2026-08-31T04:09:35Z,使用rank_by_side改善2year_sharpe/ladder_sharpe,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767,retrieved_not_deep_reviewed
42185098677399,2026-07-24T02:58:26Z,2026-09-05T07:49:49Z,分享自己写的超多功能的客户端(效率神器),other,https://support.worldquantbrain.com/hc/en-us/community/posts/42185098677399,retrieved_not_deep_reviewed
42302637812503,2026-07-29T03:17:49Z,2026-09-10T16:42:52Z,📢 BRAIN 中国区意见与建议留言墙,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503,retrieved_not_deep_reviewed
42302363145879,2026-07-29T03:00:25Z,2026-09-08T03:31:25Z,【龙虎榜·卷三】Combine新章鸣锣,VF季榜神州十八骑绝尘,榜更迟来群雄逐鹿,新赛季首更谁立潮头?,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42302363145879,retrieved_not_deep_reviewed
42274443124119,2026-07-28T04:37:43Z,2026-09-09T13:20:37Z,【工作流分享】我把整套 BRAIN 挖矿流程写成了 5 个 Agent Skill(含使用教程 + 真实实验记录 + 全套文件打包下载),ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119,curated
42259186135831,2026-07-27T17:54:46Z,2026-09-10T01:49:28Z,【2个月提交220个RA经验分享】跨地区通用规律:哪些经验换个 Region 还能用?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42259186135831,retrieved_not_deep_reviewed
42258807786391,2026-07-27T17:43:50Z,2026-09-09T08:41:14Z,【2个月提交220个RA经验分享】ASI 从论坛知识到实战验证:SLOW 中性化是王道,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42258807786391,retrieved_not_deep_reviewed
42216209199255,2026-07-25T09:32:43Z,2026-09-10T06:50:36Z,【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42216209199255,retrieved_not_deep_reviewed
42215740602135,2026-07-25T08:45:29Z,2026-09-10T06:50:50Z,快给你们的帖子化妆吧!一套实测可用的 HTML 排版组件,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42215740602135,retrieved_not_deep_reviewed
42215210781719,2026-07-25T07:43:59Z,2026-09-09T07:41:54Z,成为 Grandmaster 后,我复盘了 Q2 的 224 个 Alpha:相比过去,哪些真的改变了?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42215210781719,retrieved_not_deep_reviewed
42211897526295,2026-07-25T02:29:49Z,2026-09-10T06:51:46Z,【SPC深度实战】从数据源到信号衰减——Systematic Predictions Challenge 排名优化的完整框架,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42211897526295,retrieved_not_deep_reviewed
42187906212247,2026-07-24T08:28:52Z,2026-09-10T06:52:43Z,冷门数据集分享【earnings】,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247,curated
42187744015767,2026-07-24T08:12:51Z,2026-09-09T08:44:35Z,使用rank_by_side改善2year_sharpe/ladder_sharpe,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767,retrieved_not_deep_reviewed
42185098677399,2026-07-24T02:58:26Z,2026-09-09T09:48:42Z,分享自己写的超多功能的客户端(效率神器),other,https://support.worldquantbrain.com/hc/en-us/community/posts/42185098677399,retrieved_not_deep_reviewed
42184733027991,2026-07-24T02:18:40Z,2026-09-06T03:36:50Z,浅谈我的一二三阶开发流程----记7.23日新人答疑课,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42184733027991,curated
42161798745879,2026-07-23T09:22:01Z,2026-09-06T11:31:07Z,从新手到GM顾问:我的Alpha挖掘系统化方法论分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42161798745879,retrieved_not_deep_reviewed
42161798745879,2026-07-23T09:22:01Z,2026-09-09T17:47:26Z,从新手到GM顾问:我的Alpha挖掘系统化方法论分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42161798745879,retrieved_not_deep_reviewed
42160945573271,2026-07-23T07:42:15Z,2026-09-06T06:42:27Z,用Python alpha 剔除/保留特定国家/行业进行回测的初步尝试,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42160945573271,retrieved_not_deep_reviewed
42160836246039,2026-07-23T07:26:46Z,2026-09-05T00:26:28Z,GOLD→MASTER→GM,VF0.96,我的11月至6月总结。,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42160836246039,retrieved_not_deep_reviewed
42160653418647,2026-07-23T07:06:37Z,2026-09-06T06:42:27Z,通过Labs查看group类型字段的字符串与对应数字id的方法(附部分对应表格),alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42160653418647,retrieved_not_deep_reviewed
42078917602455,2026-07-20T10:08:29Z,2026-08-29T02:50:51Z,【Quant101】AI因子挖掘实战:零成本用AI挖掘一个 High Turnover PPA,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42078917602455,retrieved_not_deep_reviewed
42078917602455,2026-07-20T10:08:29Z,2026-09-09T06:26:21Z,【Quant101】AI因子挖掘实战:零成本用AI挖掘一个 High Turnover PPA,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42078917602455,retrieved_not_deep_reviewed
42078729821591,2026-07-20T09:49:27Z,2026-09-05T00:25:15Z,【字段处理】nan 不是一种:断粮型该填、真缺型别填(GLB/MINVOL1M & IND/TOP500/D1),alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42078729821591,retrieved_not_deep_reviewed
42065802192023,2026-07-19T12:27:25Z,2026-08-29T02:53:46Z,[Token王] 2026Q2 全球六维数据分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42065802192023,retrieved_not_deep_reviewed
42065802192023,2026-07-19T12:27:25Z,2026-09-09T06:47:49Z,[Token王] 2026Q2 全球六维数据分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42065802192023,retrieved_not_deep_reviewed
42065262268567,2026-07-19T11:29:39Z,2026-09-05T00:25:15Z,【换手治理】低换手≠稳健:turnover 的三个隐形侵蚀点,和 trade_when 别用反了(USA/TOP3000/D1),other,https://support.worldquantbrain.com/hc/en-us/community/posts/42065262268567,retrieved_not_deep_reviewed
42064574062359,2026-07-19T10:02:02Z,2026-08-29T02:56:24Z,最近跑 alpha 后沉淀的几个少踩坑经验,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42064574062359,retrieved_not_deep_reviewed
42064544905495,2026-07-19T09:53:45Z,2026-08-29T02:58:20Z,最近跑 alpha 后沉淀的几个少踩坑经验,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42064544905495,retrieved_not_deep_reviewed
42062231758103,2026-07-19T03:51:11Z,2026-08-29T02:59:29Z,【GLB】冷门数据集分享,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103,retrieved_not_deep_reviewed
42062231758103,2026-07-19T03:51:11Z,2026-09-10T06:52:45Z,【GLB】冷门数据集分享,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103,retrieved_not_deep_reviewed
42061123738903,2026-07-19T01:29:50Z,2026-09-06T06:42:28Z,Python alpha官方webinar视频代码补档:ACO + Online alphas,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42061123738903,retrieved_not_deep_reviewed
42060935441943,2026-07-19T01:05:26Z,2026-09-06T06:42:28Z,官方webinar不分享源代码?用skill一键完整提取视频中的代码,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42060935441943,retrieved_not_deep_reviewed
42047259261335,2026-07-18T04:01:02Z,2026-09-05T00:25:15Z,从 Fast 翻译到 Python Alpha 别急着炫技:截面/时序错位是头号杀手,事件漂移和中性化层级是隐形雷,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42047259261335,curated
42045578950551,2026-07-18T01:16:32Z,2026-09-07T06:45:10Z,【经验分享】从Gold到Master:一个普通顾问的升级之路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42045578950551,retrieved_not_deep_reviewed
42045578950551,2026-07-18T01:16:32Z,2026-09-07T14:05:02Z,【经验分享】从Gold到Master:一个普通顾问的升级之路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42045578950551,retrieved_not_deep_reviewed
42044407938839,2026-07-17T23:55:28Z,2026-08-29T03:05:13Z,在回测页面新窗口打开Alpha 详情页和在详情页便携复制信息的油猴脚本,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42044407938839,retrieved_not_deep_reviewed
42029118285847,2026-07-17T14:49:02Z,2026-09-05T00:25:16Z,rank / zscore / group_rank 别乱用:中性化前这一步,决定你 OS 稳不稳,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42029118285847,retrieved_not_deep_reviewed
42022555985047,2026-07-17T08:57:03Z,2026-09-04T16:04:05Z,【SPC宝可梦】收集多位投资大师Promot,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42022555985047,retrieved_not_deep_reviewed
42022555985047,2026-07-17T08:57:03Z,2026-09-10T15:03:11Z,【SPC宝可梦】收集多位投资大师Promot,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42022555985047,retrieved_not_deep_reviewed
42021722069143,2026-07-17T07:32:26Z,2026-09-05T00:27:21Z,【工具优化】回测页面中Alpha详情的跳转按钮没了?插件来实现!,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42021722069143,retrieved_not_deep_reviewed
42021244122775,2026-07-17T06:37:04Z,2026-09-04T18:00:25Z,SPC 竞赛 Prompt 生成完整指南,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775,retrieved_not_deep_reviewed
42020342676759,2026-07-17T04:56:47Z,2026-09-04T15:52:25Z,【代码分享】免费获取SPC比赛所需ID数据,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42020342676759,retrieved_not_deep_reviewed
42021244122775,2026-07-17T06:37:04Z,2026-09-09T08:57:55Z,SPC 竞赛 Prompt 生成完整指南,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775,retrieved_not_deep_reviewed
42020342676759,2026-07-17T04:56:47Z,2026-09-10T03:43:10Z,【代码分享】免费获取SPC比赛所需ID数据,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42020342676759,retrieved_not_deep_reviewed
42019924663319,2026-07-17T04:09:47Z,2026-08-29T03:11:38Z,这次升级,让我非常的意外!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42019924663319,retrieved_not_deep_reviewed
42019332809111,2026-07-17T03:11:51Z,2026-08-29T03:13:14Z,【新手顾问经验分享】从“随机试因子”到“研究生产系统”:一套面向 RA 与 PPA 的 Alpha 研究框架,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42019332809111,retrieved_not_deep_reviewed
42019010387479,2026-07-17T02:43:30Z,2026-08-29T03:14:30Z,"【踩坑记录】Python Alpha 开发中容易触发的 5 个""隐藏规则""",other,https://support.worldquantbrain.com/hc/en-us/community/posts/42019010387479,retrieved_not_deep_reviewed
42018671130391,2026-07-17T02:14:19Z,2026-09-06T12:24:05Z,【经验分享】Alpha 过拟合的早期信号与应对策略,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42018671130391,retrieved_not_deep_reviewed
42019010387479,2026-07-17T02:43:30Z,2026-09-10T06:51:47Z,"【踩坑记录】Python Alpha 开发中容易触发的 5 个""隐藏规则""",other,https://support.worldquantbrain.com/hc/en-us/community/posts/42019010387479,retrieved_not_deep_reviewed
42018671130391,2026-07-17T02:14:19Z,2026-09-10T10:15:15Z,【经验分享】Alpha 过拟合的早期信号与应对策略,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42018671130391,retrieved_not_deep_reviewed
42015743397655,2026-07-16T23:02:32Z,2026-08-29T03:16:35Z,Prompt 竞赛指南,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42015743397655,retrieved_not_deep_reviewed
42007074836247,2026-07-16T17:36:24Z,2026-09-02T11:38:05Z,Power Pool Competition拿奖就像开盲盒?USA D1 Fast Dataset Power Pool拿到第二名的分析与思考,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42007074836247,retrieved_not_deep_reviewed
41995684431767,2026-07-16T09:16:12Z,2026-09-05T00:25:16Z,Python alpha 里 np.nan_to_num 填 0 是在造伪信号:缺失值这么补才不坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41995684431767,retrieved_not_deep_reviewed
@@ -107,56 +113,56 @@
41939959839895,2026-07-14T09:52:26Z,2026-09-05T00:25:17Z,"trade_when真不是装饰:把""只在某类行情里灵""的脆弱信号,用条件收住",other,https://support.worldquantbrain.com/hc/en-us/community/posts/41939959839895,retrieved_not_deep_reviewed
41937689411479,2026-07-14T05:39:35Z,2026-08-29T05:37:54Z,【GLB/D1 PPAC复盘】第一次拿到PPAC第24名的复盘,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41937689411479,retrieved_not_deep_reviewed
41909117583383,2026-07-13T07:41:26Z,2026-09-05T00:29:20Z,【差生文具多】WQ助手1.03版本(安卓版本),other,https://support.worldquantbrain.com/hc/en-us/community/posts/41909117583383,retrieved_not_deep_reviewed
41908323673111,2026-07-13T06:19:18Z,2026-09-05T00:25:18Z,字段堆越多alpha越牛?我替你们试过了,真不是这么回事,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41908323673111,retrieved_not_deep_reviewed
41908323673111,2026-07-13T06:19:18Z,2026-09-09T08:48:36Z,字段堆越多alpha越牛?我替你们试过了,真不是这么回事,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41908323673111,retrieved_not_deep_reviewed
41903649174807,2026-07-12T22:22:13Z,2026-08-29T05:41:31Z,【新人笔记】Pairwise Correlation:提交前先想清楚提交顺序,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41903649174807,retrieved_not_deep_reviewed
41898564566167,2026-07-12T15:18:27Z,2026-08-31T05:13:16Z,新人半年一个季度一次跳跃:gold->expert->master,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41898564566167,retrieved_not_deep_reviewed
41898564566167,2026-07-12T15:18:27Z,2026-09-09T02:34:11Z,新人半年一个季度一次跳跃:gold->expert->master,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41898564566167,retrieved_not_deep_reviewed
41898002651287,2026-07-12T14:31:29Z,2026-08-29T05:43:36Z,【经验分享】VF0.37->0.95->0.97!我的方法论和工作流都在这了,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41898002651287,retrieved_not_deep_reviewed
41897133795479,2026-07-12T13:05:00Z,2026-09-05T00:25:18Z,一个表达式IS很漂亮,提交半年后突然拉胯?我踩过的时间维度坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41897133795479,retrieved_not_deep_reviewed
41895342323095,2026-07-12T09:23:12Z,2026-09-04T03:32:01Z,【新顾问友好】【工具分享】挖出来因子不知道哪个值得交?来看看!含webui界面的alpha后向筛选工具(开源),engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41895342323095,retrieved_not_deep_reviewed
41895342323095,2026-07-12T09:23:12Z,2026-09-10T16:29:16Z,【新顾问友好】【工具分享】挖出来因子不知道哪个值得交?来看看!含webui界面的alpha后向筛选工具(开源),engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41895342323095,retrieved_not_deep_reviewed
41881412101399,2026-07-11T11:29:02Z,2026-09-05T00:25:19Z,【细节坑】中性化顺序不是随便排的:先 industry 还是先 group,结果差很多,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41881412101399,retrieved_not_deep_reviewed
41880799695127,2026-07-11T10:14:17Z,2026-09-07T08:04:45Z,[代码优化]ProdMemo v2.0:在浏览器本地计算 Self Corr,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41880799695127,retrieved_not_deep_reviewed
41880799695127,2026-07-11T10:14:17Z,2026-09-07T08:12:29Z,[代码优化]ProdMemo v2.0:在浏览器本地计算 Self Corr,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41880799695127,retrieved_not_deep_reviewed
41878175264663,2026-07-11T04:13:48Z,2026-08-29T05:49:19Z,【python alpha】IND区域 Python Alpha 优化经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41878175264663,retrieved_not_deep_reviewed
41877985926423,2026-07-11T03:58:23Z,2026-09-05T00:26:28Z,token太贵怎么办, GLM-5.2 免费了,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41877985926423,retrieved_not_deep_reviewed
41877348653335,2026-07-11T02:49:35Z,2026-07-29T16:03:59Z,【经验分享】SUPER Alpha 组合表达式(Combination)的多时间尺度融合 — combo_a 与风险调整权重,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41877348653335,retrieved_not_deep_reviewed
41877348653335,2026-07-11T02:49:35Z,2026-09-10T06:51:48Z,【经验分享】SUPER Alpha 组合表达式(Combination)的多时间尺度融合 — combo_a 与风险调整权重,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41877348653335,retrieved_not_deep_reviewed
41860731598487,2026-07-10T15:11:51Z,2026-08-31T02:33:15Z,[代码分享] BRAIN Alpha 批量提交工具 — PPA 备注自动管理 + 429 自适应退避,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41860731598487,retrieved_not_deep_reviewed
41856507417623,2026-07-10T12:39:26Z,2026-09-03T04:52:58Z,从「 IDE的MCP挨个手动重启」到「一次配置,全部打通」:我的 BRAIN MCP 桥接架构分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41856507417623,curated
41854026316055,2026-07-10T09:39:49Z,2026-09-05T00:25:19Z,【验证纪律】同一表达式跨 universe 跑:region regime 错配导致的指标分裂,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41854026316055,retrieved_not_deep_reviewed
41853221944727,2026-07-10T08:07:46Z,2026-08-29T08:45:38Z,【AI打工人】0基础新手指南。我们安装的Skill和MCP到底有什么,怎么用?,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41853221944727,retrieved_not_deep_reviewed
41849925214231,2026-07-10T02:03:06Z,2026-08-15T13:56:06Z,降低【turnover】的几种方法对比分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231,retrieved_not_deep_reviewed
41849925214231,2026-07-10T02:03:06Z,2026-09-10T06:52:46Z,降低【turnover】的几种方法对比分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231,retrieved_not_deep_reviewed
41843067537431,2026-07-09T20:57:11Z,2026-07-24T07:03:13Z,Power Pool Competition拿奖就像开盲盒?USA D1 Fast Dataset Power Pool拿到第二名的分析与思考,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41843067537431,retrieved_not_deep_reviewed
41830530812823,2026-07-09T14:35:37Z,2026-08-23T12:35:16Z,新手顾问Combined Selected Alpha Performance第一次更新冲上5.1,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41830530812823,retrieved_not_deep_reviewed
41825836449047,2026-07-09T11:08:53Z,2026-09-05T04:13:14Z,【大角羊】一分钟掌握参加SPC 2026要点!,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41825836449047,retrieved_not_deep_reviewed
41825836449047,2026-07-09T11:08:53Z,2026-09-08T13:50:21Z,【大角羊】一分钟掌握参加SPC 2026要点!,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41825836449047,retrieved_not_deep_reviewed
41804720051607,2026-07-08T15:47:44Z,2026-07-30T16:04:33Z,cnhkmcp 使用时经常需要重启和使用create_multi_simulation超时的问题,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41804720051607,retrieved_not_deep_reviewed
41801462727191,2026-07-08T14:19:05Z,2026-08-29T06:03:12Z,【SPC 2026】一文看懂 Systematic Prediction Challenge,写提示词就能参加!,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41801462727191,curated
41801462727191,2026-07-08T14:19:05Z,2026-09-10T06:50:51Z,【SPC 2026】一文看懂 Systematic Prediction Challenge,写提示词就能参加!,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41801462727191,curated
41796491619351,2026-07-08T10:32:54Z,2026-09-06T06:42:29Z,多图解析GLB最新3x High Turnover Theme国区提交现况,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41796491619351,retrieved_not_deep_reviewed
41771840601495,2026-07-07T14:25:07Z,2026-09-02T09:37:35Z,【Super Alpha Combo 灵感】分享几个有意思的 Combo 表达式:获得更多三五!,alpha-idea;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41771840601495,retrieved_not_deep_reviewed
41771840601495,2026-07-07T14:25:07Z,2026-09-10T06:50:53Z,【Super Alpha Combo 灵感】分享几个有意思的 Combo 表达式:获得更多三五!,alpha-idea;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41771840601495,retrieved_not_deep_reviewed
41735891987479,2026-07-06T09:42:06Z,2026-09-05T00:25:19Z,废因子的二次利用:用低 Sharpe 稳定信号做自定义中性化,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41735891987479,retrieved_not_deep_reviewed
41734005749399,2026-07-06T06:03:18Z,2026-08-15T14:56:59Z,USA/D1 Power Pool July'26 — PPA六种中性化方式实测对比,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41734005749399,retrieved_not_deep_reviewed
41732813691287,2026-07-06T03:30:04Z,2026-08-25T13:29:10Z,【经验分享】MEA地区高级算子探索篇:ts_entropy,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41732813691287,retrieved_not_deep_reviewed
41719890581911,2026-07-05T04:44:58Z,2026-07-31T03:17:46Z,【代码优化】代码提交ppa和sa时调用AI自动/手动写描述,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41719890581911,retrieved_not_deep_reviewed
41707021146263,2026-07-04T09:22:13Z,2026-08-18T03:22:14Z,基于 MEA区TOP400因子,解决指标Weight Concentration过高、2Y Sharpe过低的优化实战总结,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41707021146263,retrieved_not_deep_reviewed
41706827651991,2026-07-04T08:53:46Z,2026-08-24T01:18:08Z,[all alpha can do] wqb_cli 0.3.2 震撼发布:从零打造 Agent-Native 的 WorldQuant BRAIN 真实操作层,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41706827651991,curated
41692781472919,2026-07-03T16:09:22Z,2026-09-06T15:03:58Z,[26年7月打卡活动] 坚持提交 Alpha,最高赢取 300 积分!兑换BRAIN周边与token,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41692781472919,retrieved_not_deep_reviewed
41706827651991,2026-07-04T08:53:46Z,2026-09-10T17:05:13Z,[all alpha can do] wqb_cli 0.3.2 震撼发布:从零打造 Agent-Native 的 WorldQuant BRAIN 真实操作层,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41706827651991,curated
41692781472919,2026-07-03T16:09:22Z,2026-09-08T03:31:04Z,[26年7月打卡活动] 坚持提交 Alpha,最高赢取 300 积分!兑换BRAIN周边与token,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41692781472919,retrieved_not_deep_reviewed
41684771561751,2026-07-03T09:43:59Z,2026-08-19T09:55:46Z,【心得分享】从入门到进阶——Alpha 优化全攻略,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41684771561751,retrieved_not_deep_reviewed
41684251807639,2026-07-03T08:53:42Z,2026-07-29T08:29:13Z,【实用工具】WorldQuant BRAIN Super Alpha 多地区生成器 复制可用 支持own和not own,ai-mining;engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41684251807639,retrieved_not_deep_reviewed
41684104419095,2026-07-03T08:34:18Z,2026-07-23T09:24:03Z,教训贴 - 学而时习之。,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41684104419095,retrieved_not_deep_reviewed
41655567026967,2026-07-02T09:07:02Z,2026-08-07T10:49:02Z,fast2python关于复现fast op分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41655567026967,retrieved_not_deep_reviewed
41655387004439,2026-07-02T08:52:32Z,2026-09-05T06:07:08Z,WorldQuant BRAIN MCP 工具频繁崩溃?一行代码修复连接断开的坑,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41655387004439,retrieved_not_deep_reviewed
41654205318807,2026-07-02T06:32:45Z,2026-09-01T12:59:27Z,求助帖---华子哥的插件如何查看数据集的表现,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41654205318807,retrieved_not_deep_reviewed
41653035827223,2026-07-02T04:23:28Z,2026-08-26T08:18:47Z,[Python alpha]基于LLms 工作流的python alpha制作经验分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41653035827223,retrieved_not_deep_reviewed
41651283176855,2026-07-02T01:49:11Z,2026-09-03T17:20:42Z,Osmosis 分数自动分配脚本:OS优先、REGULAR/SUPER分池、自动补齐10个,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41651283176855,retrieved_not_deep_reviewed
41653035827223,2026-07-02T04:23:28Z,2026-09-07T13:18:21Z,[Python alpha]基于LLms 工作流的python alpha制作经验分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41653035827223,retrieved_not_deep_reviewed
41651283176855,2026-07-02T01:49:11Z,2026-09-10T12:52:57Z,Osmosis 分数自动分配脚本:OS优先、REGULAR/SUPER分池、自动补齐10个,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41651283176855,retrieved_not_deep_reviewed
41625344232343,2026-07-01T06:59:13Z,2026-08-07T10:42:17Z,【经验分享】MEA地区CONCENTRATED_WEIGHT 阻塞解决记录,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41625344232343,retrieved_not_deep_reviewed
41625263438999,2026-07-01T06:48:57Z,2026-08-29T09:01:30Z,【代码分享】一个小工具:新人往哪里挖因子,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41625263438999,retrieved_not_deep_reviewed
41568235513623,2026-06-29T09:20:34Z,2026-07-21T07:25:31Z,每次实操都要留下可复用的东西,让错误和经验都变成资产,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41568235513623,retrieved_not_deep_reviewed
41567966789655,2026-06-29T08:54:54Z,2026-07-24T03:57:15Z,"新人坐牢3个月后vf从0.5=>0.86,稳中求进",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41567966789655,retrieved_not_deep_reviewed
41563959159319,2026-06-29T01:58:42Z,2026-09-02T08:02:12Z,【经验分享】新手出分VF0.5-->0.96-->1-->1,Combine0.69-->0.39-->1.66-->2.03,如何从懵懂到开悟!,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41563959159319,retrieved_not_deep_reviewed
41563959159319,2026-06-29T01:58:42Z,2026-09-07T10:33:25Z,【经验分享】新手出分VF0.5-->0.96-->1-->1,Combine0.69-->0.39-->1.66-->2.03,如何从懵懂到开悟!,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41563959159319,retrieved_not_deep_reviewed
41556669366551,2026-06-28T15:20:46Z,2026-07-24T10:29:26Z,不懂就问,各位大神这个问题该怎么解决?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41556669366551,retrieved_not_deep_reviewed
41553665016983,2026-06-28T10:02:03Z,2026-07-26T04:47:01Z,HKG PV Alpha 优化心得:rank(winsorize)+ts_quantile+decay=0 三重组合拳,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41553665016983,retrieved_not_deep_reviewed
41553665016983,2026-06-28T10:02:03Z,2026-09-10T06:52:44Z,HKG PV Alpha 优化心得:rank(winsorize)+ts_quantile+decay=0 三重组合拳,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41553665016983,retrieved_not_deep_reviewed
41552805539991,2026-06-28T07:29:20Z,2026-07-23T09:38:25Z,【经验分享】这样的alpha到底应不应该交?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41552805539991,retrieved_not_deep_reviewed
41551682155799,2026-06-28T04:41:20Z,2026-09-03T11:15:13Z,【Python Alpha 挑战赛】高换手率因子优化经验分享,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41551682155799,retrieved_not_deep_reviewed
41551045362071,2026-06-28T03:14:14Z,2026-08-23T14:03:54Z,【代码工具分享】让 Alpha 回测告别手工时代:一条命令跑完整个研究闭环,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41551045362071,retrieved_not_deep_reviewed
41550810962455,2026-06-28T02:51:55Z,2026-08-22T12:06:33Z,【经验分享】VF0.5-0.93-0.88-0.96-0.88-0.93,我交了什么样的Alpha?,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41550810962455,retrieved_not_deep_reviewed
41550783184663,2026-06-28T02:44:23Z,2026-08-28T11:18:24Z,【MCP WorkFlow】靠这套GLB地区优化工作流,RA直接入账55刀(附核心模板),alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41550783184663,retrieved_not_deep_reviewed
41550783184663,2026-06-28T02:44:23Z,2026-09-10T01:49:43Z,【MCP WorkFlow】靠这套GLB地区优化工作流,RA直接入账55刀(附核心模板),alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41550783184663,retrieved_not_deep_reviewed
41540700959639,2026-06-27T12:41:58Z,2026-07-24T10:33:57Z,[Python Alpha 挑战赛] Monte Carlo GBM + 贝叶斯自适应:AI Agent 量化研究工作流实战,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41540700959639,retrieved_not_deep_reviewed
41540545206679,2026-06-27T12:32:05Z,2026-08-19T10:49:19Z,【Quant101】基于FastExpr的高效PythonAlpha架构设计——From Fast to Python Skill,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41540545206679,retrieved_not_deep_reviewed
41510344038551,2026-06-26T09:58:11Z,2026-07-23T09:36:18Z,【osmosis】首次分配osmosis,入围「Osmosis 破浪挑战赛」启航组TOP20的一些总结,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41510344038551,retrieved_not_deep_reviewed
@@ -165,39 +171,39 @@
41485794329111,2026-06-25T15:53:28Z,2026-08-19T15:09:39Z,大模型量化研究通用提示词,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41485794329111,retrieved_not_deep_reviewed
41477736120983,2026-06-25T10:46:37Z,2026-09-06T14:41:09Z,【经验分享】VF0.5 - 0.8- 0.7 - 0.96,我的 VF 过山车全复盘,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41477736120983,retrieved_not_deep_reviewed
41476771798039,2026-06-25T09:12:45Z,2026-09-05T00:28:37Z,OS comb从稳健提升到雪崩,我的一次教训。,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41476771798039,retrieved_not_deep_reviewed
41469699090071,2026-06-24T22:45:50Z,2026-08-02T03:42:54Z,我的AI工作流:从低谷到突破,AI成了我的研究搭档,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41469699090071,retrieved_not_deep_reviewed
41469699090071,2026-06-24T22:45:50Z,2026-09-09T08:43:09Z,我的AI工作流:从低谷到突破,AI成了我的研究搭档,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41469699090071,retrieved_not_deep_reviewed
41459028441623,2026-06-24T16:23:21Z,2026-08-19T17:27:39Z,[经验分享]Osmosis分配的三种思路,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41459028441623,retrieved_not_deep_reviewed
41458691230615,2026-06-24T16:12:12Z,2026-07-11T04:22:07Z,MCP 实战中的三个效率瓶颈和我的绕行方案,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41458691230615,retrieved_not_deep_reviewed
41449260982423,2026-06-24T08:44:11Z,2026-08-18T07:59:46Z,【python alpha挑战赛】fast to python alpha skill ,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423,retrieved_not_deep_reviewed
41449260982423,2026-06-24T08:44:11Z,2026-08-18T07:59:46Z,【python alpha挑战赛】fast to python alpha skill,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423,retrieved_not_deep_reviewed
41447270247703,2026-06-24T04:47:37Z,2026-08-06T02:05:48Z,【Python Alpha】trade_when 参数调优,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41447270247703,retrieved_not_deep_reviewed
41446358126743,2026-06-24T03:12:35Z,2026-07-24T10:27:04Z,[工具分享]还在用向日葵?试试这款远程工具吧,免费流畅!,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41446358126743,retrieved_not_deep_reviewed
41446189246743,2026-06-24T02:57:34Z,2026-08-24T11:56:35Z, [一键运行版]AI工作流里准确校验表达式,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41446189246743,retrieved_not_deep_reviewed
41446189246743,2026-06-24T02:57:34Z,2026-08-24T11:56:35Z,[一键运行版]AI工作流里准确校验表达式,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41446189246743,retrieved_not_deep_reviewed
41430666584471,2026-06-23T16:06:52Z,2026-07-20T11:17:38Z,【复利工作流探索・第 1 篇】流程框架分工总览:如何打造可以持续迭代增值的挖矿体系,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41430666584471,retrieved_not_deep_reviewed
41430630302871,2026-06-23T16:04:11Z,2026-07-04T09:07:54Z,【复利工作流探索・第 1 篇】流程框架分工总览:如何打造可以持续迭代增值的挖矿体系,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41430630302871,retrieved_not_deep_reviewed
41428076834583,2026-06-23T14:48:40Z,2026-07-29T15:58:21Z,os rank全球第一对我的os combine的影响?以及如何通过os rank判断自己的oscombine的涨跌!,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41428076834583,retrieved_not_deep_reviewed
41421236450967,2026-06-23T08:42:05Z,2026-07-15T09:16:06Z,使用蒙特卡洛来实现python alpha代码,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41421236450967,retrieved_not_deep_reviewed
41421186876439,2026-06-23T08:36:36Z,2026-08-31T15:51:21Z, [Python Alpha 挑战赛] Regular Alpha → Python Alpha 转换实战指南,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41421186876439,retrieved_not_deep_reviewed
41421186876439,2026-06-23T08:36:36Z,2026-08-31T15:51:21Z,[Python Alpha 挑战赛] Regular Alpha → Python Alpha 转换实战指南,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41421186876439,retrieved_not_deep_reviewed
41420742165527,2026-06-23T07:51:08Z,2026-09-06T07:52:17Z,HKG sentiment (snl27/snt27) 三种 vec_sum 后处理路径实测对比,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41420742165527,retrieved_not_deep_reviewed
41418252156439,2026-06-23T02:58:03Z,2026-08-02T03:07:01Z,Python Alpha 数据预处理完全指南:从 Raw Data 到 Clean Signal 的五步法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41418252156439,retrieved_not_deep_reviewed
41418196103191,2026-06-23T02:51:58Z,2026-07-24T10:23:52Z,隐藏技巧: 批量用alpha_id查询alpha,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41418196103191,retrieved_not_deep_reviewed
41417418697111,2026-06-23T01:38:06Z,2026-08-26T14:55:34Z,利用AI优化alpha,成功提交的过程,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41417418697111,retrieved_not_deep_reviewed
41417418697111,2026-06-23T01:38:06Z,2026-09-08T15:39:55Z,利用AI优化alpha,成功提交的过程,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41417418697111,retrieved_not_deep_reviewed
41409109779607,2026-06-22T19:19:08Z,2026-09-02T18:50:55Z,用 Codex + Claude Code 做 WorldQuant Alpha:一个简单实用的多 Agent 工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41409109779607,retrieved_not_deep_reviewed
41397704497303,2026-06-22T13:37:58Z,2026-07-24T06:26:13Z,【求助贴】关于Python生成Alpha表达式的方法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41397704497303,retrieved_not_deep_reviewed
41396933582231,2026-06-22T13:10:05Z,2026-07-23T09:57:14Z,【写给新顾问】这个因子值不值得提?3步帮你快速厘清!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41396933582231,retrieved_not_deep_reviewed
41392995550231,2026-06-22T08:51:19Z,2026-07-23T09:44:22Z,【AI提示词分享】给claude code加戒律的提示词,提高效率,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41392995550231,retrieved_not_deep_reviewed
41392995550231,2026-06-22T08:51:19Z,2026-09-10T15:39:44Z,【AI提示词分享】给claude code加戒律的提示词,提高效率,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41392995550231,retrieved_not_deep_reviewed
41391880122007,2026-06-22T06:41:16Z,2026-07-23T09:43:07Z,最近一轮 Super Alpha 组件候选复盘:高 Fitness 不等于可提交,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41391880122007,retrieved_not_deep_reviewed
41377679573143,2026-06-21T03:37:53Z,2026-08-30T17:48:14Z,节省网络获取pc的一点想法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41377679573143,retrieved_not_deep_reviewed
41377147135255,2026-06-21T02:19:06Z,2026-08-31T07:12:26Z,【大角羊】OSM Combine匀速提升:-3.20~-1.25~0.63~2.44,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41377147135255,retrieved_not_deep_reviewed
41363895396247,2026-06-20T03:57:49Z,2026-07-24T10:28:04Z,【代码分享】自动提交alpha脚本,睡前上班自动筛选、提交、语音播报,断粮保底神器【开箱即用】,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41363895396247,retrieved_not_deep_reviewed
41363885291031,2026-06-20T03:56:04Z,2026-08-10T15:58:44Z,想让 Claude 通宵挖 alpha、早上只看结果?我加了一层 simulation wrapper,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41363885291031,curated
41363895396247,2026-06-20T03:57:49Z,2026-09-08T18:17:38Z,【代码分享】自动提交alpha脚本,睡前上班自动筛选、提交、语音播报,断粮保底神器【开箱即用】,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41363895396247,retrieved_not_deep_reviewed
41363885291031,2026-06-20T03:56:04Z,2026-09-09T04:05:23Z,想让 Claude 通宵挖 alpha、早上只看结果?我加了一层 simulation wrapper,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41363885291031,curated
41321765292567,2026-06-18T14:47:07Z,2026-08-31T15:58:03Z,[Python Alpha 挑战赛]使用蒙特卡洛来实现python alpha,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41321765292567,retrieved_not_deep_reviewed
41320039211671,2026-06-18T13:51:10Z,2026-08-23T08:33:41Z,Genius 六维 Tie breaker 实战手册(来自 AI 同事 GLM5.2),ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41320039211671,retrieved_not_deep_reviewed
41318082888343,2026-06-18T12:35:57Z,2026-08-07T10:55:59Z,根据margin来管理PPA TAG,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41318082888343,retrieved_not_deep_reviewed
41316959711895,2026-06-18T11:36:58Z,2026-08-28T07:32:10Z,筛选可优化RA进阶版,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41316959711895,retrieved_not_deep_reviewed
41292678360727,2026-06-17T14:06:03Z,2026-08-26T03:25:01Z,"频率感知的 Seed 构造 × CW 前置分层诊断 × 多 GEM 降相关:让自动化 Alpha 挖掘在""源头""而非""后处理""解决问题",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41292678360727,curated
41284510093591,2026-06-17T04:16:04Z,2026-08-28T07:52:15Z,【Python Alpha】把alpha丢进傅里叶变换后指标真给整过去了,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41284510093591,retrieved_not_deep_reviewed
41284360565399,2026-06-17T04:02:12Z,2026-08-26T06:51:09Z,基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41284360565399,retrieved_not_deep_reviewed
41279111112855,2026-06-16T22:23:41Z,2026-07-08T09:34:30Z,CHN Python Alpha 踩坑实录:risk72 死磕 prod_corr 无果,换 virgin 数据集才过关,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41279111112855,retrieved_not_deep_reviewed
41284360565399,2026-06-17T04:02:12Z,2026-09-10T03:34:36Z,基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41284360565399,retrieved_not_deep_reviewed
41279111112855,2026-06-16T22:23:41Z,2026-09-07T20:49:02Z,CHN Python Alpha 踩坑实录:risk72 死磕 prod_corr 无果,换 virgin 数据集才过关,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41279111112855,retrieved_not_deep_reviewed
41254129745815,2026-06-16T03:08:27Z,2026-07-07T14:12:32Z,【gemini-cli停用】迁移至Antigravity-cli教程,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41254129745815,retrieved_not_deep_reviewed
41236357050903,2026-06-15T15:37:54Z,2026-08-17T02:52:03Z,【经验分享】我的 WQ Brain 本地工具箱:模板管理器、Alpha 列表、Genius 三大件,alpha-idea;ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41236357050903,retrieved_not_deep_reviewed
41228556172951,2026-06-15T10:50:25Z,2026-07-07T14:04:41Z,【免费GLM-5.2来了】智谱官方活动分享——zcode新用户免费用5天GLM5.2,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41228556172951,retrieved_not_deep_reviewed
@@ -216,15 +222,15 @@
41162316064023,2026-06-12T01:25:43Z,2026-08-03T08:27:51Z,【Alpha灵感】MEA地区靠SUE模板点亮了Fnd,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41162316064023,curated
41162148315799,2026-06-12T01:15:20Z,2026-07-23T04:46:56Z,[Python Alpha 挑战赛] Python Alpha 回测太慢?聊聊我的性能优化三板斧,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41162148315799,retrieved_not_deep_reviewed
41142979050775,2026-06-11T13:23:59Z,2026-08-29T02:35:11Z,多源信号组合的经济学尝试和感悟--目前陆续有产出,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41142979050775,retrieved_not_deep_reviewed
41141847644311,2026-06-11T12:43:54Z,2026-07-07T14:06:33Z,"换个角度,理解一下trade_when(x, y, z) 方法",other,https://support.worldquantbrain.com/hc/en-us/community/posts/41141847644311,retrieved_not_deep_reviewed
41141847644311,2026-06-11T12:43:54Z,2026-09-09T13:55:09Z,"换个角度,理解一下trade_when(x, y, z) 方法",other,https://support.worldquantbrain.com/hc/en-us/community/posts/41141847644311,retrieved_not_deep_reviewed
41138717791895,2026-06-11T09:21:48Z,2026-07-23T19:13:57Z,[Python Alpha 挑战赛] python alpha换手率压不下来?利用store!让它学会安静 —— store+死区降低换手率!,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41138717791895,retrieved_not_deep_reviewed
41138382717719,2026-06-11T08:46:30Z,2026-08-31T07:15:32Z,Osmosis 连续两周>0.5,均值 0.69,我的分配思路分享,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41138382717719,retrieved_not_deep_reviewed
41137009390231,2026-06-11T06:27:20Z,2026-08-31T03:50:13Z,[Python Alpha 挑战赛]Python Alpha:自由编程的正确打开方式,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41137009390231,retrieved_not_deep_reviewed
41135490599063,2026-06-11T03:41:09Z,2026-08-27T10:08:56Z,[Python Alpha 挑战赛]Python Alpha两阶段筛选法:FastExpr快速验证 + Python深度优化,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41135490599063,curated
41134957392663,2026-06-11T02:54:33Z,2026-08-31T15:54:45Z,双字段 Alpha 构建,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663,retrieved_not_deep_reviewed
41134957392663,2026-06-11T02:54:33Z,2026-09-08T17:21:30Z,双字段 Alpha 构建,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663,retrieved_not_deep_reviewed
41134649919383,2026-06-11T02:29:05Z,2026-08-04T13:20:02Z,[Python Alpha 挑战赛] 一句prompt一次实现prod0.71 --> prod0.69,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41134649919383,retrieved_not_deep_reviewed
41133909608087,2026-06-11T01:33:58Z,2026-07-21T08:42:59Z,[Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41133909608087,retrieved_not_deep_reviewed
41128676944407,2026-06-10T21:03:28Z,2026-07-18T22:12:10Z,【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI) ,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41128676944407,retrieved_not_deep_reviewed
41133909608087,2026-06-11T01:33:58Z,2026-09-10T12:37:40Z,[Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41133909608087,retrieved_not_deep_reviewed
41128676944407,2026-06-10T21:03:28Z,2026-07-18T22:12:10Z,【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI),ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41128676944407,retrieved_not_deep_reviewed
41119909511319,2026-06-10T16:37:11Z,2026-07-24T10:43:38Z,[Python Alpha 挑战赛] 用期权隐含波动率偏斜(IV Skew)构建Alpha——Python Alpha实战分享,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41119909511319,retrieved_not_deep_reviewed
41105956280855,2026-06-10T03:21:14Z,2026-07-08T06:56:43Z,【Quant101】FieldPer 拯救计划:Skill 围栏,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41105956280855,retrieved_not_deep_reviewed
41105918774807,2026-06-10T03:13:56Z,2026-09-06T05:07:38Z,【Quant101】OpCount 拯救计划:因子化简,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41105918774807,retrieved_not_deep_reviewed
@@ -234,7 +240,7 @@
41076241014423,2026-06-09T03:50:43Z,2026-08-01T14:27:06Z,SUPER Alpha 构建实战:Selection 与 Combo 表达式设计策略,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41076241014423,retrieved_not_deep_reviewed
41065497021335,2026-06-08T19:04:45Z,2026-09-02T07:03:32Z,【吹哨人】不再水贴!最新 MCP 自带 brain-forum-browse Skill,对 AI 说「逛一逛论坛」即可自动逛论坛,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41065497021335,retrieved_not_deep_reviewed
41061358159255,2026-06-08T17:04:32Z,2026-08-18T12:49:20Z,【经验分享】你说你找不到alpha?一文带你避开我踩过的坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41061358159255,retrieved_not_deep_reviewed
41059854821783,2026-06-08T16:21:55Z,2026-08-31T13:48:53Z,【稳住Max simulation streak】windows配置定时任务,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41059854821783,retrieved_not_deep_reviewed
41059854821783,2026-06-08T16:21:55Z,2026-09-08T04:37:35Z,【稳住Max simulation streak】windows配置定时任务,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41059854821783,retrieved_not_deep_reviewed
41047901195799,2026-06-08T06:39:54Z,2026-08-19T12:49:56Z,[python Alpha 挑战赛] 从“使用操作符”到“设计框架”:一次因子结构压缩与状态化研究实践,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41047901195799,retrieved_not_deep_reviewed
41039581066647,2026-06-07T17:37:18Z,2026-08-07T11:06:07Z,Combined 从1.07到2.98 分享,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41039581066647,retrieved_not_deep_reviewed
41037391218583,2026-06-07T14:33:18Z,2026-09-06T08:26:41Z,WorldQuant BRAIN Alpha研究实战:从数据探索到LangGraph工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41037391218583,retrieved_not_deep_reviewed
@@ -247,12 +253,12 @@
41025007067287,2026-06-06T17:42:57Z,2026-08-05T07:40:05Z,【经验分享】我的第二个上线 Python Alpha:把一条 FASTEXPR 因子「重写成 Python」的完整工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41025007067287,retrieved_not_deep_reviewed
41024337928343,2026-06-06T16:57:45Z,2026-09-04T08:15:51Z,【经验分享】我的第一个上线 Python Alpha 复盘:用隐含波动率 Delta-Skew 做截面反转,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41024337928343,retrieved_not_deep_reviewed
41021984423063,2026-06-06T14:19:37Z,2026-07-09T03:10:51Z,高VF的经验和VF崩盘的反思(0.99>0.93>0.99>0.98>0.97>0.7),portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41021984423063,retrieved_not_deep_reviewed
41020681850519,2026-06-06T12:44:00Z,2026-09-06T11:07:03Z,【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41020681850519,retrieved_not_deep_reviewed
41020681850519,2026-06-06T12:44:00Z,2026-09-09T13:18:20Z,【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41020681850519,retrieved_not_deep_reviewed
41000341056791,2026-06-05T16:21:58Z,2026-08-09T16:33:51Z,近8000刀!Master赚到了GM的Quarterly Payment!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41000341056791,retrieved_not_deep_reviewed
40995374876183,2026-06-05T13:41:55Z,2026-08-31T03:50:33Z,[Python Alpha 挑战赛] Python Alpha 的一种双模式回测工具设计,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40995374876183,retrieved_not_deep_reviewed
40972941718807,2026-06-04T16:29:22Z,2026-08-28T10:13:01Z,CONCENTRATED WEIGHT 系统性排查与修复手册-1(基于实战经验的 CW 攻防全指南),other,https://support.worldquantbrain.com/hc/en-us/community/posts/40972941718807,retrieved_not_deep_reviewed
40965093558679,2026-06-04T11:24:04Z,2026-08-23T12:35:29Z,antigravitycli运行mcp工作流,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40965093558679,retrieved_not_deep_reviewed
40964044763031,2026-06-04T09:57:44Z,2026-07-30T07:49:36Z,【经验分享】用自动化工作流在 BRAIN 上量产 Alpha ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40964044763031,retrieved_not_deep_reviewed
40964044763031,2026-06-04T09:57:44Z,2026-07-30T07:49:36Z,【经验分享】用自动化工作流在 BRAIN 上量产 Alpha,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40964044763031,retrieved_not_deep_reviewed
40962586503191,2026-06-04T07:22:27Z,2026-08-23T13:59:21Z,【经验分享】关于我Combine名列前茅却只定级Expert这件事😩,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40962586503191,retrieved_not_deep_reviewed
40962462282007,2026-06-04T07:03:41Z,2026-07-19T05:51:41Z,MEA TOP400 从 CONCENTRATED_WEIGHT 阻塞到全部通过:一次完整的 Alpha 优化记录,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40962462282007,retrieved_not_deep_reviewed
40960476615319,2026-06-04T03:48:48Z,2026-08-13T14:32:22Z,【新人向-如何快速查到本次PPA所有数据集及其字段】USA/D1 Fast Datasets Power Pool June`26 theme!,alpha-idea;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40960476615319,retrieved_not_deep_reviewed
@@ -260,23 +266,23 @@
40957810418199,2026-06-04T00:26:10Z,2026-09-06T14:23:26Z,DCC 第三名经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40957810418199,retrieved_not_deep_reviewed
40937398436119,2026-06-03T13:09:52Z,2026-07-07T14:03:41Z,【免费AI工具系列】DAT三家的最新AI桌面助手,附模型推荐和福利活动盘点,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40937398436119,retrieved_not_deep_reviewed
40936186021271,2026-06-03T12:24:51Z,2026-09-04T14:52:00Z,SuperAlpha 去重的一点小坑:只看 selection 可能还不够,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40936186021271,curated
40929650605207,2026-06-03T02:22:32Z,2026-08-29T00:27:26Z,二季度了2个月,和大家分享一些alpha挖掘的思路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40929650605207,retrieved_not_deep_reviewed
40929650605207,2026-06-03T02:22:32Z,2026-09-10T09:58:24Z,二季度了2个月,和大家分享一些alpha挖掘的思路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40929650605207,retrieved_not_deep_reviewed
40902892248983,2026-06-02T07:01:01Z,2026-08-31T08:11:29Z,行业中性加时序标准化:一个干净的 Alpha 模板,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40902892248983,retrieved_not_deep_reviewed
40876222943895,2026-06-01T12:46:10Z,2026-07-07T14:18:32Z,【又来个免费AI】超快的阶跃Step 3.7 Flash,Hermes Agent 可以免费用一个月,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40876222943895,retrieved_not_deep_reviewed
40875429141015,2026-06-01T12:11:50Z,2026-08-29T23:23:48Z,【免费API系列3】全球前十的AI lab——Agnes AI 的免费API,文本/图片/视频模型全免费,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40875429141015,retrieved_not_deep_reviewed
40873662176535,2026-06-01T10:20:04Z,2026-09-04T11:55:57Z,OS RANK全球第一!我是如何做到的?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40873662176535,retrieved_not_deep_reviewed
40873662176535,2026-06-01T10:20:04Z,2026-09-07T08:41:01Z,OS RANK全球第一!我是如何做到的?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40873662176535,retrieved_not_deep_reviewed
40872804113175,2026-06-01T09:06:01Z,2026-07-07T13:55:11Z,【经验分享】Roo Code 插件停止维护了,解决方案在这,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40872804113175,retrieved_not_deep_reviewed
40870826319511,2026-06-01T05:07:32Z,2026-08-31T07:11:51Z,[Python Alpha 挑战赛]半自动化的python alpha挖掘思路,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40870826319511,retrieved_not_deep_reviewed
40870826319511,2026-06-01T05:07:32Z,2026-09-10T14:50:24Z,[Python Alpha 挑战赛]半自动化的python alpha挖掘思路,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40870826319511,retrieved_not_deep_reviewed
40857367883159,2026-05-31T04:51:16Z,2026-07-09T03:10:59Z,一个很小但很有用的工具:Alpha Backtest Ledger,避免重复回测,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159,curated
40847481080087,2026-05-30T14:03:10Z,2026-09-05T18:23:41Z,【Alpha灵感】使用nip族数据点亮news塔,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087,curated
40817725354903,2026-05-29T08:05:03Z,2026-07-20T03:35:35Z,【大角羊】总收入突破万刀,感恩与大家一路同行!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40817725354903,retrieved_not_deep_reviewed
40815296759703,2026-05-29T03:03:56Z,2026-07-07T14:24:53Z,[Python Alpha 挑战赛] 从数据定义到硬核推土机:手搓 ECDF 与高斯映射,深挖“最悲观预期”长牛动量,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40815296759703,retrieved_not_deep_reviewed
40815296759703,2026-05-29T03:03:56Z,2026-09-09T09:44:43Z,[Python Alpha 挑战赛] 从数据定义到硬核推土机:手搓 ECDF 与高斯映射,深挖“最悲观预期”长牛动量,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40815296759703,retrieved_not_deep_reviewed
40797859802647,2026-05-28T15:14:04Z,2026-08-07T10:56:32Z,Python Alpha会议要点与竞赛分析报告——20260528,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40797859802647,retrieved_not_deep_reviewed
40796757798807,2026-05-28T14:38:37Z,2026-09-04T08:15:02Z,[Python Alpha 挑战赛] 基于skill: brain-simAlphasinBatch-and-track 的 Python Alpha 迭代工作流,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40796757798807,retrieved_not_deep_reviewed
40790666727575,2026-05-28T08:53:56Z,2026-09-04T08:12:53Z,【Alpha 模板】Earnings模板分享,低相关性,助你横向点塔(干货满满,不来将会错失一个亿),alpha-idea;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40790666727575,curated
40790558975767,2026-05-28T08:45:07Z,2026-08-31T03:51:26Z,[Python Alpha 挑战赛]一句话让AI批量生成Python Alpha,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40790558975767,retrieved_not_deep_reviewed
40788850736023,2026-05-28T05:14:34Z,2026-08-31T03:52:53Z,[Python Alpha 速查] Python Alpha 实战全景:256 个包、API 工程、三类探索方向,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40788850736023,retrieved_not_deep_reviewed
40786815350167,2026-05-28T01:30:31Z,2026-07-07T13:57:42Z,【经验分享】在手机上操作AI打工人,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40786815350167,retrieved_not_deep_reviewed
40786815350167,2026-05-28T01:30:31Z,2026-09-08T12:51:09Z,【经验分享】在手机上操作AI打工人,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40786815350167,retrieved_not_deep_reviewed
40768096146327,2026-05-27T13:50:08Z,2026-07-20T11:15:55Z,[Python Alpha 挑战赛]基于多层记忆的PythonAlpha自动探索ai-agent,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40768096146327,retrieved_not_deep_reviewed
40765160386711,2026-05-27T11:45:18Z,2026-07-16T08:12:08Z,【免费API系列】最新的天工agent模型SkyClaw-v1.0限时免费用,听说蛮厉害的,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40765160386711,retrieved_not_deep_reviewed
40763583634839,2026-05-27T09:11:17Z,2026-09-02T12:21:16Z,Worldquant Brain——我的人生启蒙导师 【传奇耐打王系列四】,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40763583634839,retrieved_not_deep_reviewed
@@ -289,7 +295,7 @@
40735661471383,2026-05-26T09:55:25Z,2026-08-29T02:14:08Z,这个模版到底怎么做?【传奇耐打王系列三】,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40735661471383,retrieved_not_deep_reviewed
40734437350679,2026-05-26T07:35:08Z,2026-09-07T01:14:33Z,这个因子到底有没有混信号?【传奇耐打王系列一】,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40734437350679,retrieved_not_deep_reviewed
40734489248151,2026-05-26T07:34:44Z,2026-08-29T02:16:12Z,Python alpha 提交经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40734489248151,retrieved_not_deep_reviewed
40732429672343,2026-05-26T03:17:52Z,2026-08-28T07:34:49Z,【经验分享】我是如何从0到1做出python alpha的(附提示词),ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40732429672343,retrieved_not_deep_reviewed
40732429672343,2026-05-26T03:17:52Z,2026-09-10T15:02:58Z,【经验分享】我是如何从0到1做出python alpha的(附提示词),ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40732429672343,retrieved_not_deep_reviewed
40719428121623,2026-05-25T14:37:20Z,2026-07-15T09:07:54Z,"MCP 服务器支持 Python Alpha(language=""PYTHON""),同时保持原有 FASTEXPR 功能完全不受影响",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40719428121623,retrieved_not_deep_reviewed
40703455289623,2026-05-24T14:39:29Z,2026-08-21T08:33:31Z,【AI打工人】代码公开,0基础使用,给AI流水线生成的alpha加上名字,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40703455289623,retrieved_not_deep_reviewed
40698184990615,2026-05-24T02:51:31Z,2026-09-02T10:49:18Z,osmosis自动设置,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40698184990615,retrieved_not_deep_reviewed
@@ -301,28 +307,28 @@
40580373831447,2026-05-19T13:23:30Z,2026-09-03T03:22:56Z,分享一个类似codex的软件,阿里的最新Qoder,目前可以免费使用两周,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40580373831447,retrieved_not_deep_reviewed
40576501149463,2026-05-19T09:29:50Z,2026-06-25T14:57:44Z,【大角羊】经验分享:一分钟学会解封账号!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40576501149463,retrieved_not_deep_reviewed
40544447671959,2026-05-18T02:36:10Z,2026-08-16T02:36:32Z,【即插即用】⚡OS自动重分配⚡️到恰好10万分,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40544447671959,retrieved_not_deep_reviewed
40533711115927,2026-05-17T10:01:03Z,2026-07-26T07:12:26Z,【Combined Alpha Performance】踩坑分享,纯新手comb -2+,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927,retrieved_not_deep_reviewed
40533711115927,2026-05-17T10:01:03Z,2026-07-26T07:12:26Z,【Combined Alpha Performance】踩坑分享,纯新手comb -2+,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927,retrieved_not_deep_reviewed
40532948003479,2026-05-17T07:52:43Z,2026-08-13T13:58:43Z,不使用 GitHub,如何把代码在不同机器之间同步,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40532948003479,retrieved_not_deep_reviewed
40531705016855,2026-05-17T04:34:24Z,2026-08-07T10:47:28Z,通过 Zendesk API 直接获取 WQB 平台资源 — 告别浏览器依赖,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40531705016855,retrieved_not_deep_reviewed
40531412200471,2026-05-17T03:51:16Z,2026-08-26T10:56:00Z,用AI优化【Japan Robustness Sharpe】的一些工作流经验分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40531412200471,retrieved_not_deep_reviewed
40531412200471,2026-05-17T03:51:16Z,2026-09-10T04:54:52Z,用AI优化【Japan Robustness Sharpe】的一些工作流经验分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40531412200471,retrieved_not_deep_reviewed
40531102400663,2026-05-17T03:13:53Z,2026-07-08T13:55:25Z,"OpenCode+MCP,分析一个数据集(包含提示词)",alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40531102400663,retrieved_not_deep_reviewed
40530659645719,2026-05-17T02:09:56Z,2026-07-07T14:13:22Z,挖掘 Token 黑洞 01:MCP Simulation 如何吞掉 70%+ 的可读上下文,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40530659645719,retrieved_not_deep_reviewed
40530659645719,2026-05-17T02:09:56Z,2026-09-08T14:43:57Z,挖掘 Token 黑洞 01:MCP Simulation 如何吞掉 70%+ 的可读上下文,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40530659645719,retrieved_not_deep_reviewed
40520794084119,2026-05-16T13:52:25Z,2026-09-02T16:34:47Z,vf从0.95暴跌到0.57,cb从1点多到0.几点的反思,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40520794084119,retrieved_not_deep_reviewed
40490830379415,2026-05-15T08:28:18Z,2026-09-07T05:39:02Z, 【免费API】deepseekv4系列+AI编程神器9router,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40490830379415,retrieved_not_deep_reviewed
40490830379415,2026-05-15T08:28:18Z,2026-09-07T05:39:02Z,【免费API】deepseekv4系列+AI编程神器9router,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40490830379415,retrieved_not_deep_reviewed
40458012001815,2026-05-14T01:31:38Z,2026-07-25T11:21:49Z,Python纯代码获取论坛内容(不使用任何无头浏览器等操作),engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40458012001815,retrieved_not_deep_reviewed
40434113248791,2026-05-13T10:17:54Z,2026-07-21T03:10:00Z,【不太一样的ownSA自动化】聚类助你突破ownSA瓶颈,有点抽象,欢迎大家批评指正,附开箱即用代码,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40434113248791,retrieved_not_deep_reviewed
40433337996183,2026-05-13T08:58:57Z,2026-09-06T02:41:29Z,"【经验分享】涅槃重生:vf从0.18到0.97,combine从-1.25到2.02!",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40433337996183,retrieved_not_deep_reviewed
40433238987159,2026-05-13T08:46:13Z,2026-08-28T18:02:50Z,【alpha灵感】双字段alpha构建提示次,助力各位60塔,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40433238987159,retrieved_not_deep_reviewed
40431103477527,2026-05-13T04:25:38Z,2026-06-29T14:28:55Z,有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不 ,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40431103477527,retrieved_not_deep_reviewed
40431103477527,2026-05-13T04:25:38Z,2026-06-29T14:28:55Z,有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40431103477527,retrieved_not_deep_reviewed
40406240166807,2026-05-12T10:37:45Z,2026-07-28T03:42:27Z,【代码优化】三行代码解决MCP回测卡顿断线的问题,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40406240166807,retrieved_not_deep_reviewed
40373405530647,2026-05-11T03:11:42Z,2026-09-06T15:08:16Z,BRAIN Consultant 兼职定位与行为边界的建议和分享 ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40373405530647,retrieved_not_deep_reviewed
40373405530647,2026-05-11T03:11:42Z,2026-09-10T02:00:43Z,BRAIN Consultant 兼职定位与行为边界的建议和分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40373405530647,retrieved_not_deep_reviewed
40373352844439,2026-05-11T03:07:53Z,2026-06-29T14:28:24Z,借助与AI和MCP,我是怎样分析一个数据集的?,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40373352844439,retrieved_not_deep_reviewed
40372795793687,2026-05-11T02:04:31Z,2026-06-25T14:54:04Z,"一个新的免费token plan: 商汤-日日新,支持deep seek v4 flash, 附minimax2.7, gemini pro3对比",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40372795793687,retrieved_not_deep_reviewed
40372795793687,2026-05-11T02:04:31Z,2026-06-25T14:54:04Z,"一个新的免费token plan: 商汤-日日新,支持deep seek v4 flash, 附minimax2.7, gemini pro3对比",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40372795793687,retrieved_not_deep_reviewed
40347330265879,2026-05-09T06:17:45Z,2026-07-07T13:52:09Z,【龙虎榜·卷二】Combine惊雷再起,VF季决尘埃落定,神秘GM满值归来,万刀之上几何?,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40347330265879,retrieved_not_deep_reviewed
40346082255255,2026-05-09T03:28:51Z,2026-09-04T08:15:24Z,【经验总结】Osmosis / OSM:根本原理、Alpha 池筛选与点数分配方法,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40346082255255,retrieved_not_deep_reviewed
40346082255255,2026-05-09T03:28:51Z,2026-09-10T05:34:19Z,【经验总结】Osmosis / OSM:根本原理、Alpha 池筛选与点数分配方法,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40346082255255,retrieved_not_deep_reviewed
40321767904023,2026-05-08T08:38:44Z,2026-07-18T16:38:43Z,【经验分享】Combine大幅提升,增幅高达1.74,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40321767904023,retrieved_not_deep_reviewed
40297238763159,2026-05-07T12:43:54Z,2026-09-04T08:55:02Z,分享我的 AI 因子挖掘流程:20 天 11 塔,尽量自动化,打工人友好,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40297238763159,retrieved_not_deep_reviewed
40294373064855,2026-05-07T09:18:06Z,2026-06-30T15:43:49Z,稳稳拿下gm,combine到六维的耕耘经验,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40294373064855,retrieved_not_deep_reviewed
40297238763159,2026-05-07T12:43:54Z,2026-09-09T00:39:26Z,分享我的 AI 因子挖掘流程:20 天 11 塔,尽量自动化,打工人友好,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40297238763159,retrieved_not_deep_reviewed
40294373064855,2026-05-07T09:18:06Z,2026-09-10T23:23:28Z,稳稳拿下gm,combine到六维的耕耘经验,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40294373064855,retrieved_not_deep_reviewed
40292420301591,2026-05-07T05:28:27Z,2026-06-29T14:28:24Z,【工具分享】Pkgdiff:在线免费给cnhkmcp做版本差异分析,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40292420301591,retrieved_not_deep_reviewed
40290434309655,2026-05-07T02:02:22Z,2026-06-29T14:28:23Z,最近跑通的一套 Alpha 研究“反馈回路”:少一点玄学,多一点可验证,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40290434309655,retrieved_not_deep_reviewed
40287368788375,2026-05-06T22:44:53Z,2026-08-27T17:36:56Z,【技术科普】在论坛发布彩色的帖子,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40287368788375,retrieved_not_deep_reviewed
@@ -332,8 +338,8 @@
40153456172567,2026-05-01T12:41:40Z,2026-09-03T08:33:16Z,痛失GM,新手的Q1总结,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40153456172567,retrieved_not_deep_reviewed
40150797833239,2026-05-01T08:29:11Z,2026-09-02T04:16:47Z,WorldQuant BRAIN MCP 工具调用架构升级:从 Stdio 到 HTTP API,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40150797833239,retrieved_not_deep_reviewed
40134245568663,2026-04-30T16:58:44Z,2026-08-26T18:09:21Z,【Alpha灵感】全球第一个MEA因子(零PC alpha),我是怎么做出来的?,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40134245568663,retrieved_not_deep_reviewed
40091088861591,2026-04-29T04:36:13Z,2026-08-07T11:03:19Z,【工具优化】技能brain-data-scope(华子哥插件插件的数据分析模块),ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40091088861591,retrieved_not_deep_reviewed
40089426663959,2026-04-29T01:44:21Z,2026-09-04T14:49:44Z,【OB】一个自进化的 RAG 搜索系统🎯,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40089426663959,retrieved_not_deep_reviewed
40091088861591,2026-04-29T04:36:13Z,2026-09-11T00:34:14Z,【工具优化】技能brain-data-scope(华子哥插件插件的数据分析模块),ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40091088861591,retrieved_not_deep_reviewed
40089426663959,2026-04-29T01:44:21Z,2026-09-09T09:41:52Z,【OB】一个自进化的 RAG 搜索系统🎯,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40089426663959,retrieved_not_deep_reviewed
40074294140695,2026-04-28T16:35:22Z,2026-06-27T04:00:31Z,免费申请小米百万亿 Token 创造者激励计划,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40074294140695,retrieved_not_deep_reviewed
40062800087575,2026-04-28T06:37:00Z,2026-06-28T08:17:20Z,小米 MiMo-V2.5 开源及 100T Token 免费申请活动分享,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40062800087575,retrieved_not_deep_reviewed
40031467208983,2026-04-27T03:06:25Z,2026-08-08T18:17:02Z,【💻云服务器】一键抢购腾讯元4核4G服务器,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40031467208983,retrieved_not_deep_reviewed
@@ -344,28 +350,28 @@
39947433598871,2026-04-23T01:05:41Z,2026-08-22T05:25:44Z,【学习笔记】Fast+Slow 快慢因子组合:解决因子实操难题的思路探讨,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39947433598871,retrieved_not_deep_reviewed
39947266331031,2026-04-23T00:58:16Z,2026-06-29T06:30:32Z,【顾问心得】Osmosis 分数总不稳?我跟 AI 学习组合逻辑,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39947266331031,retrieved_not_deep_reviewed
39945764650263,2026-04-22T23:11:21Z,2026-09-06T06:11:03Z,【经验分享】我如何坚持半年只用 AI 找 Alpha:WorldQuant BRAIN 上的 Agent 搭建、优化与反思,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39945764650263,retrieved_not_deep_reviewed
39923106285207,2026-04-22T07:24:19Z,2026-06-27T02:52:29Z,【征文邀请】那些你在IQC踩过的坑,可能正是今年选手最需要的答案 ,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39923106285207,retrieved_not_deep_reviewed
39922788056343,2026-04-22T06:45:00Z,2026-09-06T01:57:44Z,【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster!(上篇),other,https://support.worldquantbrain.com/hc/en-us/community/posts/39922788056343,retrieved_not_deep_reviewed
39923106285207,2026-04-22T07:24:19Z,2026-06-27T02:52:29Z,【征文邀请】那些你在IQC踩过的坑,可能正是今年选手最需要的答案,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39923106285207,retrieved_not_deep_reviewed
39922788056343,2026-04-22T06:45:00Z,2026-09-09T05:42:45Z,【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster!(上篇),other,https://support.worldquantbrain.com/hc/en-us/community/posts/39922788056343,retrieved_not_deep_reviewed
39922320882455,2026-04-22T05:47:36Z,2026-08-07T10:56:38Z,正版AI工具包合集优惠推荐 Lenny‘s newsletter bundle 无封号困扰,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39922320882455,retrieved_not_deep_reviewed
39920503976087,2026-04-22T02:17:02Z,2026-09-02T03:41:38Z,如何通过【Robust universe Sharpe and returns】检测的一些尝试,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39920503976087,retrieved_not_deep_reviewed
39907023480599,2026-04-21T16:20:17Z,2026-07-20T11:19:17Z,【WQ Manager】大更新!新增Base Payment排行榜!,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39907023480599,retrieved_not_deep_reviewed
39899189437847,2026-04-21T10:16:07Z,2026-07-27T23:53:09Z,【工具分享】(即插即用)AI写description费token?直接用网页版就好了,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39899189437847,retrieved_not_deep_reviewed
39873247817495,2026-04-20T12:33:20Z,2026-08-19T03:15:20Z,一键自动化回测代码分享,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39873247817495,retrieved_not_deep_reviewed
39870945020183,2026-04-20T09:49:12Z,2026-08-07T10:58:38Z,"【代码分享】AI生成Alpha总是”凭空想象""?给它喂论文,鱼饵才对味!",ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39870945020183,retrieved_not_deep_reviewed
39870945020183,2026-04-20T09:49:12Z,2026-09-09T02:29:34Z,"【代码分享】AI生成Alpha总是”凭空想象""?给它喂论文,鱼饵才对味!",ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39870945020183,retrieved_not_deep_reviewed
39870662977687,2026-04-20T09:19:58Z,2026-07-14T10:53:29Z,经验分享:最近做 Regular 点塔时反复踩到的几个坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39870662977687,retrieved_not_deep_reviewed
39868267753623,2026-04-20T04:14:46Z,2026-08-30T09:29:48Z,Pipeline MCP 深度版:面向多样性、高质量、低相关性 Alpha 持续生产的编排架构实践,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39868267753623,retrieved_not_deep_reviewed
39859045823511,2026-04-19T13:14:48Z,2026-08-22T11:52:09Z,【经验分享】新人顾问0.5--->0.62--->0.95--->0.99vf经验分享,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39859045823511,retrieved_not_deep_reviewed
39858612511383,2026-04-19T12:35:29Z,2026-06-28T08:19:08Z,【经验分享】云端磁盘深度清理,让云端更加流畅丝滑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39858612511383,retrieved_not_deep_reviewed
39857630237591,2026-04-19T10:23:42Z,2026-08-23T13:07:29Z,我的Alpha提交算法进化史:从团划分剪枝到最大权重独立集,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39857630237591,retrieved_not_deep_reviewed
39854893045655,2026-04-19T02:51:39Z,2026-06-27T03:37:49Z,穿透参数迷雾:量化策略的敏感度分析与鲁棒性构建,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39854893045655,retrieved_not_deep_reviewed
39854893045655,2026-04-19T02:51:39Z,2026-09-07T12:28:49Z,穿透参数迷雾:量化策略的敏感度分析与鲁棒性构建,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39854893045655,retrieved_not_deep_reviewed
39854742805271,2026-04-19T02:26:34Z,2026-07-29T07:02:19Z,26.04.19 新顾问培训AI打工人安装 codebuddy配置版.,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39854742805271,retrieved_not_deep_reviewed
39845230299927,2026-04-18T12:59:03Z,2026-08-01T17:39:01Z,【Alpha灵感】AI搜索字段极性配对,构建低PC因子(附提示词),alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39845230299927,curated
39826862025879,2026-04-17T16:35:24Z,2026-07-15T11:04:57Z,World Quant漫画(第三期),other,https://support.worldquantbrain.com/hc/en-us/community/posts/39826862025879,retrieved_not_deep_reviewed
39822852669079,2026-04-17T14:36:50Z,2026-07-17T04:47:53Z,多图解析USA最新3x High Turnover Theme国区提交现况,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39822852669079,retrieved_not_deep_reviewed
39759673422487,2026-04-15T09:27:39Z,2026-08-13T14:05:49Z,在wq半年:从1.5刀到100刀,我是怎么做到连续三个月vf1.0+comb2.94的,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39759673422487,retrieved_not_deep_reviewed
39759058734359,2026-04-15T08:23:19Z,2026-07-29T07:24:15Z,【新人心魔】打破心魔之旅:这样的因子到底要不要交?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39759058734359,retrieved_not_deep_reviewed
39756841978519,2026-04-15T03:48:36Z,2026-08-01T03:45:22Z,【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39756841978519,retrieved_not_deep_reviewed
39729140385559,2026-04-14T06:17:42Z,2026-07-24T14:15:00Z,【差生文具多】WQ助手1.02版(安卓版本+windows版本),other,https://support.worldquantbrain.com/hc/en-us/community/posts/39729140385559,retrieved_not_deep_reviewed
39756841978519,2026-04-15T03:48:36Z,2026-09-08T13:50:31Z,【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39756841978519,retrieved_not_deep_reviewed
39729140385559,2026-04-14T06:17:42Z,2026-09-08T06:02:21Z,【差生文具多】WQ助手1.02版(安卓版本+windows版本),other,https://support.worldquantbrain.com/hc/en-us/community/posts/39729140385559,retrieved_not_deep_reviewed
39728814444695,2026-04-14T05:42:52Z,2026-07-30T02:16:37Z,26年Q1 Genius定级已更新,Q2赛季加油!,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39728814444695,retrieved_not_deep_reviewed
39710403268759,2026-04-13T15:33:25Z,2026-06-30T15:41:20Z,【资源分享】免费的claude opus 4.6 api - Replit,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39710403268759,retrieved_not_deep_reviewed
39690289189015,2026-04-12T13:31:17Z,2026-06-29T20:16:29Z,【大角羊】一分钟掌握参加Orthogonal HTVR Theme要点(三倍加成)!,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39690289189015,retrieved_not_deep_reviewed
@@ -373,7 +379,7 @@
39648644834967,2026-04-10T07:51:37Z,2026-07-27T23:26:48Z,ppa一键untag代码,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39648644834967,retrieved_not_deep_reviewed
39623025163415,2026-04-09T10:18:10Z,2026-06-29T02:46:14Z,别再在几百条 alpha里盲选了!我用“相关性分族 + 组内排序” 1 分钟提取数据集回测结果里最值得保留的那些alpha,alpha-idea;engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39623025163415,retrieved_not_deep_reviewed
39621432305175,2026-04-09T07:28:57Z,2026-09-04T08:13:43Z,【AIAC2.0 冠军】关于比赛过程中一些经验的交流,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39621432305175,retrieved_not_deep_reviewed
39567420541079,2026-04-07T11:00:52Z,2026-09-04T09:29:19Z,【个人经验】PPA 因子筛选标准与实战心得(适合新手参考),platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39567420541079,retrieved_not_deep_reviewed
39567420541079,2026-04-07T11:00:52Z,2026-09-10T06:57:01Z,【个人经验】PPA 因子筛选标准与实战心得(适合新手参考),platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39567420541079,retrieved_not_deep_reviewed
39565397650839,2026-04-07T07:21:14Z,2026-04-15T16:44:18Z,低成本使用ai,助力回测!,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39565397650839,retrieved_not_deep_reviewed
39531360358295,2026-04-05T17:23:40Z,2026-08-26T06:44:04Z,【新人向】是否还在对华子哥数据WebDataRAW不会解压而感到苦恼!即插即用代码来了,仅需Excel就可以进行数据分析!,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39531360358295,retrieved_not_deep_reviewed
39524416948887,2026-04-05T01:07:37Z,2026-07-16T01:00:28Z,"通俗易懂,从另一个角度理解一下方法vector_neut(x, y)、ts_vector_neut(x, y, d)、ts_vector_proj(x, y, d)",other,https://support.worldquantbrain.com/hc/en-us/community/posts/39524416948887,retrieved_not_deep_reviewed
@@ -382,28 +388,28 @@
39466506480663,2026-04-02T07:29:51Z,2026-07-28T07:51:41Z,【Consultant 101】手把手教你搭建本地因子库 ②,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39466506480663,curated
39439719861399,2026-04-01T08:57:47Z,2026-07-30T02:16:40Z,征集|Brain 用户访谈志愿者|参与可获 200 积分,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39439719861399,retrieved_not_deep_reviewed
39438387680919,2026-04-01T05:55:12Z,2026-08-19T12:50:04Z,【26年4月主题活动】IQC 邀请 + Combined Alpha Performance 提升计划 (最高可获得300积分),portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39438387680919,retrieved_not_deep_reviewed
39408397746199,2026-03-31T02:44:55Z,2026-08-20T14:58:14Z,【OSMOSIS新人友好版】真正的一键打分:指定区域清空+补齐10类+标签过滤,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39408397746199,retrieved_not_deep_reviewed
39408397746199,2026-03-31T02:44:55Z,2026-09-08T01:53:13Z,【OSMOSIS新人友好版】真正的一键打分:指定区域清空+补齐10类+标签过滤,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39408397746199,retrieved_not_deep_reviewed
39368763910807,2026-03-29T08:40:07Z,2026-06-29T00:02:35Z,【ValueFactor】关于这次更新VF从0.98突然暴跌至0.75的反思与警示,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39368763910807,retrieved_not_deep_reviewed
39367839107095,2026-03-29T05:37:12Z,2026-08-30T14:24:22Z,手把手教学:新顾问如何安装APP+AI打工人模块,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39367839107095,retrieved_not_deep_reviewed
39354616684439,2026-03-28T07:33:39Z,2026-06-10T00:20:34Z,【工作流分享】基于openclaw的自动化agent工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39354616684439,retrieved_not_deep_reviewed
39367839107095,2026-03-29T05:37:12Z,2026-09-11T00:19:43Z,手把手教学:新顾问如何安装APP+AI打工人模块,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39367839107095,retrieved_not_deep_reviewed
39354616684439,2026-03-28T07:33:39Z,2026-09-10T03:45:40Z,【工作流分享】基于openclaw的自动化agent工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39354616684439,retrieved_not_deep_reviewed
39354351739415,2026-03-28T06:32:44Z,2026-07-16T08:04:28Z,【QUANT101】什么是 Non-Compensated Alpha? 如何筛选 Compensated Alpha?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39354351739415,retrieved_not_deep_reviewed
39354315278103,2026-03-28T06:31:40Z,2026-06-10T00:20:46Z,【Agent Memory模块探索】用Supermemory在WorldQuant平台自动化挖掘Alpha因子,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39354315278103,retrieved_not_deep_reviewed
39330854528151,2026-03-27T08:00:33Z,2026-09-06T17:51:56Z,经验分享-Combine提升之路-过山车的经历真刺激,从负数到2的来时路,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39330854528151,retrieved_not_deep_reviewed
39329143529751,2026-03-27T03:47:42Z,2026-06-29T13:49:39Z,【限时羊毛】只要邀请完成平台使用邮箱注册,即可获得IQC限定雨伞和背包!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39329143529751,retrieved_not_deep_reviewed
39319955780887,2026-03-26T19:08:49Z,2026-09-06T11:38:31Z,【经验分享】用AI 跑了几百次回测还找不到优质信号,到底是池塘没鱼还是鱼饵不对?燃烧token!给 AI 装上导航!,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39319955780887,retrieved_not_deep_reviewed
39306926420887,2026-03-26T11:18:56Z,2026-09-03T09:02:59Z,半自动化提交 试试这套代码’,高效省心,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39306926420887,retrieved_not_deep_reviewed
39306926420887,2026-03-26T11:18:56Z,2026-09-03T09:02:59Z,半自动化提交 试试这套代码’,高效省心,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39306926420887,retrieved_not_deep_reviewed
39305892045719,2026-03-26T09:35:11Z,2026-07-31T14:29:03Z,我依靠这套代码,半个月点了10个塔,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39305892045719,retrieved_not_deep_reviewed
39304762113815,2026-03-26T07:13:47Z,2026-09-05T08:40:38Z,Harness engineering下的AI Quant,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815,retrieved_not_deep_reviewed
39303870526487,2026-03-26T05:03:57Z,2026-06-10T17:44:05Z,ProdCorr改造插件,【即插即用】,直观显示Category,IS Testing Status 一键直达alphaid页面 ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39303870526487,retrieved_not_deep_reviewed
39302047350423,2026-03-26T01:37:21Z,2026-06-10T00:21:20Z,【Agent Memory 模块】OpenClaw节省Token的插件:PowerMem安装 ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39302047350423,retrieved_not_deep_reviewed
39304762113815,2026-03-26T07:13:47Z,2026-09-10T04:17:24Z,Harness engineering下的AI Quant,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815,retrieved_not_deep_reviewed
39303870526487,2026-03-26T05:03:57Z,2026-06-10T17:44:05Z,ProdCorr改造插件,【即插即用】,直观显示Category,IS Testing Status 一键直达alphaid页面,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39303870526487,retrieved_not_deep_reviewed
39302047350423,2026-03-26T01:37:21Z,2026-06-10T00:21:20Z,【Agent Memory 模块】OpenClaw节省Token的插件:PowerMem安装,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39302047350423,retrieved_not_deep_reviewed
39289349830295,2026-03-25T17:07:49Z,2026-07-24T10:44:09Z,微信Clawbot接通AI打工人,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39289349830295,retrieved_not_deep_reviewed
39285932794391,2026-03-25T15:18:01Z,2026-09-06T15:18:05Z,鼠鼠靠着做WQ重启人生,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39285932794391,retrieved_not_deep_reviewed
39255045175191,2026-03-24T12:51:53Z,2026-08-22T04:18:03Z,积极拥抱AI-关于Claude-Code的agent-team功能的探索,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39255045175191,retrieved_not_deep_reviewed
39253260827543,2026-03-24T11:12:58Z,2026-08-23T02:37:46Z,【工作流分享】Gold可用的Super Alpha挖掘策略,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39253260827543,retrieved_not_deep_reviewed
39253260827543,2026-03-24T11:12:58Z,2026-09-09T06:38:17Z,【工作流分享】Gold可用的Super Alpha挖掘策略,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39253260827543,retrieved_not_deep_reviewed
39252022275223,2026-03-24T09:05:46Z,2026-08-25T05:11:11Z,【邪修】当龙虾没有饲料了怎么办?白嫖啊!,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39252022275223,retrieved_not_deep_reviewed
39251610735639,2026-03-24T08:15:29Z,2026-08-20T04:13:25Z,【VF 0.95收入经验分享】高VF如何拿到更高的base,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39251610735639,retrieved_not_deep_reviewed
39251610735639,2026-03-24T08:15:29Z,2026-09-08T01:53:14Z,【VF 0.95收入经验分享】高VF如何拿到更高的base,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39251610735639,retrieved_not_deep_reviewed
39251361791255,2026-03-24T07:48:59Z,2026-06-10T00:22:14Z,Kiro + MCP学习记录,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39251361791255,retrieved_not_deep_reviewed
39251146195607,2026-03-24T07:11:39Z,2026-06-27T11:51:55Z,我如何用 Codex 有soul 做 WorldQuant 自动量化研究,越用越聪明,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39251146195607,retrieved_not_deep_reviewed
39251146195607,2026-03-24T07:11:39Z,2026-06-27T11:51:55Z,我如何用 Codex 有soul 做 WorldQuant 自动量化研究,越用越聪明,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39251146195607,retrieved_not_deep_reviewed
39250162065943,2026-03-24T04:58:59Z,2026-09-06T22:04:35Z,【我退税1W,你呢】2025年个税汇算清缴已开始,看看你是不是可以退税?,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39250162065943,retrieved_not_deep_reviewed
39249632575511,2026-03-24T03:46:09Z,2026-07-01T12:47:01Z,【ValueFactor】经验分享,纯新手VF 0.5 -> 0.97 -> 0.99,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39249632575511,retrieved_not_deep_reviewed
39249078858647,2026-03-24T02:46:56Z,2026-08-18T11:50:52Z,osmosis point一键备份及恢复,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39249078858647,retrieved_not_deep_reviewed
@@ -415,12 +421,12 @@
39224495902103,2026-03-23T07:55:35Z,2026-06-10T00:22:56Z,新晋顾问26天经验与踩坑分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39224495902103,retrieved_not_deep_reviewed
39224451555223,2026-03-23T07:47:43Z,2026-06-10T00:23:00Z,成为顾问的100天感想:道阻且长,唯有沉心学习。,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39224451555223,retrieved_not_deep_reviewed
39224259294999,2026-03-23T07:15:35Z,2026-08-06T03:19:39Z,【代码分享】遇到429时,我用代码写了个一套管理机制来动态控制并发数,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39224259294999,retrieved_not_deep_reviewed
39223126454679,2026-03-23T04:23:56Z,2026-07-16T00:19:02Z,【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39223126454679,retrieved_not_deep_reviewed
39223126454679,2026-03-23T04:23:56Z,2026-09-09T11:03:09Z,【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39223126454679,retrieved_not_deep_reviewed
39223135297431,2026-03-23T04:22:04Z,2026-06-29T00:04:20Z,"""看一眼线"",那是在看啥,Alpha""续航力评分""工具",engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39223135297431,retrieved_not_deep_reviewed
39215982466071,2026-03-22T16:09:07Z,2026-08-08T00:46:41Z,[skills小工具]将数据库中数据封装成skills,用于AI工作流,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39215982466071,retrieved_not_deep_reviewed
39213565539095,2026-03-22T12:00:01Z,2026-07-29T14:28:19Z,【Quant101】手把手教你搭建本地因子库 ①,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39213565539095,retrieved_not_deep_reviewed
39211291325335,2026-03-22T04:36:51Z,2026-08-26T06:57:45Z,成为Expert的VF爬升之路:0.68-0.98-0.99,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39211291325335,retrieved_not_deep_reviewed
39202207210135,2026-03-21T13:59:19Z,2026-08-18T08:34:04Z,[代码优化]精准Osmosis10万点数(误差只有1),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39202207210135,retrieved_not_deep_reviewed
39202207210135,2026-03-21T13:59:19Z,2026-09-07T11:47:49Z,[代码优化]精准Osmosis10万点数(误差只有1),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39202207210135,retrieved_not_deep_reviewed
39201891253911,2026-03-21T13:28:41Z,2026-06-27T03:44:35Z,iflow cli将4月停止维护,提前使用opencode免费使用MiMo模型MiniMax等模型,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39201891253911,retrieved_not_deep_reviewed
39195490429847,2026-03-20T23:15:50Z,2026-07-28T12:18:09Z,WorldQuant BRAIN 量化策略影响力有向图解析:那些决定成败的关键回路,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39195490429847,retrieved_not_deep_reviewed
39183798681239,2026-03-20T16:23:31Z,2026-06-10T00:23:49Z,将从网页拉取的数据存储到数据库,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39183798681239,retrieved_not_deep_reviewed
@@ -436,17 +442,17 @@
39061898258071,2026-03-16T05:55:04Z,2026-07-28T11:16:57Z,workbuddy让回测更方便,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39061898258071,retrieved_not_deep_reviewed
39050410166807,2026-03-15T13:53:18Z,2026-09-03T01:53:10Z,关于IS ladder sharpe优化的一点实践经验,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39050410166807,retrieved_not_deep_reviewed
39035430170135,2026-03-14T14:22:46Z,2026-07-30T02:58:45Z,【经验分享】第一个35SA的生成之路-你认为的好对SA来说不一定真的好,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39035430170135,retrieved_not_deep_reviewed
39034638600343,2026-03-14T13:10:48Z,2026-06-10T00:24:52Z,写了一个专门生成提交alpha 的open claw 的skill ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39034638600343,retrieved_not_deep_reviewed
39034538171159,2026-03-14T13:02:40Z,2026-08-27T12:51:09Z,   【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的              ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39034538171159,retrieved_not_deep_reviewed
39034638600343,2026-03-14T13:10:48Z,2026-06-10T00:24:52Z,写了一个专门生成提交alpha 的open claw 的skill,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39034638600343,retrieved_not_deep_reviewed
39034538171159,2026-03-14T13:02:40Z,2026-08-27T12:51:09Z,【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39034538171159,retrieved_not_deep_reviewed
39008832536599,2026-03-13T10:36:09Z,2026-06-10T00:25:00Z,【你用什么模型?】主流大模型评测,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39008832536599,retrieved_not_deep_reviewed
39007426454423,2026-03-13T07:33:02Z,2026-07-15T11:05:00Z,预测你的Osmosis combined performance排名! 看看你排在哪里? - by 亚当,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39007426454423,retrieved_not_deep_reviewed
39007426454423,2026-03-13T07:33:02Z,2026-07-15T11:05:00Z,预测你的Osmosis combined performance排名! 看看你排在哪里? - by 亚当,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39007426454423,retrieved_not_deep_reviewed
39007288486679,2026-03-13T07:11:51Z,2026-07-20T11:19:16Z,【base经验分享方向帖 】带你分析vf0.77 如何吃到50刀 上篇,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39007288486679,retrieved_not_deep_reviewed
38989280956951,2026-03-12T15:18:17Z,2026-09-05T14:52:59Z,AI教我写模板,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951,retrieved_not_deep_reviewed
38989280956951,2026-03-12T15:18:17Z,2026-09-08T11:56:02Z,AI教我写模板,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951,retrieved_not_deep_reviewed
38980270292631,2026-03-12T04:28:30Z,2026-08-24T11:13:04Z,16815刀季度奖经验分享-小虎,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38980270292631,retrieved_not_deep_reviewed
38979392093591,2026-03-12T02:49:10Z,2026-06-30T18:10:16Z,差一点就能提交的alpha怎么救?我的10个方法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38979392093591,retrieved_not_deep_reviewed
38979342434455,2026-03-12T02:46:36Z,2026-08-06T06:46:57Z,【工具分享】用Claude Code + MCP搭建全自动因子挖掘流水线的实践,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38979342434455,retrieved_not_deep_reviewed
38953629858327,2026-03-11T06:39:16Z,2026-06-27T11:49:20Z,【VF0.74 BASE居然也能40刀!】每日base方向帖,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38953629858327,retrieved_not_deep_reviewed
38932709256727,2026-03-10T14:03:07Z,2026-09-01T11:50:14Z,【经验分享】我的上分之路:Gold→Master→Grandmaster,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38932709256727,retrieved_not_deep_reviewed
38932709256727,2026-03-10T14:03:07Z,2026-09-09T03:25:50Z,【经验分享】我的上分之路:Gold→Master→Grandmaster,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38932709256727,retrieved_not_deep_reviewed
38927243023383,2026-03-10T08:05:28Z,2026-08-13T11:18:06Z,【贺六浑】从大厂内卷到18线小城:稳吃保底与我的两次GM进阶之路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38927243023383,retrieved_not_deep_reviewed
38927191768343,2026-03-10T07:58:12Z,2026-08-13T11:18:06Z,USA analyst一些具有经济学意义的重组数据字段,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/38927191768343,retrieved_not_deep_reviewed
38909536551575,2026-03-09T17:08:15Z,2026-06-10T00:26:42Z,【贺六浑】OpenClaw 快速安装与避坑指南,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38909536551575,retrieved_not_deep_reviewed
@@ -463,13 +469,13 @@
38818912466199,2026-03-05T07:12:10Z,2026-06-10T00:27:35Z,OpenCode 零基础入门指南,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38818912466199,retrieved_not_deep_reviewed
38791976126999,2026-03-04T09:41:15Z,2026-06-10T00:27:40Z,【AI工具推荐】OpenClaw平替--OpenWork,适用于windows系统。,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38791976126999,retrieved_not_deep_reviewed
38791576234647,2026-03-04T08:58:53Z,2026-08-31T16:06:50Z,TRAE配置MCP和Skills(最新),ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38791576234647,retrieved_not_deep_reviewed
38768672144151,2026-03-03T14:20:03Z,2026-07-24T04:36:19Z,【日常生活贴】我的量化日记第十季 ,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38768672144151,retrieved_not_deep_reviewed
38768672144151,2026-03-03T14:20:03Z,2026-07-24T04:36:19Z,【日常生活贴】我的量化日记第十季,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38768672144151,retrieved_not_deep_reviewed
38767793594775,2026-03-03T13:47:25Z,2026-08-24T12:07:38Z,【经验分享】菜鸟日记——代码小白如何稳住6个月VF0.9+,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38767793594775,retrieved_not_deep_reviewed
38761123396375,2026-03-03T03:24:32Z,2026-07-30T02:16:42Z,【26年3月主题活动】2026 全球量化挑战赛(IQC)推荐计划 & Osmosis 大挑战,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38761123396375,retrieved_not_deep_reviewed
38738996110743,2026-03-02T14:23:47Z,2026-06-29T13:54:04Z,"我这个expert,领了半个master的奖金!!!",other,https://support.worldquantbrain.com/hc/en-us/community/posts/38738996110743,retrieved_not_deep_reviewed
38736030987927,2026-03-02T12:21:30Z,2026-07-27T01:46:40Z,[代码优化]将历史回测存储至MongoDB中,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38736030987927,retrieved_not_deep_reviewed
38720223996439,2026-03-01T08:50:29Z,2026-06-10T00:30:14Z,成为expert,vf连续三个月上0.9!!!,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38720223996439,retrieved_not_deep_reviewed
38706673362327,2026-02-28T09:25:43Z,2026-09-07T01:43:23Z,【MCP 提示词优化 alpha】全流程提示词,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38706673362327,retrieved_not_deep_reviewed
38706673362327,2026-02-28T09:25:43Z,2026-09-10T23:54:37Z,【MCP 提示词优化 alpha】全流程提示词,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38706673362327,retrieved_not_deep_reviewed
38680670654999,2026-02-27T08:02:23Z,2026-08-25T15:24:48Z,[经验分享]❌从全错到全对✅,仅一个月实现combine -1.2→3.18 + vf0.92,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38680670654999,retrieved_not_deep_reviewed
38669179039255,2026-02-26T19:36:10Z,2026-08-30T01:57:22Z,EUR TOPCS1600的经验:解决Robust universe Sharpe / Sub-universe Sharpe / Weight concentration 问题,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38669179039255,retrieved_not_deep_reviewed
38660272769047,2026-02-26T14:51:16Z,2026-06-10T00:30:40Z,一文详解DCC比赛,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38660272769047,retrieved_not_deep_reviewed
@@ -494,7 +500,7 @@
38376574647447,2026-02-13T08:20:39Z,2026-07-19T18:05:59Z,【经验分享】新人如何Combine 2.3, VF 0.9,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38376574647447,retrieved_not_deep_reviewed
38375309010327,2026-02-13T05:22:07Z,2026-06-10T00:34:48Z,📢 AI Alpha 竞赛:提交前最终自查清单 (Final Self-Check List),ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38375309010327,retrieved_not_deep_reviewed
38373794487063,2026-02-13T02:44:02Z,2026-06-10T00:34:53Z,【工具分享】简单便捷地给大模型添加skills,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38373794487063,retrieved_not_deep_reviewed
38353367804695,2026-02-12T13:39:47Z,2026-06-27T11:50:19Z,【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新! 快来看看本次 value factor 和 combined 更新情况吧!,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38353367804695,retrieved_not_deep_reviewed
38353367804695,2026-02-12T13:39:47Z,2026-06-27T11:50:19Z,【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新! 快来看看本次 value factor 和 combined 更新情况吧!,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38353367804695,retrieved_not_deep_reviewed
38349347744407,2026-02-12T08:05:12Z,2026-07-09T03:10:05Z,终于走出雾霾区,体验了一把“一柱擎天”的喜悦!!!(vf: 0.5 -> 0.14 -> 0.13 -> 0.38 ->0.81->0.95),portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38349347744407,retrieved_not_deep_reviewed
38348972485911,2026-02-12T07:15:22Z,2026-06-10T00:35:09Z,0.74VF也能1RA吃到14刀!,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38348972485911,retrieved_not_deep_reviewed
38320422749463,2026-02-11T07:22:25Z,2026-06-10T00:35:14Z,【经验分享】如何从expert直升GM,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38320422749463,retrieved_not_deep_reviewed
@@ -511,7 +517,7 @@
38249576693911,2026-02-08T04:57:26Z,2026-07-31T16:43:02Z,[必要检查:OS比赛分数统计]OS比赛分数统计,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38249576693911,retrieved_not_deep_reviewed
38235318555415,2026-02-07T05:44:22Z,2026-06-10T00:39:04Z,【送AI Token】参加今日培训AI工具助你研究效率翻倍,更有token券相送,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38235318555415,retrieved_not_deep_reviewed
38234815701911,2026-02-07T04:16:00Z,2026-08-29T13:04:16Z,Alpha稳健性检验代码,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38234815701911,retrieved_not_deep_reviewed
38213050258839,2026-02-06T12:39:56Z,2026-08-23T15:52:55Z,[AIAC2][操作符] 167 操作符全示例,赋能AI 生成、优化、验证表达式,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38213050258839,retrieved_not_deep_reviewed
38213050258839,2026-02-06T12:39:56Z,2026-09-09T03:55:08Z,[AIAC2][操作符] 167 操作符全示例,赋能AI 生成、优化、验证表达式,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38213050258839,retrieved_not_deep_reviewed
38210807994519,2026-02-06T09:28:25Z,2026-07-29T16:04:46Z,OSMOSIS 分数分配策略 by TIGER:big head 分配法,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38210807994519,retrieved_not_deep_reviewed
38209592294167,2026-02-06T06:42:41Z,2026-06-10T00:43:16Z,VF第一次更新从0.5-0.88的感想,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38209592294167,retrieved_not_deep_reviewed
38187278934551,2026-02-05T14:15:07Z,2026-06-29T14:22:04Z,data存储与主题数据高效获取方法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38187278934551,retrieved_not_deep_reviewed
@@ -519,38 +525,38 @@
38182883500055,2026-02-05T09:48:58Z,2026-07-29T14:44:42Z,OS更新后对于“这个因子到底能不能交”的一点思考 【传奇耐打王系列一】,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38182883500055,retrieved_not_deep_reviewed
38182819864471,2026-02-05T09:38:03Z,2026-08-26T13:53:46Z,【差生文具多】WQ助手1.01版本(安卓版本),other,https://support.worldquantbrain.com/hc/en-us/community/posts/38182819864471,retrieved_not_deep_reviewed
38154547987607,2026-02-04T08:15:31Z,2026-06-10T00:43:46Z,【ValueFactor提升经验】从0.26->0.53->0.56->0.9->0.95的经验之谈,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38154547987607,retrieved_not_deep_reviewed
38151220803095,2026-02-04T02:22:18Z,2026-09-03T09:07:10Z,AI打工人配置指南 - Windows\Mac\Linux,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38151220803095,retrieved_not_deep_reviewed
38151220803095,2026-02-04T02:22:18Z,2026-09-09T03:30:16Z,AI打工人配置指南 - Windows\Mac\Linux,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38151220803095,retrieved_not_deep_reviewed
38149908964759,2026-02-04T01:09:24Z,2026-06-10T00:43:55Z,【AI打工人Step4运行问题】针对Mac系统的代码调整,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38149908964759,retrieved_not_deep_reviewed
38121900955415,2026-02-03T05:48:25Z,2026-06-10T00:44:00Z,新人期升段失败 ,vf0.5-0.93的个人小结,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38121900955415,retrieved_not_deep_reviewed
38121748548759,2026-02-03T05:25:48Z,2026-07-17T22:01:22Z,【WQ数据监控】wqmanager.qzz.io 一览wq-leaderboard数据,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38121748548759,retrieved_not_deep_reviewed
38121562587543,2026-02-03T05:01:45Z,2026-06-10T00:44:11Z,萌新第一次定级怎么做到comb-1.48但是Velue Factor0.9的(踩坑教程),portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38121562587543,retrieved_not_deep_reviewed
38121310515223,2026-02-03T04:33:20Z,2026-09-03T09:42:11Z,PPA活动主题限制下,提交ra点塔的一点心得。,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38121310515223,retrieved_not_deep_reviewed
38121310515223,2026-02-03T04:33:20Z,2026-09-10T04:38:42Z,PPA活动主题限制下,提交ra点塔的一点心得。,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38121310515223,retrieved_not_deep_reviewed
38120459173143,2026-02-03T03:10:49Z,2026-07-22T02:09:44Z,PC限流的破解小窍门:基于SC的PC优化方法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38120459173143,retrieved_not_deep_reviewed
38120400657687,2026-02-03T03:03:52Z,2026-06-10T00:44:21Z,【MCP error -32000: Connection closed】解决无法连接问题(MAC系统),ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38120400657687,retrieved_not_deep_reviewed
38120016912407,2026-02-03T02:28:52Z,2026-06-29T02:45:50Z,【BRAIN顾问的春节精彩瞬间】马上有福·BRAIN新春喜乐会 🏮,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38120016912407,retrieved_not_deep_reviewed
38095332944919,2026-02-02T09:02:27Z,2026-06-10T00:44:31Z,iflow cli接入自定义大模型api,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38095332944919,retrieved_not_deep_reviewed
38081199177239,2026-02-01T07:44:01Z,2026-08-20T13:58:29Z,【新人向-SA的本地计算SC】复制即用!跟上后一篇PC检测代码!,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38081199177239,retrieved_not_deep_reviewed
38081199177239,2026-02-01T07:44:01Z,2026-09-08T18:24:46Z,【新人向-SA的本地计算SC】复制即用!跟上后一篇PC检测代码!,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38081199177239,retrieved_not_deep_reviewed
38037870580375,2026-01-30T02:11:13Z,2026-06-10T00:44:42Z,[找灵感] 我遇到的找灵感时账号登录问题,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/38037870580375,retrieved_not_deep_reviewed
38025695370775,2026-01-29T18:31:48Z,2026-08-09T16:28:34Z,【效率王】APP重磅升级功能:来点Alpha--重新定义AI时代123阶,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38025695370775,retrieved_not_deep_reviewed
38021301172759,2026-01-29T16:12:12Z,2026-06-10T00:44:54Z,关于ts_decay_linear的妙用,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38021301172759,retrieved_not_deep_reviewed
38013614427671,2026-01-29T09:43:31Z,2026-08-31T06:22:43Z,Gemini CLI正确开启skills以及alpha迭代优化工作流,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38013614427671,retrieved_not_deep_reviewed
38013569192983,2026-01-29T09:32:22Z,2026-06-10T00:45:04Z,使用mcp+ai挖掘alpha过程中节约token的小技巧,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38013569192983,retrieved_not_deep_reviewed
38011740910743,2026-01-29T05:25:34Z,2026-08-07T10:56:00Z,英伟达免费模型接入Claude Code使用AI打工人,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38011740910743,retrieved_not_deep_reviewed
38010074902295,2026-01-29T02:45:43Z,2026-04-30T22:54:38Z,我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化,记录一下过程,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38010074902295,retrieved_not_deep_reviewed
38009162109079,2026-01-29T01:32:17Z,2026-08-15T03:37:36Z,【新手向】打造经济实用型打工人-为AI打工人配置优惠的coding plan,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38009162109079,retrieved_not_deep_reviewed
37983679645463,2026-01-28T03:33:42Z,2026-06-10T00:45:18Z,羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37983679645463,retrieved_not_deep_reviewed
38010074902295,2026-01-29T02:45:43Z,2026-04-30T22:54:38Z,我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化,记录一下过程,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38010074902295,retrieved_not_deep_reviewed
38009162109079,2026-01-29T01:32:17Z,2026-09-07T09:39:26Z,【新手向】打造经济实用型打工人-为AI打工人配置优惠的coding plan,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38009162109079,retrieved_not_deep_reviewed
37983679645463,2026-01-28T03:33:42Z,2026-06-10T00:45:18Z,羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37983679645463,retrieved_not_deep_reviewed
37982251006487,2026-01-28T01:35:23Z,2026-08-02T08:01:06Z,白嫖指南:长期稳定免费大模型 API,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37982251006487,retrieved_not_deep_reviewed
37958822593175,2026-01-27T08:32:21Z,2026-06-22T00:56:47Z,[AIAC2] Alpha 生成系统:AI驱动的量化策略优化框架,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37958822593175,retrieved_not_deep_reviewed
37953156945687,2026-01-26T23:49:56Z,2026-06-10T00:45:38Z,手机远程连接claudecode,24小时随时指挥AI干活!,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37953156945687,retrieved_not_deep_reviewed
37922239190039,2026-01-25T16:35:34Z,2026-06-10T00:45:42Z,AI打工人系列:玩转MAC系统中回测小问题,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37922239190039,retrieved_not_deep_reviewed
37905611580311,2026-01-24T09:12:17Z,2026-06-22T00:52:50Z,【OB】在OpenCode中使用Antigravity的Claude额度,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37905611580311,retrieved_not_deep_reviewed
37878120993559,2026-01-23T07:35:03Z,2026-08-07T18:40:43Z,这个因子到底能不能交? 定级后关于因子提交的沉重反思 【传奇耐打王系列一】,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37878120993559,retrieved_not_deep_reviewed
37878120993559,2026-01-23T07:35:03Z,2026-09-10T04:10:22Z,这个因子到底能不能交? 定级后关于因子提交的沉重反思 【传奇耐打王系列一】,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37878120993559,retrieved_not_deep_reviewed
37877587810327,2026-01-23T06:23:31Z,2026-09-07T05:51:42Z,GLB区域使用ppa点塔,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37877587810327,retrieved_not_deep_reviewed
37858237686167,2026-01-22T14:48:04Z,2026-08-07T10:46:14Z,基于论坛的 Super Alpha 全自动化框架:从策略生成到最大独立集优化 (附完整源码),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37858237686167,retrieved_not_deep_reviewed
37858237686167,2026-01-22T14:48:04Z,2026-09-08T05:36:48Z,基于论坛的 Super Alpha 全自动化框架:从策略生成到最大独立集优化 (附完整源码),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37858237686167,retrieved_not_deep_reviewed
37857879534487,2026-01-22T14:35:22Z,2026-07-19T05:51:32Z,opencode+skills全自动优化alpha,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37857879534487,retrieved_not_deep_reviewed
37856141500951,2026-01-22T13:24:07Z,2026-06-10T00:46:07Z,【Community Leader - 因子构造】gemini_cli_sdk + 双agent,打造一个听话的挖掘工2,alpha-idea;ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37856141500951,retrieved_not_deep_reviewed
37852483070743,2026-01-22T07:57:28Z,2026-06-10T00:46:12Z,iflow提示API账户余额不足(Insufficient Balance)?不要急,切换个模型即可,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37852483070743,retrieved_not_deep_reviewed
37852378086039,2026-01-22T07:34:32Z,2026-09-04T09:44:30Z,【ValueFactor】0.38->0.89->1->0.99->1的自我救赎 ,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37852378086039,retrieved_not_deep_reviewed
37852378086039,2026-01-22T07:34:32Z,2026-09-04T09:44:30Z,【ValueFactor】0.38->0.89->1->0.99->1的自我救赎,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37852378086039,retrieved_not_deep_reviewed
37831022530583,2026-01-21T15:34:49Z,2026-07-17T23:10:10Z,Trae+SKILL+规则+记忆=AI全自动挖掘因子,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37831022530583,retrieved_not_deep_reviewed
37828798034711,2026-01-21T14:15:58Z,2026-06-10T00:46:25Z,【一键切换API供应商】小白也能配置,AI打工人的辅助神器,适用Claude Code、Codex、Gemini CLI,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37828798034711,retrieved_not_deep_reviewed
37824943159959,2026-01-21T10:21:06Z,2026-06-10T00:46:29Z,【大角羊】一分钟掌握参加AIAC2.0比赛要点!,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37824943159959,retrieved_not_deep_reviewed
@@ -560,12 +566,12 @@
37820360761367,2026-01-21T01:35:01Z,2026-06-10T00:46:48Z,英伟达免费白嫖 minimax-m2.1 和 glm4.7 模型,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37820360761367,retrieved_not_deep_reviewed
37800870021015,2026-01-20T14:33:19Z,2026-09-01T16:19:03Z,【”羊毛“合集】可供使用的AI免费资源,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37800870021015,retrieved_not_deep_reviewed
37797346107671,2026-01-20T11:42:14Z,2026-06-10T00:46:57Z,【傻瓜式安装教程】傻瓜式安装claude-code-router使用ai打工人的免费api,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37797346107671,retrieved_not_deep_reviewed
37796479641111,2026-01-20T10:20:45Z,2026-06-29T13:52:09Z,【日常生活贴】我的量化日记第九季 ,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37796479641111,retrieved_not_deep_reviewed
37796479641111,2026-01-20T10:20:45Z,2026-06-29T13:52:09Z,【日常生活贴】我的量化日记第九季,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37796479641111,retrieved_not_deep_reviewed
37780459876119,2026-01-19T17:00:50Z,2026-06-10T17:44:10Z,【实用报表】多维度分析Alpha最新2023年OS趋势,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37780459876119,retrieved_not_deep_reviewed
37776070276119,2026-01-19T14:14:28Z,2026-07-21T15:38:26Z,【工具推荐】claude-code-proxy + AI打工人:使用免费的大模型白嫖打工人!,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37776070276119,retrieved_not_deep_reviewed
37762717623063,2026-01-18T16:52:39Z,2026-06-10T00:47:18Z,【AI桌面插件】作为智能助手寻找 Alpha 模版和灵感,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37762717623063,retrieved_not_deep_reviewed
37760676701463,2026-01-18T12:58:32Z,2026-06-10T00:47:22Z,Mac OS设置cnhkmcp环境,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37760676701463,retrieved_not_deep_reviewed
37760428555287,2026-01-18T12:23:49Z,2026-07-03T16:58:10Z, [工具分享] 追踪每一次cnhkmcp的更新,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37760428555287,retrieved_not_deep_reviewed
37760428555287,2026-01-18T12:23:49Z,2026-07-03T16:58:10Z,[工具分享] 追踪每一次cnhkmcp的更新,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37760428555287,retrieved_not_deep_reviewed
37759477785239,2026-01-18T09:47:10Z,2026-08-07T10:44:23Z,[Alpha优化] 提高Robust Universie Sharp,提高Sub Universe Sharp,降低Turnover的常见方式,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37759477785239,retrieved_not_deep_reviewed
37745706080407,2026-01-17T08:00:15Z,2026-06-22T00:23:32Z,【SKILLS everywhere】自动同步skills,从claude到gemini,codex,iflow,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37745706080407,retrieved_not_deep_reviewed
37744709099671,2026-01-17T05:17:18Z,2026-06-10T00:47:42Z,最新MacOS tahoe 系统如何解决运行APP后打开回测器报错解决方案,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37744709099671,retrieved_not_deep_reviewed
@@ -604,8 +610,8 @@
37553419414807,2026-01-09T07:59:05Z,2026-07-26T13:05:22Z,【贺六浑】 回测次数到达4700,自动强制终止回测 开箱即用脚本,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37553419414807,retrieved_not_deep_reviewed
37531632149783,2026-01-08T15:26:38Z,2026-06-10T00:50:18Z,在获取数据集的时候返回API rate limit exceeded,alpha-idea;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37531632149783,retrieved_not_deep_reviewed
37525915867671,2026-01-08T11:02:08Z,2026-07-20T05:30:46Z,【Community Leader -因子构造 💎】拯救IND地区Robust universe Sharpe测试不通过的一个新思路,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/37525915867671,retrieved_not_deep_reviewed
37523762919575,2026-01-08T06:31:36Z,2026-08-28T22:07:36Z,新手福音,全自动爬山算法,1个Alpha变N个!!!(开箱即用),other,https://support.worldquantbrain.com/hc/en-us/community/posts/37523762919575,retrieved_not_deep_reviewed
37503393839895,2026-01-07T15:32:28Z,2026-02-28T07:18:35Z,[Gemini大王]同时调取多个Gemini Cli完成不同工作,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37503393839895,retrieved_not_deep_reviewed
37523762919575,2026-01-08T06:31:36Z,2026-09-10T23:33:51Z,新手福音,全自动爬山算法,1个Alpha变N个!!!(开箱即用),other,https://support.worldquantbrain.com/hc/en-us/community/posts/37523762919575,retrieved_not_deep_reviewed
37503393839895,2026-01-07T15:32:28Z,2026-09-08T01:53:19Z,[Gemini大王]同时调取多个Gemini Cli完成不同工作,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37503393839895,retrieved_not_deep_reviewed
37495491312407,2026-01-07T06:52:07Z,2026-01-17T12:29:52Z,【代码优化】一句话debug:429?多try一下就好啦!,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37495491312407,retrieved_not_deep_reviewed
37495033591447,2026-01-07T05:55:18Z,2026-08-24T04:48:37Z,QuantGo Kit:基于Grafana的WorldQuant量化可视化篇,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37495033591447,retrieved_not_deep_reviewed
37494588760343,2026-01-07T04:56:49Z,2026-05-17T07:10:31Z,【代码优化】缘分一道桥429 频繁报错 + 解析误判的一个实用修法(亲测有效),engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37494588760343,retrieved_not_deep_reviewed
@@ -619,6 +625,6 @@
37427295710359,2026-01-04T09:45:08Z,2026-08-01T04:49:27Z,[SuperAlpha] 基于SuperAlpha数据分析师--Own极简回测次数源源不断三五(附代码),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37427295710359,retrieved_not_deep_reviewed
37389747140119,2026-01-02T06:57:14Z,2026-02-02T08:11:24Z,Brain Labs填充缺失值使用未来数据吗?,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37389747140119,retrieved_not_deep_reviewed
37388868198423,2026-01-02T04:37:56Z,2026-08-14T05:27:45Z,2025年踩坑经验总结 vf 0.5->0.13->0.38->0.81; Combined Alpha Performance 0.68->0.06->-0.58->0.36;,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37388868198423,retrieved_not_deep_reviewed
37388646548119,2026-01-02T04:12:54Z,2026-09-06T12:19:42Z,[工具分享]一键 Robust Sharpe优化辅助,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37388646548119,retrieved_not_deep_reviewed
37388646548119,2026-01-02T04:12:54Z,2026-09-06T12:19:42Z,[工具分享]一键 Robust Sharpe优化辅助,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37388646548119,retrieved_not_deep_reviewed
37386294914199,2026-01-01T23:54:25Z,2026-07-12T10:24:28Z,[cnhkmcp APP] 导出带settings的json批量回测--断点续传,智能重试,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37386294914199,retrieved_not_deep_reviewed
37377610926999,2026-01-01T07:46:19Z,2026-07-25T10:32:22Z,获取生产相关性代码改进,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37377610926999,retrieved_not_deep_reviewed
1 post_id created_at_utc updated_at_utc title tags_heuristic url review_status
2 43208281917591 43322521365143 2026-09-03T02:27:56Z 2026-09-08T06:16:19Z 2026-09-06T15:14:46Z 2026-09-10T23:14:24Z 03-【进阶学习】Super Alpha 每日获得额外1-60USD,来此学习 【Region-Agnostic】一键批量将所有OS Regular Alpha 重跑为 ALL/D1 的脚本 portfolio engineering https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591 https://support.worldquantbrain.com/hc/en-us/community/posts/43322521365143 retrieved_not_deep_reviewed curated
3 43181411147287 43320471694999 2026-09-02T10:44:26Z 2026-09-08T02:27:17Z 2026-09-07T04:45:22Z 2026-09-11T00:09:25Z 【Alpha Idea】谁在付 Spread?——订单流攻击性、半衰期分层与一个双引擎架构的诞生 05-AI精选合集:创建一个具有BRAIN全部知识、金融博士、计算机博士的免费助手 alpha-idea guides https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287 https://support.worldquantbrain.com/hc/en-us/community/posts/43320471694999 curated
4 43179860065303 43320365312023 2026-09-02T08:17:04Z 2026-09-08T02:20:53Z 2026-09-07T07:51:01Z 2026-09-10T07:49:57Z 【Alpha Idea】维基百科关注度的"突压"信号(sent)在德国DEU市场的因子化尝试 新顾问福利:Grand Master 1v1 Advisory 答疑辅导 alpha-idea events https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303 https://support.worldquantbrain.com/hc/en-us/community/posts/43320365312023 curated
5 43179521660823 43319649278359 2026-09-02T07:35:26Z 2026-09-08T01:16:05Z 2026-09-07T07:32:08Z 2026-09-10T08:36:15Z 【Alpha Idea】不看幅度看"显著性":一个信噪比(SNR)模板在 USA / GLB / EUR 三个市场的因子化尝试 严正公告:严禁将 BRAIN 平台内容发布至第三方平台 alpha-idea general https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823 https://support.worldquantbrain.com/hc/en-us/community/posts/43319649278359 curated
6 43179259800471 43309848501783 2026-09-02T07:12:12Z 2026-09-07T15:47:18Z 2026-09-07T07:45:43Z 2026-09-10T16:10:03Z 02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集 【比赛攻略】ARC2026 全区域赛(All Region Competition 2026)一文读懂:赛制、评分、奖金与冲榜技巧 alpha-idea;engineering;portfolio events https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471 https://support.worldquantbrain.com/hc/en-us/community/posts/43309848501783 retrieved_not_deep_reviewed curated
7 43151729306647 43269155035799 2026-09-01T13:11:24Z 2026-09-05T02:52:22Z 2026-09-07T07:53:47Z 2026-09-10T12:59:22Z 【Alpha Idea】机构持仓变化与拥挤反转:institutions18 在 GLB 市场的因子化尝试 【电子鸡蛋】免费AI站点(公益站)分享 alpha-idea ai https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647 https://support.worldquantbrain.com/hc/en-us/community/posts/43269155035799 curated
8 43147371557015 43208281917591 2026-09-01T08:24:29Z 2026-09-03T02:27:56Z 2026-09-06T15:03:50Z 2026-09-10T12:40:24Z 【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力! 03-【进阶学习】Super Alpha 每日获得额外1-60USD,来此学习 alpha-idea;platform portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015 https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591 curated retrieved_not_deep_reviewed
9 43087031637527 43181411147287 2026-08-29T05:39:26Z 2026-09-02T10:44:26Z 2026-09-07T04:46:24Z 2026-09-11T00:05:03Z 【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型 【Alpha Idea】谁在付 Spread?——订单流攻击性、半衰期分层与一个双引擎架构的诞生 ai-mining;engineering alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527 https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287 retrieved_not_deep_reviewed curated
10 43085454784535 43179860065303 2026-08-29T02:21:57Z 2026-09-02T08:17:04Z 2026-09-07T06:08:37Z 2026-09-10T16:41:30Z 本地check ppc的完整方法及代码,助你GLB PPA开发一臂之力 【Alpha Idea】维基百科关注度的"突压"信号(sent)在德国DEU市场的因子化尝试 engineering;platform alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535 https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303 retrieved_not_deep_reviewed curated
11 43067045830679 43179521660823 2026-08-28T14:10:52Z 2026-09-02T07:35:26Z 2026-09-07T04:47:29Z 2026-09-10T12:57:34Z 分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。 【Alpha Idea】不看幅度看"显著性":一个信噪比(SNR)模板在 USA / GLB / EUR 三个市场的因子化尝试 platform alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679 https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823 retrieved_not_deep_reviewed curated
12 43058251853847 43179259800471 2026-08-28T02:23:03Z 2026-09-02T07:12:12Z 2026-09-07T07:27:18Z 2026-09-09T02:13:27Z 获取 WorldQuant 每天剩余回测次数、已回测次数 02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集 engineering alpha-idea;engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847 https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471 retrieved_not_deep_reviewed
13 43031577079575 43151729306647 2026-08-27T08:00:38Z 2026-09-01T13:11:24Z 2026-09-07T04:48:08Z 2026-09-10T12:59:46Z 新人顾问心得,尝试通过Robust测试(一边修改一边写帖子) 【Alpha Idea】机构持仓变化与拥挤反转:institutions18 在 GLB 市场的因子化尝试 other alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575 https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647 retrieved_not_deep_reviewed curated
14 43031425132823 43147371557015 2026-08-27T07:41:24Z 2026-09-01T08:24:29Z 2026-09-07T04:48:39Z 2026-09-10T08:02:13Z 和AI学点手搓小知识-vec操作符解析 【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力! ai-mining alpha-idea;platform https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823 https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015 retrieved_not_deep_reviewed curated
15 43030071187479 43087031637527 2026-08-27T02:21:08Z 2026-08-29T05:39:26Z 2026-09-06T22:00:47Z 2026-09-09T01:48:36Z 01-【新人必读】新顾问入门指南! 【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型 other ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479 https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527 retrieved_not_deep_reviewed
16 43006316208151 43085454784535 2026-08-26T12:39:42Z 2026-08-29T02:21:57Z 2026-09-07T04:49:04Z 2026-09-10T16:07:50Z 【组合层心法】Combined Alpha 冲 2.0 不是堆出来的:一条四季爬升线里的少交比多交强 本地check ppc的完整方法及代码,助你GLB PPA开发一臂之力 portfolio engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151 https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535 retrieved_not_deep_reviewed
17 43002825233687 43067045830679 2026-08-26T08:04:33Z 2026-08-28T14:10:52Z 2026-09-06T11:22:37Z 2026-09-10T15:47:31Z 🌟 玩转 Osmosis:让你的 Alphas 成为最高 2 倍收益放大器!(机制详解与实操指南) 分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。 portfolio platform https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687 https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679 curated retrieved_not_deep_reviewed
18 42981290349463 43058251853847 2026-08-25T14:24:44Z 2026-08-28T02:23:03Z 2026-09-07T06:08:53Z 2026-09-09T15:42:57Z 一个skill让AI不再混信号 获取 WorldQuant 每天剩余回测次数、已回测次数 ai-mining engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463 https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847 retrieved_not_deep_reviewed
19 42975079714839 43031577079575 2026-08-25T08:53:50Z 2026-08-27T08:00:38Z 2026-09-07T04:49:44Z 2026-09-09T14:36:48Z 免费体验 MiniMax‑M3!GMI Cloud 限时 14 天无限制调用福利 新人顾问心得,尝试通过Robust测试(一边修改一边写帖子) other https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839 https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575 retrieved_not_deep_reviewed
20 42972530812183 43031425132823 2026-08-25T03:58:37Z 2026-08-27T07:41:24Z 2026-09-07T04:50:15Z 2026-09-10T15:55:47Z Region Agnostic Alpha (RAA) 详解 — 新手入门指南 和AI学点手搓小知识-vec操作符解析 other ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183 https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823 retrieved_not_deep_reviewed
21 42955680180247 43030071187479 2026-08-24T16:05:41Z 2026-08-27T02:21:08Z 2026-09-07T04:50:35Z 2026-09-09T12:08:33Z 【SPC实战】信号衰减5-7天:数据源“时效性”比“全面性”更重要 01-【新人必读】新顾问入门指南! platform other https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247 https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479 curated retrieved_not_deep_reviewed
22 42945861800983 43006316208151 2026-08-24T09:08:41Z 2026-08-26T12:39:42Z 2026-09-07T04:51:02Z 2026-09-10T11:31:24Z 【🐉龙虎榜·卷四】季度奖揭榜,VF 为纲——谁人乘龙,谁人执印? 【组合层心法】Combined Alpha 冲 2.0 不是堆出来的:一条四季爬升线里的少交比多交强 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983 https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151 retrieved_not_deep_reviewed
23 42943436447127 43002825233687 2026-08-24T04:09:19Z 2026-08-26T08:04:33Z 2026-09-07T04:51:28Z 2026-09-10T14:16:28Z 【测试】相对文件名路径验证帖 🌟 玩转 Osmosis:让你的 Alphas 成为最高 2 倍收益放大器!(机制详解与实操指南) other portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127 https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687 retrieved_not_deep_reviewed curated
24 42801904467607 42981290349463 2026-08-18T07:14:53Z 2026-08-25T14:24:44Z 2026-09-07T04:51:51Z 2026-09-10T14:15:39Z [AI工具]让AI打工人使用免费的deepseek(freebuff反向代理) 一个skill让AI不再混信号 ai-mining;engineering ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607 https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463 retrieved_not_deep_reviewed
25 42775887653399 42975079714839 2026-08-17T13:07:37Z 2026-08-25T08:53:50Z 2026-09-06T10:10:44Z 2026-09-10T15:52:17Z Combined Alpha Performance 连续四季爬升,本季度突破 2.0:一条"从负数到2"的实证轨迹 免费体验 MiniMax‑M3!GMI Cloud 限时 14 天无限制调用福利 portfolio other https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399 https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839 retrieved_not_deep_reviewed
26 42774450536343 42972530812183 2026-08-17T12:12:11Z 2026-08-25T03:58:37Z 2026-09-06T10:10:52Z 2026-09-09T23:05:54Z 【大角羊】💰 每天14:30,微信自动把昨天的 Base Payment 账单送到你手上(RA/SA 分项 · 开箱即用) Region Agnostic Alpha (RAA) 详解 — 新手入门指南 portfolio other https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343 https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183 retrieved_not_deep_reviewed
27 42772611660823 42955680180247 2026-08-17T10:05:06Z 2026-08-24T16:05:41Z 2026-09-06T22:01:20Z 2026-09-10T15:47:34Z 【经验分享】分享一个combine稳定2+,最高3.23的ppa池子分布,以及分享做ppa的经验 【SPC实战】信号衰减5-7天:数据源“时效性”比“全面性”更重要 portfolio;platform platform https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823 https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247 retrieved_not_deep_reviewed curated
28 42771962021143 42945861800983 2026-08-17T08:55:07Z 2026-08-24T09:08:41Z 2026-09-07T05:43:12Z 2026-09-10T14:18:34Z 【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧! 【🐉龙虎榜·卷四】季度奖揭榜,VF 为纲——谁人乘龙,谁人执印? ai-mining portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143 https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983 retrieved_not_deep_reviewed
29 42757091114647 42943436447127 2026-08-16T07:52:17Z 2026-08-24T04:09:19Z 2026-09-07T05:43:28Z 2026-09-10T17:03:52Z 免费使用DeepSeek V4 Pro 【测试】相对文件名路径验证帖 other https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647 https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127 retrieved_not_deep_reviewed
30 42756641286295 42801904467607 2026-08-16T06:34:33Z 2026-08-18T07:14:53Z 2026-09-06T10:11:17Z 2026-09-09T08:43:39Z base记录 [AI工具]让AI打工人使用免费的deepseek(freebuff反向代理) other ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295 https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607 retrieved_not_deep_reviewed
31 42775887653399 2026-08-17T13:07:37Z 2026-09-10T10:49:38Z Combined Alpha Performance 连续四季爬升,本季度突破 2.0:一条"从负数到2"的实证轨迹 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399 retrieved_not_deep_reviewed
32 42774450536343 2026-08-17T12:12:11Z 2026-09-10T05:48:14Z 【大角羊】💰 每天14:30,微信自动把昨天的 Base Payment 账单送到你手上(RA/SA 分项 · 开箱即用) portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343 retrieved_not_deep_reviewed
33 42772611660823 2026-08-17T10:05:06Z 2026-09-10T04:32:34Z 【经验分享】分享一个combine稳定2+,最高3.23的ppa池子分布,以及分享做ppa的经验 portfolio;platform https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823 retrieved_not_deep_reviewed
34 42771962021143 2026-08-17T08:55:07Z 2026-09-09T13:33:00Z 【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧! ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143 retrieved_not_deep_reviewed
35 42757091114647 2026-08-16T07:52:17Z 2026-09-10T10:50:43Z 免费使用DeepSeek V4 Pro other https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647 retrieved_not_deep_reviewed
36 42756641286295 2026-08-16T06:34:33Z 2026-09-07T14:41:38Z base记录 other https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295 retrieved_not_deep_reviewed
37 42756136847639 2026-08-16T05:11:27Z 2026-09-06T10:11:25Z AI打工人适配Opencode go套餐 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42756136847639 retrieved_not_deep_reviewed
38 42743732814999 2026-08-15T11:17:48Z 2026-09-06T10:11:33Z 2026-09-08T03:31:11Z Claude Code Router 和quantflow不兼容的解决办法 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42743732814999 retrieved_not_deep_reviewed
39 42740521405463 2026-08-15T04:01:48Z 2026-09-06T10:11:40Z 2026-09-09T10:14:40Z 【大角羊】📱💻 电脑上的 Pi × 手机钉钉 双向通信——从零搭建全教程(零公网 · 零成本 · 开机自启)】 other https://support.worldquantbrain.com/hc/en-us/community/posts/42740521405463 retrieved_not_deep_reviewed
40 42738237663639 2026-08-15T00:37:15Z 2026-09-06T10:11:47Z 2026-09-08T03:31:10Z Claude Code 第三方模型使用搜索的利器——EXA ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42738237663639 retrieved_not_deep_reviewed
41 42721824181271 2026-08-14T14:28:28Z 2026-09-06T10:11:53Z 2026-09-08T10:00:54Z 把 Self-Correlation 搬到本地:用 daily-pnl 精确复现平台口径(实测最大误差 0.00004) ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42721824181271 curated
42 42720875852439 2026-08-14T13:56:37Z 2026-09-06T10:11:57Z 2026-09-10T08:23:10Z 【7月新顾问分享】新人如何从每天0产出到每天稳定产出alpha经验分享 other https://support.worldquantbrain.com/hc/en-us/community/posts/42720875852439 retrieved_not_deep_reviewed
43 42714622464407 2026-08-14T06:16:44Z 2026-09-06T22:00:58Z 2026-09-09T14:41:30Z CNHKMCP QuantFlow 提示词 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407 retrieved_not_deep_reviewed
44 42691768951447 2026-08-13T14:10:35Z 2026-09-06T10:12:05Z CLIProxyAPI桌面版,搭配opencode-go,实现与QuantFlow的配合 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42691768951447 retrieved_not_deep_reviewed
45 42686571665303 2026-08-13T09:20:16Z 2026-09-06T10:12:11Z 2026-09-09T17:47:20Z 【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha other https://support.worldquantbrain.com/hc/en-us/community/posts/42686571665303 retrieved_not_deep_reviewed
46 42662873714711 2026-08-12T13:39:07Z 2026-09-06T10:12:18Z 2026-09-09T18:59:19Z AI模板库分享 alpha-idea;ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711 retrieved_not_deep_reviewed
47 42587179348119 2026-08-09T13:34:48Z 2026-09-06T10:12:24Z GBR/DEU新地区不出货?多图解析新地区Alpha首周全球提交现况 other https://support.worldquantbrain.com/hc/en-us/community/posts/42587179348119 retrieved_not_deep_reviewed
48 42585946296855 2026-08-09T11:25:38Z 2026-09-06T10:12:32Z 分享一个连接插件中prodmemo和python的一个小脚本,帮助大家可以将页面上缓存的pc拿到python里用 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42585946296855 retrieved_not_deep_reviewed
49 42549574041367 2026-08-07T15:11:16Z 2026-09-06T10:12:41Z 2026-09-10T18:55:47Z 普通 Alpha 到顶级 Alpha 的优化执行手册 other https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367 retrieved_not_deep_reviewed
50 42519002511767 2026-08-06T13:40:05Z 2026-09-07T06:45:10Z 2026-09-09T17:47:22Z 【经验分享】Python Alpha 30名心得:从 FastExpr 到 Python,我用 17 个 alpha 趟出来的一条路 other https://support.worldquantbrain.com/hc/en-us/community/posts/42519002511767 curated
51 42513832186263 2026-08-06T08:10:32Z 2026-09-06T10:12:57Z 【7月新顾问分享】从“用户阶段好用”到“顾问阶段跑通” other https://support.worldquantbrain.com/hc/en-us/community/posts/42513832186263 retrieved_not_deep_reviewed
52 42513455206423 2026-08-06T07:24:54Z 2026-09-06T10:13:04Z 2026-09-08T01:17:09Z 【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强,我个人认为skill是无用之举,并且会限制你的ai去挖掘更多方向 【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强,我个人认为skill是无用之举,并且会限制你的ai去挖掘更多方向 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42513455206423 curated
53 42509573118999 2026-08-06T01:10:42Z 2026-09-06T10:13:17Z 2026-09-09T01:48:44Z AI: GLB analyst16 -- 从"潜力 Alpha"到"成功 Alpha":一次成功挖掘regular alpha的复盘 AI: GLB analyst16 -- 从"潜力 Alpha"到"成功 Alpha":一次成功挖掘regular alpha的复盘 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42509573118999 retrieved_not_deep_reviewed
54 42487308197783 2026-08-05T12:29:10Z 2026-09-07T07:25:25Z 2026-09-09T01:48:43Z TRAE 自动化定时任务 + 电脑控制:让 AI的Alpha 优化永不卡死,全程零人工盯屏 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42487308197783 retrieved_not_deep_reviewed
55 42460800447895 2026-08-04T14:16:29Z 2026-09-06T10:13:28Z 2026-09-09T01:48:41Z 关于华子哥插件显示数据集表现的方法 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/42460800447895 retrieved_not_deep_reviewed
56 42455010729367 2026-08-04T09:08:28Z 2026-09-06T10:13:38Z 2026-09-08T04:37:34Z 【经验分享】省钱!!Context 与 Token 极致瘦身的 3 大技巧 other https://support.worldquantbrain.com/hc/en-us/community/posts/42455010729367 retrieved_not_deep_reviewed
57 42425230653719 2026-08-03T11:12:47Z 2026-09-06T10:13:44Z 2026-09-09T08:57:13Z 【资源分享】基于腾讯IMA的 WorldQuant BRAIN 论坛高价值(GM)经验总结知识库 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42425230653719 retrieved_not_deep_reviewed
58 42423993843735 2026-08-03T09:16:29Z 2026-09-06T15:03:55Z 2026-09-09T06:13:30Z 【2026.08月活动】给回测服务器上点压力!提升回测数量是提交alpha的前提 engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/42423993843735 retrieved_not_deep_reviewed
59 42423399281815 2026-08-03T08:06:20Z 2026-09-06T10:14:03Z 2026-09-09T12:13:16Z 【经验分享】:弱推理模型提示词工程思路 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42423399281815 retrieved_not_deep_reviewed
60 42407253630359 2026-08-02T06:45:01Z 2026-09-06T10:14:10Z 2026-09-09T11:47:39Z 【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster!(下篇) other https://support.worldquantbrain.com/hc/en-us/community/posts/42407253630359 retrieved_not_deep_reviewed
61 42406158561943 2026-08-02T04:01:39Z 2026-09-06T10:14:21Z 2026-09-09T06:25:32Z 【工程优化】Agent 挖 Alpha 时 Token 黑洞:raw 留磁盘,对话只读 decision ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42406158561943 curated
62 42403326870423 2026-08-01T23:06:55Z 2026-08-31T04:35:05Z 2026-09-09T06:25:51Z 【工作流分享】我用reasonix 以正式版deepseek4flash 13小时花费3.5rmb 挖到一个美国因子 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42403326870423 retrieved_not_deep_reviewed
63 42359440646551 2026-07-31T02:03:08Z 2026-08-31T02:54:25Z 2026-09-10T08:54:18Z 使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42359440646551 retrieved_not_deep_reviewed
64 42304810788375 2026-07-29T07:28:45Z 2026-09-06T13:09:26Z 2026-09-09T06:26:21Z 【Quant101】工具开源:FastPlus —— 大模型友好的本地 Fast Expression 解析器 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42304810788375 retrieved_not_deep_reviewed
65 42304698341399 2026-07-29T07:08:46Z 2026-09-06T06:42:12Z 新顾问专属|GAC 2026火热进行中,8月9日前所有GLB D1 Pure PowerPool Alpha均可参赛! platform https://support.worldquantbrain.com/hc/en-us/community/posts/42304698341399 retrieved_not_deep_reviewed
66 42302637812503 2026-07-29T03:17:49Z 2026-09-07T07:46:17Z 2026-09-10T16:42:52Z 📢 BRAIN 中国区意见与建议留言墙 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503 retrieved_not_deep_reviewed
67 42302363145879 2026-07-29T03:00:25Z 2026-09-04T08:52:16Z 2026-09-08T03:31:25Z 【龙虎榜·卷三】Combine新章鸣锣,VF季榜神州十八骑绝尘,榜更迟来群雄逐鹿,新赛季首更谁立潮头? portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/42302363145879 retrieved_not_deep_reviewed
68 42274443124119 2026-07-28T04:37:43Z 2026-09-06T14:58:44Z 2026-09-09T13:20:37Z 【工作流分享】我把整套 BRAIN 挖矿流程写成了 5 个 Agent Skill(含使用教程 + 真实实验记录 + 全套文件打包下载) ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119 curated
69 42259186135831 2026-07-27T17:54:46Z 2026-09-04T08:53:44Z 2026-09-10T01:49:28Z 【2个月提交220个RA经验分享】跨地区通用规律:哪些经验换个 Region 还能用? other https://support.worldquantbrain.com/hc/en-us/community/posts/42259186135831 retrieved_not_deep_reviewed
70 42258807786391 2026-07-27T17:43:50Z 2026-09-07T07:40:24Z 2026-09-09T08:41:14Z 【2个月提交220个RA经验分享】ASI 从论坛知识到实战验证:SLOW 中性化是王道 other https://support.worldquantbrain.com/hc/en-us/community/posts/42258807786391 retrieved_not_deep_reviewed
71 42216209199255 2026-07-25T09:32:43Z 2026-09-04T08:56:59Z 2026-09-10T06:50:36Z 【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/42216209199255 retrieved_not_deep_reviewed
72 42215740602135 2026-07-25T08:45:29Z 2026-09-04T14:46:10Z 2026-09-10T06:50:50Z 快给你们的帖子化妆吧!一套实测可用的 HTML 排版组件 other https://support.worldquantbrain.com/hc/en-us/community/posts/42215740602135 retrieved_not_deep_reviewed
73 42215210781719 2026-07-25T07:43:59Z 2026-09-06T15:07:50Z 2026-09-09T07:41:54Z 成为 Grandmaster 后,我复盘了 Q2 的 224 个 Alpha:相比过去,哪些真的改变了? other https://support.worldquantbrain.com/hc/en-us/community/posts/42215210781719 retrieved_not_deep_reviewed
74 42211897526295 2026-07-25T02:29:49Z 2026-09-05T00:55:49Z 2026-09-10T06:51:46Z 【SPC深度实战】从数据源到信号衰减——Systematic Predictions Challenge 排名优化的完整框架 engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/42211897526295 retrieved_not_deep_reviewed
75 42187906212247 2026-07-24T08:28:52Z 2026-09-04T09:01:52Z 2026-09-10T06:52:43Z 冷门数据集分享【earnings】 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247 curated
76 42187744015767 2026-07-24T08:12:51Z 2026-08-31T04:09:35Z 2026-09-09T08:44:35Z 使用rank_by_side改善2year_sharpe/ladder_sharpe other https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767 retrieved_not_deep_reviewed
77 42185098677399 2026-07-24T02:58:26Z 2026-09-05T07:49:49Z 2026-09-09T09:48:42Z 分享自己写的超多功能的客户端(效率神器) other https://support.worldquantbrain.com/hc/en-us/community/posts/42185098677399 retrieved_not_deep_reviewed
78 42184733027991 2026-07-24T02:18:40Z 2026-09-06T03:36:50Z 浅谈我的一二三阶开发流程----记7.23日新人答疑课 other https://support.worldquantbrain.com/hc/en-us/community/posts/42184733027991 curated
79 42161798745879 2026-07-23T09:22:01Z 2026-09-06T11:31:07Z 2026-09-09T17:47:26Z 从新手到GM顾问:我的Alpha挖掘系统化方法论分享 other https://support.worldquantbrain.com/hc/en-us/community/posts/42161798745879 retrieved_not_deep_reviewed
80 42160945573271 2026-07-23T07:42:15Z 2026-09-06T06:42:27Z 用Python alpha 剔除/保留特定国家/行业进行回测的初步尝试 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42160945573271 retrieved_not_deep_reviewed
81 42160836246039 2026-07-23T07:26:46Z 2026-09-05T00:26:28Z GOLD→MASTER→GM,VF0.96,我的11月至6月总结。 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/42160836246039 retrieved_not_deep_reviewed
82 42160653418647 2026-07-23T07:06:37Z 2026-09-06T06:42:27Z 通过Labs查看group类型字段的字符串与对应数字id的方法(附部分对应表格) alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/42160653418647 retrieved_not_deep_reviewed
83 42078917602455 2026-07-20T10:08:29Z 2026-08-29T02:50:51Z 2026-09-09T06:26:21Z 【Quant101】AI因子挖掘实战:零成本用AI挖掘一个 High Turnover PPA ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/42078917602455 retrieved_not_deep_reviewed
84 42078729821591 2026-07-20T09:49:27Z 2026-09-05T00:25:15Z 【字段处理】nan 不是一种:断粮型该填、真缺型别填(GLB/MINVOL1M & IND/TOP500/D1) alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/42078729821591 retrieved_not_deep_reviewed
85 42065802192023 2026-07-19T12:27:25Z 2026-08-29T02:53:46Z 2026-09-09T06:47:49Z [Token王] 2026Q2 全球六维数据分析 other https://support.worldquantbrain.com/hc/en-us/community/posts/42065802192023 retrieved_not_deep_reviewed
86 42065262268567 2026-07-19T11:29:39Z 2026-09-05T00:25:15Z 【换手治理】低换手≠稳健:turnover 的三个隐形侵蚀点,和 trade_when 别用反了(USA/TOP3000/D1) other https://support.worldquantbrain.com/hc/en-us/community/posts/42065262268567 retrieved_not_deep_reviewed
87 42064574062359 2026-07-19T10:02:02Z 2026-08-29T02:56:24Z 最近跑 alpha 后沉淀的几个少踩坑经验 other https://support.worldquantbrain.com/hc/en-us/community/posts/42064574062359 retrieved_not_deep_reviewed
88 42064544905495 2026-07-19T09:53:45Z 2026-08-29T02:58:20Z 最近跑 alpha 后沉淀的几个少踩坑经验 other https://support.worldquantbrain.com/hc/en-us/community/posts/42064544905495 retrieved_not_deep_reviewed
89 42062231758103 2026-07-19T03:51:11Z 2026-08-29T02:59:29Z 2026-09-10T06:52:45Z 【GLB】冷门数据集分享 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103 retrieved_not_deep_reviewed
90 42061123738903 2026-07-19T01:29:50Z 2026-09-06T06:42:28Z Python alpha官方webinar视频代码补档:ACO + Online alphas engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42061123738903 retrieved_not_deep_reviewed
91 42060935441943 2026-07-19T01:05:26Z 2026-09-06T06:42:28Z 官方webinar不分享源代码?用skill一键完整提取视频中的代码 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42060935441943 retrieved_not_deep_reviewed
92 42047259261335 2026-07-18T04:01:02Z 2026-09-05T00:25:15Z 从 Fast 翻译到 Python Alpha 别急着炫技:截面/时序错位是头号杀手,事件漂移和中性化层级是隐形雷 other https://support.worldquantbrain.com/hc/en-us/community/posts/42047259261335 curated
93 42045578950551 2026-07-18T01:16:32Z 2026-09-07T06:45:10Z 2026-09-07T14:05:02Z 【经验分享】从Gold到Master:一个普通顾问的升级之路 other https://support.worldquantbrain.com/hc/en-us/community/posts/42045578950551 retrieved_not_deep_reviewed
94 42044407938839 2026-07-17T23:55:28Z 2026-08-29T03:05:13Z 在回测页面新窗口打开Alpha 详情页和在详情页便携复制信息的油猴脚本 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42044407938839 retrieved_not_deep_reviewed
95 42029118285847 2026-07-17T14:49:02Z 2026-09-05T00:25:16Z rank / zscore / group_rank 别乱用:中性化前这一步,决定你 OS 稳不稳 other https://support.worldquantbrain.com/hc/en-us/community/posts/42029118285847 retrieved_not_deep_reviewed
96 42022555985047 2026-07-17T08:57:03Z 2026-09-04T16:04:05Z 2026-09-10T15:03:11Z 【SPC宝可梦】收集多位投资大师Promot platform https://support.worldquantbrain.com/hc/en-us/community/posts/42022555985047 retrieved_not_deep_reviewed
97 42021722069143 2026-07-17T07:32:26Z 2026-09-05T00:27:21Z 【工具优化】回测页面中Alpha详情的跳转按钮没了?插件来实现! engineering https://support.worldquantbrain.com/hc/en-us/community/posts/42021722069143 retrieved_not_deep_reviewed
98 42021244122775 2026-07-17T06:37:04Z 2026-09-04T18:00:25Z 2026-09-09T08:57:55Z SPC 竞赛 Prompt 生成完整指南 platform https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775 retrieved_not_deep_reviewed
99 42020342676759 2026-07-17T04:56:47Z 2026-09-04T15:52:25Z 2026-09-10T03:43:10Z 【代码分享】免费获取SPC比赛所需ID数据 engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/42020342676759 retrieved_not_deep_reviewed
100 42019924663319 2026-07-17T04:09:47Z 2026-08-29T03:11:38Z 这次升级,让我非常的意外! other https://support.worldquantbrain.com/hc/en-us/community/posts/42019924663319 retrieved_not_deep_reviewed
101 42019332809111 2026-07-17T03:11:51Z 2026-08-29T03:13:14Z 【新手顾问经验分享】从“随机试因子”到“研究生产系统”:一套面向 RA 与 PPA 的 Alpha 研究框架 engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/42019332809111 retrieved_not_deep_reviewed
102 42019010387479 2026-07-17T02:43:30Z 2026-08-29T03:14:30Z 2026-09-10T06:51:47Z 【踩坑记录】Python Alpha 开发中容易触发的 5 个"隐藏规则" other https://support.worldquantbrain.com/hc/en-us/community/posts/42019010387479 retrieved_not_deep_reviewed
103 42018671130391 2026-07-17T02:14:19Z 2026-09-06T12:24:05Z 2026-09-10T10:15:15Z 【经验分享】Alpha 过拟合的早期信号与应对策略 other https://support.worldquantbrain.com/hc/en-us/community/posts/42018671130391 retrieved_not_deep_reviewed
104 42015743397655 2026-07-16T23:02:32Z 2026-08-29T03:16:35Z Prompt 竞赛指南 other https://support.worldquantbrain.com/hc/en-us/community/posts/42015743397655 retrieved_not_deep_reviewed
105 42007074836247 2026-07-16T17:36:24Z 2026-09-02T11:38:05Z Power Pool Competition拿奖就像开盲盒?USA D1 Fast Dataset Power Pool拿到第二名的分析与思考 platform https://support.worldquantbrain.com/hc/en-us/community/posts/42007074836247 retrieved_not_deep_reviewed
106 41995684431767 2026-07-16T09:16:12Z 2026-09-05T00:25:16Z Python alpha 里 np.nan_to_num 填 0 是在造伪信号:缺失值这么补才不坑 other https://support.worldquantbrain.com/hc/en-us/community/posts/41995684431767 retrieved_not_deep_reviewed
113 41939959839895 2026-07-14T09:52:26Z 2026-09-05T00:25:17Z trade_when真不是装饰:把"只在某类行情里灵"的脆弱信号,用条件收住 other https://support.worldquantbrain.com/hc/en-us/community/posts/41939959839895 retrieved_not_deep_reviewed
114 41937689411479 2026-07-14T05:39:35Z 2026-08-29T05:37:54Z 【GLB/D1 PPAC复盘】第一次拿到PPAC第24名的复盘 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41937689411479 retrieved_not_deep_reviewed
115 41909117583383 2026-07-13T07:41:26Z 2026-09-05T00:29:20Z 【差生文具多】WQ助手1.03版本(安卓版本) other https://support.worldquantbrain.com/hc/en-us/community/posts/41909117583383 retrieved_not_deep_reviewed
116 41908323673111 2026-07-13T06:19:18Z 2026-09-05T00:25:18Z 2026-09-09T08:48:36Z 字段堆越多alpha越牛?我替你们试过了,真不是这么回事 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/41908323673111 retrieved_not_deep_reviewed
117 41903649174807 2026-07-12T22:22:13Z 2026-08-29T05:41:31Z 【新人笔记】Pairwise Correlation:提交前先想清楚提交顺序 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41903649174807 retrieved_not_deep_reviewed
118 41898564566167 2026-07-12T15:18:27Z 2026-08-31T05:13:16Z 2026-09-09T02:34:11Z 新人半年一个季度一次跳跃:gold->expert->master other https://support.worldquantbrain.com/hc/en-us/community/posts/41898564566167 retrieved_not_deep_reviewed
119 41898002651287 2026-07-12T14:31:29Z 2026-08-29T05:43:36Z 【经验分享】VF0.37->0.95->0.97!我的方法论和工作流都在这了 ai-mining;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41898002651287 retrieved_not_deep_reviewed
120 41897133795479 2026-07-12T13:05:00Z 2026-09-05T00:25:18Z 一个表达式IS很漂亮,提交半年后突然拉胯?我踩过的时间维度坑 other https://support.worldquantbrain.com/hc/en-us/community/posts/41897133795479 retrieved_not_deep_reviewed
121 41895342323095 2026-07-12T09:23:12Z 2026-09-04T03:32:01Z 2026-09-10T16:29:16Z 【新顾问友好】【工具分享】挖出来因子不知道哪个值得交?来看看!含webui界面的alpha后向筛选工具(开源) engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41895342323095 retrieved_not_deep_reviewed
122 41881412101399 2026-07-11T11:29:02Z 2026-09-05T00:25:19Z 【细节坑】中性化顺序不是随便排的:先 industry 还是先 group,结果差很多 other https://support.worldquantbrain.com/hc/en-us/community/posts/41881412101399 retrieved_not_deep_reviewed
123 41880799695127 2026-07-11T10:14:17Z 2026-09-07T08:04:45Z 2026-09-07T08:12:29Z [代码优化]ProdMemo v2.0:在浏览器本地计算 Self Corr engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41880799695127 retrieved_not_deep_reviewed
124 41878175264663 2026-07-11T04:13:48Z 2026-08-29T05:49:19Z 【python alpha】IND区域 Python Alpha 优化经验分享 other https://support.worldquantbrain.com/hc/en-us/community/posts/41878175264663 retrieved_not_deep_reviewed
125 41877985926423 2026-07-11T03:58:23Z 2026-09-05T00:26:28Z token太贵怎么办, GLM-5.2 免费了 other https://support.worldquantbrain.com/hc/en-us/community/posts/41877985926423 retrieved_not_deep_reviewed
126 41877348653335 2026-07-11T02:49:35Z 2026-07-29T16:03:59Z 2026-09-10T06:51:48Z 【经验分享】SUPER Alpha 组合表达式(Combination)的多时间尺度融合 — combo_a 与风险调整权重 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41877348653335 retrieved_not_deep_reviewed
127 41860731598487 2026-07-10T15:11:51Z 2026-08-31T02:33:15Z [代码分享] BRAIN Alpha 批量提交工具 — PPA 备注自动管理 + 429 自适应退避 ai-mining;engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41860731598487 retrieved_not_deep_reviewed
128 41856507417623 2026-07-10T12:39:26Z 2026-09-03T04:52:58Z 从「 IDE的MCP挨个手动重启」到「一次配置,全部打通」:我的 BRAIN MCP 桥接架构分享 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41856507417623 curated
129 41854026316055 2026-07-10T09:39:49Z 2026-09-05T00:25:19Z 【验证纪律】同一表达式跨 universe 跑:region regime 错配导致的指标分裂 other https://support.worldquantbrain.com/hc/en-us/community/posts/41854026316055 retrieved_not_deep_reviewed
130 41853221944727 2026-07-10T08:07:46Z 2026-08-29T08:45:38Z 【AI打工人】0基础新手指南。我们安装的Skill和MCP到底有什么,怎么用? ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41853221944727 retrieved_not_deep_reviewed
131 41849925214231 2026-07-10T02:03:06Z 2026-08-15T13:56:06Z 2026-09-10T06:52:46Z 降低【turnover】的几种方法对比分析 other https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231 retrieved_not_deep_reviewed
132 41843067537431 2026-07-09T20:57:11Z 2026-07-24T07:03:13Z Power Pool Competition拿奖就像开盲盒?USA D1 Fast Dataset Power Pool拿到第二名的分析与思考 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41843067537431 retrieved_not_deep_reviewed
133 41830530812823 2026-07-09T14:35:37Z 2026-08-23T12:35:16Z 新手顾问Combined Selected Alpha Performance第一次更新冲上5.1 portfolio;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41830530812823 retrieved_not_deep_reviewed
134 41825836449047 2026-07-09T11:08:53Z 2026-09-05T04:13:14Z 2026-09-08T13:50:21Z 【大角羊】一分钟掌握参加SPC 2026要点! platform https://support.worldquantbrain.com/hc/en-us/community/posts/41825836449047 retrieved_not_deep_reviewed
135 41804720051607 2026-07-08T15:47:44Z 2026-07-30T16:04:33Z cnhkmcp 使用时经常需要重启和使用create_multi_simulation超时的问题 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41804720051607 retrieved_not_deep_reviewed
136 41801462727191 2026-07-08T14:19:05Z 2026-08-29T06:03:12Z 2026-09-10T06:50:51Z 【SPC 2026】一文看懂 Systematic Prediction Challenge,写提示词就能参加! ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41801462727191 curated
137 41796491619351 2026-07-08T10:32:54Z 2026-09-06T06:42:29Z 多图解析GLB最新3x High Turnover Theme国区提交现况 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41796491619351 retrieved_not_deep_reviewed
138 41771840601495 2026-07-07T14:25:07Z 2026-09-02T09:37:35Z 2026-09-10T06:50:53Z 【Super Alpha Combo 灵感】分享几个有意思的 Combo 表达式:获得更多三五! alpha-idea;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41771840601495 retrieved_not_deep_reviewed
139 41735891987479 2026-07-06T09:42:06Z 2026-09-05T00:25:19Z 废因子的二次利用:用低 Sharpe 稳定信号做自定义中性化 other https://support.worldquantbrain.com/hc/en-us/community/posts/41735891987479 retrieved_not_deep_reviewed
140 41734005749399 2026-07-06T06:03:18Z 2026-08-15T14:56:59Z USA/D1 Power Pool July'26 — PPA六种中性化方式实测对比 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41734005749399 retrieved_not_deep_reviewed
141 41732813691287 2026-07-06T03:30:04Z 2026-08-25T13:29:10Z 【经验分享】MEA地区高级算子探索篇:ts_entropy other https://support.worldquantbrain.com/hc/en-us/community/posts/41732813691287 retrieved_not_deep_reviewed
142 41719890581911 2026-07-05T04:44:58Z 2026-07-31T03:17:46Z 【代码优化】代码提交ppa和sa时调用AI自动/手动写描述 ai-mining;engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41719890581911 retrieved_not_deep_reviewed
143 41707021146263 2026-07-04T09:22:13Z 2026-08-18T03:22:14Z 基于 MEA区TOP400因子,解决指标Weight Concentration过高、2Y Sharpe过低的优化实战总结 other https://support.worldquantbrain.com/hc/en-us/community/posts/41707021146263 retrieved_not_deep_reviewed
144 41706827651991 2026-07-04T08:53:46Z 2026-08-24T01:18:08Z 2026-09-10T17:05:13Z [all alpha can do] wqb_cli 0.3.2 震撼发布:从零打造 Agent-Native 的 WorldQuant BRAIN 真实操作层 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41706827651991 curated
145 41692781472919 2026-07-03T16:09:22Z 2026-09-06T15:03:58Z 2026-09-08T03:31:04Z [26年7月打卡活动] 坚持提交 Alpha,最高赢取 300 积分!兑换BRAIN周边与token ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41692781472919 retrieved_not_deep_reviewed
146 41684771561751 2026-07-03T09:43:59Z 2026-08-19T09:55:46Z 【心得分享】从入门到进阶——Alpha 优化全攻略 other https://support.worldquantbrain.com/hc/en-us/community/posts/41684771561751 retrieved_not_deep_reviewed
147 41684251807639 2026-07-03T08:53:42Z 2026-07-29T08:29:13Z 【实用工具】WorldQuant BRAIN Super Alpha 多地区生成器 复制可用 支持own和not own ai-mining;engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41684251807639 retrieved_not_deep_reviewed
148 41684104419095 2026-07-03T08:34:18Z 2026-07-23T09:24:03Z 教训贴 - 学而时习之。 other https://support.worldquantbrain.com/hc/en-us/community/posts/41684104419095 retrieved_not_deep_reviewed
149 41655567026967 2026-07-02T09:07:02Z 2026-08-07T10:49:02Z fast2python关于复现fast op分享 other https://support.worldquantbrain.com/hc/en-us/community/posts/41655567026967 retrieved_not_deep_reviewed
150 41655387004439 2026-07-02T08:52:32Z 2026-09-05T06:07:08Z WorldQuant BRAIN MCP 工具频繁崩溃?一行代码修复连接断开的坑 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41655387004439 retrieved_not_deep_reviewed
151 41654205318807 2026-07-02T06:32:45Z 2026-09-01T12:59:27Z 求助帖---华子哥的插件如何查看数据集的表现 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/41654205318807 retrieved_not_deep_reviewed
152 41653035827223 2026-07-02T04:23:28Z 2026-08-26T08:18:47Z 2026-09-07T13:18:21Z [Python alpha]基于LLms 工作流的python alpha制作经验分享 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41653035827223 retrieved_not_deep_reviewed
153 41651283176855 2026-07-02T01:49:11Z 2026-09-03T17:20:42Z 2026-09-10T12:52:57Z Osmosis 分数自动分配脚本:OS优先、REGULAR/SUPER分池、自动补齐10个 engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41651283176855 retrieved_not_deep_reviewed
154 41625344232343 2026-07-01T06:59:13Z 2026-08-07T10:42:17Z 【经验分享】MEA地区CONCENTRATED_WEIGHT 阻塞解决记录 other https://support.worldquantbrain.com/hc/en-us/community/posts/41625344232343 retrieved_not_deep_reviewed
155 41625263438999 2026-07-01T06:48:57Z 2026-08-29T09:01:30Z 【代码分享】一个小工具:新人往哪里挖因子 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41625263438999 retrieved_not_deep_reviewed
156 41568235513623 2026-06-29T09:20:34Z 2026-07-21T07:25:31Z 每次实操都要留下可复用的东西,让错误和经验都变成资产 other https://support.worldquantbrain.com/hc/en-us/community/posts/41568235513623 retrieved_not_deep_reviewed
157 41567966789655 2026-06-29T08:54:54Z 2026-07-24T03:57:15Z 新人坐牢3个月后vf从0.5=>0.86,稳中求进 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41567966789655 retrieved_not_deep_reviewed
158 41563959159319 2026-06-29T01:58:42Z 2026-09-02T08:02:12Z 2026-09-07T10:33:25Z 【经验分享】新手出分VF0.5-->0.96-->1-->1,Combine0.69-->0.39-->1.66-->2.03,如何从懵懂到开悟! portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41563959159319 retrieved_not_deep_reviewed
159 41556669366551 2026-06-28T15:20:46Z 2026-07-24T10:29:26Z 不懂就问,各位大神这个问题该怎么解决? other https://support.worldquantbrain.com/hc/en-us/community/posts/41556669366551 retrieved_not_deep_reviewed
160 41553665016983 2026-06-28T10:02:03Z 2026-07-26T04:47:01Z 2026-09-10T06:52:44Z HKG PV Alpha 优化心得:rank(winsorize)+ts_quantile+decay=0 三重组合拳 other https://support.worldquantbrain.com/hc/en-us/community/posts/41553665016983 retrieved_not_deep_reviewed
161 41552805539991 2026-06-28T07:29:20Z 2026-07-23T09:38:25Z 【经验分享】这样的alpha到底应不应该交? other https://support.worldquantbrain.com/hc/en-us/community/posts/41552805539991 retrieved_not_deep_reviewed
162 41551682155799 2026-06-28T04:41:20Z 2026-09-03T11:15:13Z 【Python Alpha 挑战赛】高换手率因子优化经验分享 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41551682155799 retrieved_not_deep_reviewed
163 41551045362071 2026-06-28T03:14:14Z 2026-08-23T14:03:54Z 【代码工具分享】让 Alpha 回测告别手工时代:一条命令跑完整个研究闭环 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41551045362071 retrieved_not_deep_reviewed
164 41550810962455 2026-06-28T02:51:55Z 2026-08-22T12:06:33Z 【经验分享】VF0.5-0.93-0.88-0.96-0.88-0.93,我交了什么样的Alpha? portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41550810962455 retrieved_not_deep_reviewed
165 41550783184663 2026-06-28T02:44:23Z 2026-08-28T11:18:24Z 2026-09-10T01:49:43Z 【MCP WorkFlow】靠这套GLB地区优化工作流,RA直接入账55刀(附核心模板) alpha-idea;ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41550783184663 retrieved_not_deep_reviewed
166 41540700959639 2026-06-27T12:41:58Z 2026-07-24T10:33:57Z [Python Alpha 挑战赛] Monte Carlo GBM + 贝叶斯自适应:AI Agent 量化研究工作流实战 ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41540700959639 retrieved_not_deep_reviewed
167 41540545206679 2026-06-27T12:32:05Z 2026-08-19T10:49:19Z 【Quant101】基于FastExpr的高效PythonAlpha架构设计——From Fast to Python Skill ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41540545206679 retrieved_not_deep_reviewed
168 41510344038551 2026-06-26T09:58:11Z 2026-07-23T09:36:18Z 【osmosis】首次分配osmosis,入围「Osmosis 破浪挑战赛」启航组TOP20的一些总结 portfolio;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41510344038551 retrieved_not_deep_reviewed
171 41485794329111 2026-06-25T15:53:28Z 2026-08-19T15:09:39Z 大模型量化研究通用提示词 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41485794329111 retrieved_not_deep_reviewed
172 41477736120983 2026-06-25T10:46:37Z 2026-09-06T14:41:09Z 【经验分享】VF0.5 - 0.8- 0.7 - 0.96,我的 VF 过山车全复盘 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41477736120983 retrieved_not_deep_reviewed
173 41476771798039 2026-06-25T09:12:45Z 2026-09-05T00:28:37Z OS comb从稳健提升到雪崩,我的一次教训。 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41476771798039 retrieved_not_deep_reviewed
174 41469699090071 2026-06-24T22:45:50Z 2026-08-02T03:42:54Z 2026-09-09T08:43:09Z 我的AI工作流:从低谷到突破,AI成了我的研究搭档 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41469699090071 retrieved_not_deep_reviewed
175 41459028441623 2026-06-24T16:23:21Z 2026-08-19T17:27:39Z [经验分享]Osmosis分配的三种思路 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41459028441623 retrieved_not_deep_reviewed
176 41458691230615 2026-06-24T16:12:12Z 2026-07-11T04:22:07Z MCP 实战中的三个效率瓶颈和我的绕行方案 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41458691230615 retrieved_not_deep_reviewed
177 41449260982423 2026-06-24T08:44:11Z 2026-08-18T07:59:46Z 【python alpha挑战赛】fast to python alpha skill 【python alpha挑战赛】fast to python alpha skill ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423 retrieved_not_deep_reviewed
178 41447270247703 2026-06-24T04:47:37Z 2026-08-06T02:05:48Z 【Python Alpha】trade_when 参数调优 other https://support.worldquantbrain.com/hc/en-us/community/posts/41447270247703 retrieved_not_deep_reviewed
179 41446358126743 2026-06-24T03:12:35Z 2026-07-24T10:27:04Z [工具分享]还在用向日葵?试试这款远程工具吧,免费流畅! engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41446358126743 retrieved_not_deep_reviewed
180 41446189246743 2026-06-24T02:57:34Z 2026-08-24T11:56:35Z [一键运行版]AI工作流里准确校验表达式 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41446189246743 retrieved_not_deep_reviewed
181 41430666584471 2026-06-23T16:06:52Z 2026-07-20T11:17:38Z 【复利工作流探索・第 1 篇】流程框架分工总览:如何打造可以持续迭代增值的挖矿体系 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41430666584471 retrieved_not_deep_reviewed
182 41430630302871 2026-06-23T16:04:11Z 2026-07-04T09:07:54Z 【复利工作流探索・第 1 篇】流程框架分工总览:如何打造可以持续迭代增值的挖矿体系 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41430630302871 retrieved_not_deep_reviewed
183 41428076834583 2026-06-23T14:48:40Z 2026-07-29T15:58:21Z os rank全球第一对我的os combine的影响?以及如何通过os rank判断自己的oscombine的涨跌! portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41428076834583 retrieved_not_deep_reviewed
184 41421236450967 2026-06-23T08:42:05Z 2026-07-15T09:16:06Z 使用蒙特卡洛来实现python alpha代码 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41421236450967 retrieved_not_deep_reviewed
185 41421186876439 2026-06-23T08:36:36Z 2026-08-31T15:51:21Z [Python Alpha 挑战赛] Regular Alpha → Python Alpha 转换实战指南 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41421186876439 retrieved_not_deep_reviewed
186 41420742165527 2026-06-23T07:51:08Z 2026-09-06T07:52:17Z HKG sentiment (snl27/snt27) 三种 vec_sum 后处理路径实测对比 other https://support.worldquantbrain.com/hc/en-us/community/posts/41420742165527 retrieved_not_deep_reviewed
187 41418252156439 2026-06-23T02:58:03Z 2026-08-02T03:07:01Z Python Alpha 数据预处理完全指南:从 Raw Data 到 Clean Signal 的五步法 other https://support.worldquantbrain.com/hc/en-us/community/posts/41418252156439 retrieved_not_deep_reviewed
188 41418196103191 2026-06-23T02:51:58Z 2026-07-24T10:23:52Z 隐藏技巧: 批量用alpha_id查询alpha other https://support.worldquantbrain.com/hc/en-us/community/posts/41418196103191 retrieved_not_deep_reviewed
189 41417418697111 2026-06-23T01:38:06Z 2026-08-26T14:55:34Z 2026-09-08T15:39:55Z 利用AI优化alpha,成功提交的过程 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41417418697111 retrieved_not_deep_reviewed
190 41409109779607 2026-06-22T19:19:08Z 2026-09-02T18:50:55Z 用 Codex + Claude Code 做 WorldQuant Alpha:一个简单实用的多 Agent 工作流 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41409109779607 retrieved_not_deep_reviewed
191 41397704497303 2026-06-22T13:37:58Z 2026-07-24T06:26:13Z 【求助贴】关于Python生成Alpha表达式的方法 other https://support.worldquantbrain.com/hc/en-us/community/posts/41397704497303 retrieved_not_deep_reviewed
192 41396933582231 2026-06-22T13:10:05Z 2026-07-23T09:57:14Z 【写给新顾问】这个因子值不值得提?3步帮你快速厘清! other https://support.worldquantbrain.com/hc/en-us/community/posts/41396933582231 retrieved_not_deep_reviewed
193 41392995550231 2026-06-22T08:51:19Z 2026-07-23T09:44:22Z 2026-09-10T15:39:44Z 【AI提示词分享】给claude code加戒律的提示词,提高效率 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41392995550231 retrieved_not_deep_reviewed
194 41391880122007 2026-06-22T06:41:16Z 2026-07-23T09:43:07Z 最近一轮 Super Alpha 组件候选复盘:高 Fitness 不等于可提交 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41391880122007 retrieved_not_deep_reviewed
195 41377679573143 2026-06-21T03:37:53Z 2026-08-30T17:48:14Z 节省网络获取pc的一点想法 other https://support.worldquantbrain.com/hc/en-us/community/posts/41377679573143 retrieved_not_deep_reviewed
196 41377147135255 2026-06-21T02:19:06Z 2026-08-31T07:12:26Z 【大角羊】OSM Combine匀速提升:-3.20~-1.25~0.63~2.44 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41377147135255 retrieved_not_deep_reviewed
197 41363895396247 2026-06-20T03:57:49Z 2026-07-24T10:28:04Z 2026-09-08T18:17:38Z 【代码分享】自动提交alpha脚本,睡前上班自动筛选、提交、语音播报,断粮保底神器【开箱即用】 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41363895396247 retrieved_not_deep_reviewed
198 41363885291031 2026-06-20T03:56:04Z 2026-08-10T15:58:44Z 2026-09-09T04:05:23Z 想让 Claude 通宵挖 alpha、早上只看结果?我加了一层 simulation wrapper ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41363885291031 curated
199 41321765292567 2026-06-18T14:47:07Z 2026-08-31T15:58:03Z [Python Alpha 挑战赛]使用蒙特卡洛来实现python alpha platform https://support.worldquantbrain.com/hc/en-us/community/posts/41321765292567 retrieved_not_deep_reviewed
200 41320039211671 2026-06-18T13:51:10Z 2026-08-23T08:33:41Z Genius 六维 Tie breaker 实战手册(来自 AI 同事 GLM5.2) ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41320039211671 retrieved_not_deep_reviewed
201 41318082888343 2026-06-18T12:35:57Z 2026-08-07T10:55:59Z 根据margin来管理PPA TAG platform https://support.worldquantbrain.com/hc/en-us/community/posts/41318082888343 retrieved_not_deep_reviewed
202 41316959711895 2026-06-18T11:36:58Z 2026-08-28T07:32:10Z 筛选可优化RA进阶版 other https://support.worldquantbrain.com/hc/en-us/community/posts/41316959711895 retrieved_not_deep_reviewed
203 41292678360727 2026-06-17T14:06:03Z 2026-08-26T03:25:01Z 频率感知的 Seed 构造 × CW 前置分层诊断 × 多 GEM 降相关:让自动化 Alpha 挖掘在"源头"而非"后处理"解决问题 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41292678360727 curated
204 41284510093591 2026-06-17T04:16:04Z 2026-08-28T07:52:15Z 【Python Alpha】把alpha丢进傅里叶变换后指标真给整过去了 other https://support.worldquantbrain.com/hc/en-us/community/posts/41284510093591 retrieved_not_deep_reviewed
205 41284360565399 2026-06-17T04:02:12Z 2026-08-26T06:51:09Z 2026-09-10T03:34:36Z 基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41284360565399 retrieved_not_deep_reviewed
206 41279111112855 2026-06-16T22:23:41Z 2026-07-08T09:34:30Z 2026-09-07T20:49:02Z CHN Python Alpha 踩坑实录:risk72 死磕 prod_corr 无果,换 virgin 数据集才过关 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/41279111112855 retrieved_not_deep_reviewed
207 41254129745815 2026-06-16T03:08:27Z 2026-07-07T14:12:32Z 【gemini-cli停用】迁移至Antigravity-cli教程 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41254129745815 retrieved_not_deep_reviewed
208 41236357050903 2026-06-15T15:37:54Z 2026-08-17T02:52:03Z 【经验分享】我的 WQ Brain 本地工具箱:模板管理器、Alpha 列表、Genius 三大件 alpha-idea;ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41236357050903 retrieved_not_deep_reviewed
209 41228556172951 2026-06-15T10:50:25Z 2026-07-07T14:04:41Z 【免费GLM-5.2来了】智谱官方活动分享——zcode新用户免费用5天GLM5.2 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41228556172951 retrieved_not_deep_reviewed
222 41162316064023 2026-06-12T01:25:43Z 2026-08-03T08:27:51Z 【Alpha灵感】MEA地区靠SUE模板点亮了Fnd alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/41162316064023 curated
223 41162148315799 2026-06-12T01:15:20Z 2026-07-23T04:46:56Z [Python Alpha 挑战赛] Python Alpha 回测太慢?聊聊我的性能优化三板斧 engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41162148315799 retrieved_not_deep_reviewed
224 41142979050775 2026-06-11T13:23:59Z 2026-08-29T02:35:11Z 多源信号组合的经济学尝试和感悟--目前陆续有产出 other https://support.worldquantbrain.com/hc/en-us/community/posts/41142979050775 retrieved_not_deep_reviewed
225 41141847644311 2026-06-11T12:43:54Z 2026-07-07T14:06:33Z 2026-09-09T13:55:09Z 换个角度,理解一下trade_when(x, y, z) 方法 other https://support.worldquantbrain.com/hc/en-us/community/posts/41141847644311 retrieved_not_deep_reviewed
226 41138717791895 2026-06-11T09:21:48Z 2026-07-23T19:13:57Z [Python Alpha 挑战赛] python alpha换手率压不下来?利用store!让它学会安静 —— store+死区降低换手率! platform https://support.worldquantbrain.com/hc/en-us/community/posts/41138717791895 retrieved_not_deep_reviewed
227 41138382717719 2026-06-11T08:46:30Z 2026-08-31T07:15:32Z Osmosis 连续两周>0.5,均值 0.69,我的分配思路分享 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41138382717719 retrieved_not_deep_reviewed
228 41137009390231 2026-06-11T06:27:20Z 2026-08-31T03:50:13Z [Python Alpha 挑战赛]Python Alpha:自由编程的正确打开方式 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41137009390231 retrieved_not_deep_reviewed
229 41135490599063 2026-06-11T03:41:09Z 2026-08-27T10:08:56Z [Python Alpha 挑战赛]Python Alpha两阶段筛选法:FastExpr快速验证 + Python深度优化 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41135490599063 curated
230 41134957392663 2026-06-11T02:54:33Z 2026-08-31T15:54:45Z 2026-09-08T17:21:30Z 双字段 Alpha 构建 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663 retrieved_not_deep_reviewed
231 41134649919383 2026-06-11T02:29:05Z 2026-08-04T13:20:02Z [Python Alpha 挑战赛] 一句prompt一次实现prod0.71 --> prod0.69 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41134649919383 retrieved_not_deep_reviewed
232 41133909608087 2026-06-11T01:33:58Z 2026-07-21T08:42:59Z 2026-09-10T12:37:40Z [Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享 ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41133909608087 retrieved_not_deep_reviewed
233 41128676944407 2026-06-10T21:03:28Z 2026-07-18T22:12:10Z 【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI) 【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI) ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41128676944407 retrieved_not_deep_reviewed
234 41119909511319 2026-06-10T16:37:11Z 2026-07-24T10:43:38Z [Python Alpha 挑战赛] 用期权隐含波动率偏斜(IV Skew)构建Alpha——Python Alpha实战分享 platform https://support.worldquantbrain.com/hc/en-us/community/posts/41119909511319 retrieved_not_deep_reviewed
235 41105956280855 2026-06-10T03:21:14Z 2026-07-08T06:56:43Z 【Quant101】FieldPer 拯救计划:Skill 围栏 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41105956280855 retrieved_not_deep_reviewed
236 41105918774807 2026-06-10T03:13:56Z 2026-09-06T05:07:38Z 【Quant101】OpCount 拯救计划:因子化简 other https://support.worldquantbrain.com/hc/en-us/community/posts/41105918774807 retrieved_not_deep_reviewed
240 41076241014423 2026-06-09T03:50:43Z 2026-08-01T14:27:06Z SUPER Alpha 构建实战:Selection 与 Combo 表达式设计策略 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41076241014423 retrieved_not_deep_reviewed
241 41065497021335 2026-06-08T19:04:45Z 2026-09-02T07:03:32Z 【吹哨人】不再水贴!最新 MCP 自带 brain-forum-browse Skill,对 AI 说「逛一逛论坛」即可自动逛论坛 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41065497021335 retrieved_not_deep_reviewed
242 41061358159255 2026-06-08T17:04:32Z 2026-08-18T12:49:20Z 【经验分享】你说你找不到alpha?一文带你避开我踩过的坑 other https://support.worldquantbrain.com/hc/en-us/community/posts/41061358159255 retrieved_not_deep_reviewed
243 41059854821783 2026-06-08T16:21:55Z 2026-08-31T13:48:53Z 2026-09-08T04:37:35Z 【稳住Max simulation streak】windows配置定时任务 other https://support.worldquantbrain.com/hc/en-us/community/posts/41059854821783 retrieved_not_deep_reviewed
244 41047901195799 2026-06-08T06:39:54Z 2026-08-19T12:49:56Z [python Alpha 挑战赛] 从“使用操作符”到“设计框架”:一次因子结构压缩与状态化研究实践 engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/41047901195799 retrieved_not_deep_reviewed
245 41039581066647 2026-06-07T17:37:18Z 2026-08-07T11:06:07Z Combined 从1.07到2.98 分享 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41039581066647 retrieved_not_deep_reviewed
246 41037391218583 2026-06-07T14:33:18Z 2026-09-06T08:26:41Z WorldQuant BRAIN Alpha研究实战:从数据探索到LangGraph工作流 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41037391218583 retrieved_not_deep_reviewed
253 41025007067287 2026-06-06T17:42:57Z 2026-08-05T07:40:05Z 【经验分享】我的第二个上线 Python Alpha:把一条 FASTEXPR 因子「重写成 Python」的完整工作流 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/41025007067287 retrieved_not_deep_reviewed
254 41024337928343 2026-06-06T16:57:45Z 2026-09-04T08:15:51Z 【经验分享】我的第一个上线 Python Alpha 复盘:用隐含波动率 Delta-Skew 做截面反转 other https://support.worldquantbrain.com/hc/en-us/community/posts/41024337928343 retrieved_not_deep_reviewed
255 41021984423063 2026-06-06T14:19:37Z 2026-07-09T03:10:51Z 高VF的经验和VF崩盘的反思(0.99>0.93>0.99>0.98>0.97>0.7) portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/41021984423063 retrieved_not_deep_reviewed
256 41020681850519 2026-06-06T12:44:00Z 2026-09-06T11:07:03Z 2026-09-09T13:18:20Z 【AI工具】新版AI打工人配置指南 - PC & Mac & Linux ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/41020681850519 retrieved_not_deep_reviewed
257 41000341056791 2026-06-05T16:21:58Z 2026-08-09T16:33:51Z 近8000刀!Master赚到了GM的Quarterly Payment! other https://support.worldquantbrain.com/hc/en-us/community/posts/41000341056791 retrieved_not_deep_reviewed
258 40995374876183 2026-06-05T13:41:55Z 2026-08-31T03:50:33Z [Python Alpha 挑战赛] Python Alpha 的一种双模式回测工具设计 engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/40995374876183 retrieved_not_deep_reviewed
259 40972941718807 2026-06-04T16:29:22Z 2026-08-28T10:13:01Z CONCENTRATED WEIGHT 系统性排查与修复手册-1(基于实战经验的 CW 攻防全指南) other https://support.worldquantbrain.com/hc/en-us/community/posts/40972941718807 retrieved_not_deep_reviewed
260 40965093558679 2026-06-04T11:24:04Z 2026-08-23T12:35:29Z antigravitycli运行mcp工作流 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40965093558679 retrieved_not_deep_reviewed
261 40964044763031 2026-06-04T09:57:44Z 2026-07-30T07:49:36Z 【经验分享】用自动化工作流在 BRAIN 上量产 Alpha 【经验分享】用自动化工作流在 BRAIN 上量产 Alpha ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40964044763031 retrieved_not_deep_reviewed
262 40962586503191 2026-06-04T07:22:27Z 2026-08-23T13:59:21Z 【经验分享】关于我Combine名列前茅却只定级Expert这件事😩 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40962586503191 retrieved_not_deep_reviewed
263 40962462282007 2026-06-04T07:03:41Z 2026-07-19T05:51:41Z MEA TOP400 从 CONCENTRATED_WEIGHT 阻塞到全部通过:一次完整的 Alpha 优化记录 other https://support.worldquantbrain.com/hc/en-us/community/posts/40962462282007 retrieved_not_deep_reviewed
264 40960476615319 2026-06-04T03:48:48Z 2026-08-13T14:32:22Z 【新人向-如何快速查到本次PPA所有数据集及其字段】USA/D1 Fast Datasets Power Pool June`26 theme! alpha-idea;platform https://support.worldquantbrain.com/hc/en-us/community/posts/40960476615319 retrieved_not_deep_reviewed
266 40957810418199 2026-06-04T00:26:10Z 2026-09-06T14:23:26Z DCC 第三名经验分享 other https://support.worldquantbrain.com/hc/en-us/community/posts/40957810418199 retrieved_not_deep_reviewed
267 40937398436119 2026-06-03T13:09:52Z 2026-07-07T14:03:41Z 【免费AI工具系列】DAT三家的最新AI桌面助手,附模型推荐和福利活动盘点 ai-mining;engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/40937398436119 retrieved_not_deep_reviewed
268 40936186021271 2026-06-03T12:24:51Z 2026-09-04T14:52:00Z SuperAlpha 去重的一点小坑:只看 selection 可能还不够 engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40936186021271 curated
269 40929650605207 2026-06-03T02:22:32Z 2026-08-29T00:27:26Z 2026-09-10T09:58:24Z 二季度了2个月,和大家分享一些alpha挖掘的思路 other https://support.worldquantbrain.com/hc/en-us/community/posts/40929650605207 retrieved_not_deep_reviewed
270 40902892248983 2026-06-02T07:01:01Z 2026-08-31T08:11:29Z 行业中性加时序标准化:一个干净的 Alpha 模板 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/40902892248983 retrieved_not_deep_reviewed
271 40876222943895 2026-06-01T12:46:10Z 2026-07-07T14:18:32Z 【又来个免费AI】超快的阶跃Step 3.7 Flash,Hermes Agent 可以免费用一个月 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40876222943895 retrieved_not_deep_reviewed
272 40875429141015 2026-06-01T12:11:50Z 2026-08-29T23:23:48Z 【免费API系列3】全球前十的AI lab——Agnes AI 的免费API,文本/图片/视频模型全免费 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40875429141015 retrieved_not_deep_reviewed
273 40873662176535 2026-06-01T10:20:04Z 2026-09-04T11:55:57Z 2026-09-07T08:41:01Z OS RANK全球第一!我是如何做到的? other https://support.worldquantbrain.com/hc/en-us/community/posts/40873662176535 retrieved_not_deep_reviewed
274 40872804113175 2026-06-01T09:06:01Z 2026-07-07T13:55:11Z 【经验分享】Roo Code 插件停止维护了,解决方案在这 other https://support.worldquantbrain.com/hc/en-us/community/posts/40872804113175 retrieved_not_deep_reviewed
275 40870826319511 2026-06-01T05:07:32Z 2026-08-31T07:11:51Z 2026-09-10T14:50:24Z [Python Alpha 挑战赛]半自动化的python alpha挖掘思路 platform https://support.worldquantbrain.com/hc/en-us/community/posts/40870826319511 retrieved_not_deep_reviewed
276 40857367883159 2026-05-31T04:51:16Z 2026-07-09T03:10:59Z 一个很小但很有用的工具:Alpha Backtest Ledger,避免重复回测 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159 curated
277 40847481080087 2026-05-30T14:03:10Z 2026-09-05T18:23:41Z 【Alpha灵感】使用nip族数据点亮news塔 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087 curated
278 40817725354903 2026-05-29T08:05:03Z 2026-07-20T03:35:35Z 【大角羊】总收入突破万刀,感恩与大家一路同行! other https://support.worldquantbrain.com/hc/en-us/community/posts/40817725354903 retrieved_not_deep_reviewed
279 40815296759703 2026-05-29T03:03:56Z 2026-07-07T14:24:53Z 2026-09-09T09:44:43Z [Python Alpha 挑战赛] 从数据定义到硬核推土机:手搓 ECDF 与高斯映射,深挖“最悲观预期”长牛动量 platform https://support.worldquantbrain.com/hc/en-us/community/posts/40815296759703 retrieved_not_deep_reviewed
280 40797859802647 2026-05-28T15:14:04Z 2026-08-07T10:56:32Z Python Alpha会议要点与竞赛分析报告——20260528 other https://support.worldquantbrain.com/hc/en-us/community/posts/40797859802647 retrieved_not_deep_reviewed
281 40796757798807 2026-05-28T14:38:37Z 2026-09-04T08:15:02Z [Python Alpha 挑战赛] 基于skill: brain-simAlphasinBatch-and-track 的 Python Alpha 迭代工作流 ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/40796757798807 retrieved_not_deep_reviewed
282 40790666727575 2026-05-28T08:53:56Z 2026-09-04T08:12:53Z 【Alpha 模板】Earnings模板分享,低相关性,助你横向点塔(干货满满,不来将会错失一个亿) alpha-idea;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40790666727575 curated
283 40790558975767 2026-05-28T08:45:07Z 2026-08-31T03:51:26Z [Python Alpha 挑战赛]一句话让AI批量生成Python Alpha ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/40790558975767 retrieved_not_deep_reviewed
284 40788850736023 2026-05-28T05:14:34Z 2026-08-31T03:52:53Z [Python Alpha 速查] Python Alpha 实战全景:256 个包、API 工程、三类探索方向 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40788850736023 retrieved_not_deep_reviewed
285 40786815350167 2026-05-28T01:30:31Z 2026-07-07T13:57:42Z 2026-09-08T12:51:09Z 【经验分享】在手机上操作AI打工人 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40786815350167 retrieved_not_deep_reviewed
286 40768096146327 2026-05-27T13:50:08Z 2026-07-20T11:15:55Z [Python Alpha 挑战赛]基于多层记忆的PythonAlpha自动探索ai-agent ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/40768096146327 retrieved_not_deep_reviewed
287 40765160386711 2026-05-27T11:45:18Z 2026-07-16T08:12:08Z 【免费API系列】最新的天工agent模型SkyClaw-v1.0限时免费用,听说蛮厉害的 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40765160386711 retrieved_not_deep_reviewed
288 40763583634839 2026-05-27T09:11:17Z 2026-09-02T12:21:16Z Worldquant Brain——我的人生启蒙导师 【传奇耐打王系列四】 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40763583634839 retrieved_not_deep_reviewed
295 40735661471383 2026-05-26T09:55:25Z 2026-08-29T02:14:08Z 这个模版到底怎么做?【传奇耐打王系列三】 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/40735661471383 retrieved_not_deep_reviewed
296 40734437350679 2026-05-26T07:35:08Z 2026-09-07T01:14:33Z 这个因子到底有没有混信号?【传奇耐打王系列一】 other https://support.worldquantbrain.com/hc/en-us/community/posts/40734437350679 retrieved_not_deep_reviewed
297 40734489248151 2026-05-26T07:34:44Z 2026-08-29T02:16:12Z Python alpha 提交经验分享 other https://support.worldquantbrain.com/hc/en-us/community/posts/40734489248151 retrieved_not_deep_reviewed
298 40732429672343 2026-05-26T03:17:52Z 2026-08-28T07:34:49Z 2026-09-10T15:02:58Z 【经验分享】我是如何从0到1做出python alpha的(附提示词) ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40732429672343 retrieved_not_deep_reviewed
299 40719428121623 2026-05-25T14:37:20Z 2026-07-15T09:07:54Z MCP 服务器支持 Python Alpha(language="PYTHON"),同时保持原有 FASTEXPR 功能完全不受影响 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40719428121623 retrieved_not_deep_reviewed
300 40703455289623 2026-05-24T14:39:29Z 2026-08-21T08:33:31Z 【AI打工人】代码公开,0基础使用,给AI流水线生成的alpha加上名字 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40703455289623 retrieved_not_deep_reviewed
301 40698184990615 2026-05-24T02:51:31Z 2026-09-02T10:49:18Z osmosis自动设置 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40698184990615 retrieved_not_deep_reviewed
307 40580373831447 2026-05-19T13:23:30Z 2026-09-03T03:22:56Z 分享一个类似codex的软件,阿里的最新Qoder,目前可以免费使用两周 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40580373831447 retrieved_not_deep_reviewed
308 40576501149463 2026-05-19T09:29:50Z 2026-06-25T14:57:44Z 【大角羊】经验分享:一分钟学会解封账号! other https://support.worldquantbrain.com/hc/en-us/community/posts/40576501149463 retrieved_not_deep_reviewed
309 40544447671959 2026-05-18T02:36:10Z 2026-08-16T02:36:32Z 【即插即用】⚡OS自动重分配⚡️到恰好10万分 other https://support.worldquantbrain.com/hc/en-us/community/posts/40544447671959 retrieved_not_deep_reviewed
310 40533711115927 2026-05-17T10:01:03Z 2026-07-26T07:12:26Z 【Combined Alpha Performance】踩坑分享,纯新手comb -2+ 【Combined Alpha Performance】踩坑分享,纯新手comb -2+ portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927 retrieved_not_deep_reviewed
311 40532948003479 2026-05-17T07:52:43Z 2026-08-13T13:58:43Z 不使用 GitHub,如何把代码在不同机器之间同步 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40532948003479 retrieved_not_deep_reviewed
312 40531705016855 2026-05-17T04:34:24Z 2026-08-07T10:47:28Z 通过 Zendesk API 直接获取 WQB 平台资源 — 告别浏览器依赖 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40531705016855 retrieved_not_deep_reviewed
313 40531412200471 2026-05-17T03:51:16Z 2026-08-26T10:56:00Z 2026-09-10T04:54:52Z 用AI优化【Japan Robustness Sharpe】的一些工作流经验分享 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40531412200471 retrieved_not_deep_reviewed
314 40531102400663 2026-05-17T03:13:53Z 2026-07-08T13:55:25Z OpenCode+MCP,分析一个数据集(包含提示词) alpha-idea;ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40531102400663 retrieved_not_deep_reviewed
315 40530659645719 2026-05-17T02:09:56Z 2026-07-07T14:13:22Z 2026-09-08T14:43:57Z 挖掘 Token 黑洞 01:MCP Simulation 如何吞掉 70%+ 的可读上下文 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40530659645719 retrieved_not_deep_reviewed
316 40520794084119 2026-05-16T13:52:25Z 2026-09-02T16:34:47Z vf从0.95暴跌到0.57,cb从1点多到0.几点的反思 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40520794084119 retrieved_not_deep_reviewed
317 40490830379415 2026-05-15T08:28:18Z 2026-09-07T05:39:02Z 【免费API】deepseekv4系列+AI编程神器9router ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40490830379415 retrieved_not_deep_reviewed
318 40458012001815 2026-05-14T01:31:38Z 2026-07-25T11:21:49Z Python纯代码获取论坛内容(不使用任何无头浏览器等操作) engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40458012001815 retrieved_not_deep_reviewed
319 40434113248791 2026-05-13T10:17:54Z 2026-07-21T03:10:00Z 【不太一样的ownSA自动化】聚类助你突破ownSA瓶颈,有点抽象,欢迎大家批评指正,附开箱即用代码 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40434113248791 retrieved_not_deep_reviewed
320 40433337996183 2026-05-13T08:58:57Z 2026-09-06T02:41:29Z 【经验分享】涅槃重生:vf从0.18到0.97,combine从-1.25到2.02! portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40433337996183 retrieved_not_deep_reviewed
321 40433238987159 2026-05-13T08:46:13Z 2026-08-28T18:02:50Z 【alpha灵感】双字段alpha构建提示次,助力各位60塔 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/40433238987159 retrieved_not_deep_reviewed
322 40431103477527 2026-05-13T04:25:38Z 2026-06-29T14:28:55Z 有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不 有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40431103477527 retrieved_not_deep_reviewed
323 40406240166807 2026-05-12T10:37:45Z 2026-07-28T03:42:27Z 【代码优化】三行代码解决MCP回测卡顿断线的问题 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40406240166807 retrieved_not_deep_reviewed
324 40373405530647 2026-05-11T03:11:42Z 2026-09-06T15:08:16Z 2026-09-10T02:00:43Z BRAIN Consultant 兼职定位与行为边界的建议和分享 BRAIN Consultant 兼职定位与行为边界的建议和分享 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40373405530647 retrieved_not_deep_reviewed
325 40373352844439 2026-05-11T03:07:53Z 2026-06-29T14:28:24Z 借助与AI和MCP,我是怎样分析一个数据集的? alpha-idea;ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40373352844439 retrieved_not_deep_reviewed
326 40372795793687 2026-05-11T02:04:31Z 2026-06-25T14:54:04Z 一个新的免费token plan: 商汤-日日新,支持deep seek v4 flash, 附minimax2.7, gemini pro3对比 一个新的免费token plan: 商汤-日日新,支持deep seek v4 flash, 附minimax2.7, gemini pro3对比 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40372795793687 retrieved_not_deep_reviewed
327 40347330265879 2026-05-09T06:17:45Z 2026-07-07T13:52:09Z 【龙虎榜·卷二】Combine惊雷再起,VF季决尘埃落定,神秘GM满值归来,万刀之上几何? portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40347330265879 retrieved_not_deep_reviewed
328 40346082255255 2026-05-09T03:28:51Z 2026-09-04T08:15:24Z 2026-09-10T05:34:19Z 【经验总结】Osmosis / OSM:根本原理、Alpha 池筛选与点数分配方法 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40346082255255 retrieved_not_deep_reviewed
329 40321767904023 2026-05-08T08:38:44Z 2026-07-18T16:38:43Z 【经验分享】Combine大幅提升,增幅高达1.74 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40321767904023 retrieved_not_deep_reviewed
330 40297238763159 2026-05-07T12:43:54Z 2026-09-04T08:55:02Z 2026-09-09T00:39:26Z 分享我的 AI 因子挖掘流程:20 天 11 塔,尽量自动化,打工人友好 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/40297238763159 retrieved_not_deep_reviewed
331 40294373064855 2026-05-07T09:18:06Z 2026-06-30T15:43:49Z 2026-09-10T23:23:28Z 稳稳拿下gm,combine到六维的耕耘经验 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/40294373064855 retrieved_not_deep_reviewed
332 40292420301591 2026-05-07T05:28:27Z 2026-06-29T14:28:24Z 【工具分享】Pkgdiff:在线免费给cnhkmcp做版本差异分析 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40292420301591 retrieved_not_deep_reviewed
333 40290434309655 2026-05-07T02:02:22Z 2026-06-29T14:28:23Z 最近跑通的一套 Alpha 研究“反馈回路”:少一点玄学,多一点可验证 other https://support.worldquantbrain.com/hc/en-us/community/posts/40290434309655 retrieved_not_deep_reviewed
334 40287368788375 2026-05-06T22:44:53Z 2026-08-27T17:36:56Z 【技术科普】在论坛发布彩色的帖子 other https://support.worldquantbrain.com/hc/en-us/community/posts/40287368788375 retrieved_not_deep_reviewed
338 40153456172567 2026-05-01T12:41:40Z 2026-09-03T08:33:16Z 痛失GM,新手的Q1总结 other https://support.worldquantbrain.com/hc/en-us/community/posts/40153456172567 retrieved_not_deep_reviewed
339 40150797833239 2026-05-01T08:29:11Z 2026-09-02T04:16:47Z WorldQuant BRAIN MCP 工具调用架构升级:从 Stdio 到 HTTP API ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40150797833239 retrieved_not_deep_reviewed
340 40134245568663 2026-04-30T16:58:44Z 2026-08-26T18:09:21Z 【Alpha灵感】全球第一个MEA因子(零PC alpha),我是怎么做出来的? alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/40134245568663 retrieved_not_deep_reviewed
341 40091088861591 2026-04-29T04:36:13Z 2026-08-07T11:03:19Z 2026-09-11T00:34:14Z 【工具优化】技能brain-data-scope(华子哥插件插件的数据分析模块) ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/40091088861591 retrieved_not_deep_reviewed
342 40089426663959 2026-04-29T01:44:21Z 2026-09-04T14:49:44Z 2026-09-09T09:41:52Z 【OB】一个自进化的 RAG 搜索系统🎯 other https://support.worldquantbrain.com/hc/en-us/community/posts/40089426663959 retrieved_not_deep_reviewed
343 40074294140695 2026-04-28T16:35:22Z 2026-06-27T04:00:31Z 免费申请小米百万亿 Token 创造者激励计划 other https://support.worldquantbrain.com/hc/en-us/community/posts/40074294140695 retrieved_not_deep_reviewed
344 40062800087575 2026-04-28T06:37:00Z 2026-06-28T08:17:20Z 小米 MiMo-V2.5 开源及 100T Token 免费申请活动分享 platform https://support.worldquantbrain.com/hc/en-us/community/posts/40062800087575 retrieved_not_deep_reviewed
345 40031467208983 2026-04-27T03:06:25Z 2026-08-08T18:17:02Z 【💻云服务器】一键抢购腾讯元4核4G服务器 other https://support.worldquantbrain.com/hc/en-us/community/posts/40031467208983 retrieved_not_deep_reviewed
350 39947433598871 2026-04-23T01:05:41Z 2026-08-22T05:25:44Z 【学习笔记】Fast+Slow 快慢因子组合:解决因子实操难题的思路探讨 other https://support.worldquantbrain.com/hc/en-us/community/posts/39947433598871 retrieved_not_deep_reviewed
351 39947266331031 2026-04-23T00:58:16Z 2026-06-29T06:30:32Z 【顾问心得】Osmosis 分数总不稳?我跟 AI 学习组合逻辑 ai-mining;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39947266331031 retrieved_not_deep_reviewed
352 39945764650263 2026-04-22T23:11:21Z 2026-09-06T06:11:03Z 【经验分享】我如何坚持半年只用 AI 找 Alpha:WorldQuant BRAIN 上的 Agent 搭建、优化与反思 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39945764650263 retrieved_not_deep_reviewed
353 39923106285207 2026-04-22T07:24:19Z 2026-06-27T02:52:29Z 【征文邀请】那些你在IQC踩过的坑,可能正是今年选手最需要的答案 【征文邀请】那些你在IQC踩过的坑,可能正是今年选手最需要的答案 other https://support.worldquantbrain.com/hc/en-us/community/posts/39923106285207 retrieved_not_deep_reviewed
354 39922788056343 2026-04-22T06:45:00Z 2026-09-06T01:57:44Z 2026-09-09T05:42:45Z 【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster!(上篇) other https://support.worldquantbrain.com/hc/en-us/community/posts/39922788056343 retrieved_not_deep_reviewed
355 39922320882455 2026-04-22T05:47:36Z 2026-08-07T10:56:38Z 正版AI工具包合集优惠推荐 Lenny‘s newsletter bundle 无封号困扰 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39922320882455 retrieved_not_deep_reviewed
356 39920503976087 2026-04-22T02:17:02Z 2026-09-02T03:41:38Z 如何通过【Robust universe Sharpe and returns】检测的一些尝试 other https://support.worldquantbrain.com/hc/en-us/community/posts/39920503976087 retrieved_not_deep_reviewed
357 39907023480599 2026-04-21T16:20:17Z 2026-07-20T11:19:17Z 【WQ Manager】大更新!新增Base Payment排行榜! platform https://support.worldquantbrain.com/hc/en-us/community/posts/39907023480599 retrieved_not_deep_reviewed
358 39899189437847 2026-04-21T10:16:07Z 2026-07-27T23:53:09Z 【工具分享】(即插即用)AI写description费token?直接用网页版就好了 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39899189437847 retrieved_not_deep_reviewed
359 39873247817495 2026-04-20T12:33:20Z 2026-08-19T03:15:20Z 一键自动化回测代码分享 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39873247817495 retrieved_not_deep_reviewed
360 39870945020183 2026-04-20T09:49:12Z 2026-08-07T10:58:38Z 2026-09-09T02:29:34Z 【代码分享】AI生成Alpha总是”凭空想象"?给它喂论文,鱼饵才对味! ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39870945020183 retrieved_not_deep_reviewed
361 39870662977687 2026-04-20T09:19:58Z 2026-07-14T10:53:29Z 经验分享:最近做 Regular 点塔时反复踩到的几个坑 other https://support.worldquantbrain.com/hc/en-us/community/posts/39870662977687 retrieved_not_deep_reviewed
362 39868267753623 2026-04-20T04:14:46Z 2026-08-30T09:29:48Z Pipeline MCP 深度版:面向多样性、高质量、低相关性 Alpha 持续生产的编排架构实践 ai-mining;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39868267753623 retrieved_not_deep_reviewed
363 39859045823511 2026-04-19T13:14:48Z 2026-08-22T11:52:09Z 【经验分享】新人顾问0.5--->0.62--->0.95--->0.99vf经验分享 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39859045823511 retrieved_not_deep_reviewed
364 39858612511383 2026-04-19T12:35:29Z 2026-06-28T08:19:08Z 【经验分享】云端磁盘深度清理,让云端更加流畅丝滑 other https://support.worldquantbrain.com/hc/en-us/community/posts/39858612511383 retrieved_not_deep_reviewed
365 39857630237591 2026-04-19T10:23:42Z 2026-08-23T13:07:29Z 我的Alpha提交算法进化史:从团划分剪枝到最大权重独立集 other https://support.worldquantbrain.com/hc/en-us/community/posts/39857630237591 retrieved_not_deep_reviewed
366 39854893045655 2026-04-19T02:51:39Z 2026-06-27T03:37:49Z 2026-09-07T12:28:49Z 穿透参数迷雾:量化策略的敏感度分析与鲁棒性构建 other https://support.worldquantbrain.com/hc/en-us/community/posts/39854893045655 retrieved_not_deep_reviewed
367 39854742805271 2026-04-19T02:26:34Z 2026-07-29T07:02:19Z 26.04.19 新顾问培训AI打工人安装 codebuddy配置版. ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/39854742805271 retrieved_not_deep_reviewed
368 39845230299927 2026-04-18T12:59:03Z 2026-08-01T17:39:01Z 【Alpha灵感】AI搜索字段极性配对,构建低PC因子(附提示词) alpha-idea;ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39845230299927 curated
369 39826862025879 2026-04-17T16:35:24Z 2026-07-15T11:04:57Z World Quant漫画(第三期) other https://support.worldquantbrain.com/hc/en-us/community/posts/39826862025879 retrieved_not_deep_reviewed
370 39822852669079 2026-04-17T14:36:50Z 2026-07-17T04:47:53Z 多图解析USA最新3x High Turnover Theme国区提交现况 platform https://support.worldquantbrain.com/hc/en-us/community/posts/39822852669079 retrieved_not_deep_reviewed
371 39759673422487 2026-04-15T09:27:39Z 2026-08-13T14:05:49Z 在wq半年:从1.5刀到100刀,我是怎么做到连续三个月vf1.0+comb2.94的 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39759673422487 retrieved_not_deep_reviewed
372 39759058734359 2026-04-15T08:23:19Z 2026-07-29T07:24:15Z 【新人心魔】打破心魔之旅:这样的因子到底要不要交? other https://support.worldquantbrain.com/hc/en-us/community/posts/39759058734359 retrieved_not_deep_reviewed
373 39756841978519 2026-04-15T03:48:36Z 2026-08-01T03:45:22Z 2026-09-08T13:50:31Z 【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析 other https://support.worldquantbrain.com/hc/en-us/community/posts/39756841978519 retrieved_not_deep_reviewed
374 39729140385559 2026-04-14T06:17:42Z 2026-07-24T14:15:00Z 2026-09-08T06:02:21Z 【差生文具多】WQ助手1.02版(安卓版本+windows版本) other https://support.worldquantbrain.com/hc/en-us/community/posts/39729140385559 retrieved_not_deep_reviewed
375 39728814444695 2026-04-14T05:42:52Z 2026-07-30T02:16:37Z 26年Q1 Genius定级已更新,Q2赛季加油! platform https://support.worldquantbrain.com/hc/en-us/community/posts/39728814444695 retrieved_not_deep_reviewed
376 39710403268759 2026-04-13T15:33:25Z 2026-06-30T15:41:20Z 【资源分享】免费的claude opus 4.6 api - Replit ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39710403268759 retrieved_not_deep_reviewed
377 39690289189015 2026-04-12T13:31:17Z 2026-06-29T20:16:29Z 【大角羊】一分钟掌握参加Orthogonal HTVR Theme要点(三倍加成)! platform https://support.worldquantbrain.com/hc/en-us/community/posts/39690289189015 retrieved_not_deep_reviewed
379 39648644834967 2026-04-10T07:51:37Z 2026-07-27T23:26:48Z ppa一键untag代码 engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/39648644834967 retrieved_not_deep_reviewed
380 39623025163415 2026-04-09T10:18:10Z 2026-06-29T02:46:14Z 别再在几百条 alpha里盲选了!我用“相关性分族 + 组内排序” 1 分钟提取数据集回测结果里最值得保留的那些alpha alpha-idea;engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39623025163415 retrieved_not_deep_reviewed
381 39621432305175 2026-04-09T07:28:57Z 2026-09-04T08:13:43Z 【AIAC2.0 冠军】关于比赛过程中一些经验的交流 ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/39621432305175 retrieved_not_deep_reviewed
382 39567420541079 2026-04-07T11:00:52Z 2026-09-04T09:29:19Z 2026-09-10T06:57:01Z 【个人经验】PPA 因子筛选标准与实战心得(适合新手参考) platform https://support.worldquantbrain.com/hc/en-us/community/posts/39567420541079 retrieved_not_deep_reviewed
383 39565397650839 2026-04-07T07:21:14Z 2026-04-15T16:44:18Z 低成本使用ai,助力回测! ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39565397650839 retrieved_not_deep_reviewed
384 39531360358295 2026-04-05T17:23:40Z 2026-08-26T06:44:04Z 【新人向】是否还在对华子哥数据WebDataRAW不会解压而感到苦恼!即插即用代码来了,仅需Excel就可以进行数据分析! engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39531360358295 retrieved_not_deep_reviewed
385 39524416948887 2026-04-05T01:07:37Z 2026-07-16T01:00:28Z 通俗易懂,从另一个角度理解一下方法vector_neut(x, y)、ts_vector_neut(x, y, d)、ts_vector_proj(x, y, d) other https://support.worldquantbrain.com/hc/en-us/community/posts/39524416948887 retrieved_not_deep_reviewed
388 39466506480663 2026-04-02T07:29:51Z 2026-07-28T07:51:41Z 【Consultant 101】手把手教你搭建本地因子库 ② engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39466506480663 curated
389 39439719861399 2026-04-01T08:57:47Z 2026-07-30T02:16:40Z 征集|Brain 用户访谈志愿者|参与可获 200 积分 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39439719861399 retrieved_not_deep_reviewed
390 39438387680919 2026-04-01T05:55:12Z 2026-08-19T12:50:04Z 【26年4月主题活动】IQC 邀请 + Combined Alpha Performance 提升计划 (最高可获得300积分) portfolio;platform https://support.worldquantbrain.com/hc/en-us/community/posts/39438387680919 retrieved_not_deep_reviewed
391 39408397746199 2026-03-31T02:44:55Z 2026-08-20T14:58:14Z 2026-09-08T01:53:13Z 【OSMOSIS新人友好版】真正的一键打分:指定区域清空+补齐10类+标签过滤 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39408397746199 retrieved_not_deep_reviewed
392 39368763910807 2026-03-29T08:40:07Z 2026-06-29T00:02:35Z 【ValueFactor】关于这次更新VF从0.98突然暴跌至0.75的反思与警示 portfolio;platform https://support.worldquantbrain.com/hc/en-us/community/posts/39368763910807 retrieved_not_deep_reviewed
393 39367839107095 2026-03-29T05:37:12Z 2026-08-30T14:24:22Z 2026-09-11T00:19:43Z 手把手教学:新顾问如何安装APP+AI打工人模块 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39367839107095 retrieved_not_deep_reviewed
394 39354616684439 2026-03-28T07:33:39Z 2026-06-10T00:20:34Z 2026-09-10T03:45:40Z 【工作流分享】基于openclaw的自动化agent工作流 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39354616684439 retrieved_not_deep_reviewed
395 39354351739415 2026-03-28T06:32:44Z 2026-07-16T08:04:28Z 【QUANT101】什么是 Non-Compensated Alpha? 如何筛选 Compensated Alpha? other https://support.worldquantbrain.com/hc/en-us/community/posts/39354351739415 retrieved_not_deep_reviewed
396 39354315278103 2026-03-28T06:31:40Z 2026-06-10T00:20:46Z 【Agent Memory模块探索】用Supermemory在WorldQuant平台自动化挖掘Alpha因子 ai-mining;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39354315278103 retrieved_not_deep_reviewed
397 39330854528151 2026-03-27T08:00:33Z 2026-09-06T17:51:56Z 经验分享-Combine提升之路-过山车的经历真刺激,从负数到2的来时路 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39330854528151 retrieved_not_deep_reviewed
398 39329143529751 2026-03-27T03:47:42Z 2026-06-29T13:49:39Z 【限时羊毛】只要邀请完成平台使用邮箱注册,即可获得IQC限定雨伞和背包! other https://support.worldquantbrain.com/hc/en-us/community/posts/39329143529751 retrieved_not_deep_reviewed
399 39319955780887 2026-03-26T19:08:49Z 2026-09-06T11:38:31Z 【经验分享】用AI 跑了几百次回测还找不到优质信号,到底是池塘没鱼还是鱼饵不对?燃烧token!给 AI 装上导航! ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39319955780887 retrieved_not_deep_reviewed
400 39306926420887 2026-03-26T11:18:56Z 2026-09-03T09:02:59Z 半自动化提交 试试这套代码’,高效省心 半自动化提交 试试这套代码’,高效省心 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39306926420887 retrieved_not_deep_reviewed
401 39305892045719 2026-03-26T09:35:11Z 2026-07-31T14:29:03Z 我依靠这套代码,半个月点了10个塔 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39305892045719 retrieved_not_deep_reviewed
402 39304762113815 2026-03-26T07:13:47Z 2026-09-05T08:40:38Z 2026-09-10T04:17:24Z Harness engineering下的AI Quant ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815 retrieved_not_deep_reviewed
403 39303870526487 2026-03-26T05:03:57Z 2026-06-10T17:44:05Z ProdCorr改造插件,【即插即用】,直观显示Category,IS Testing Status 一键直达alphaid页面 ProdCorr改造插件,【即插即用】,直观显示Category,IS Testing Status 一键直达alphaid页面 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39303870526487 retrieved_not_deep_reviewed
404 39302047350423 2026-03-26T01:37:21Z 2026-06-10T00:21:20Z 【Agent Memory 模块】OpenClaw节省Token的插件:PowerMem安装 【Agent Memory 模块】OpenClaw节省Token的插件:PowerMem安装 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39302047350423 retrieved_not_deep_reviewed
405 39289349830295 2026-03-25T17:07:49Z 2026-07-24T10:44:09Z 微信Clawbot接通AI打工人 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39289349830295 retrieved_not_deep_reviewed
406 39285932794391 2026-03-25T15:18:01Z 2026-09-06T15:18:05Z 鼠鼠靠着做WQ重启人生 other https://support.worldquantbrain.com/hc/en-us/community/posts/39285932794391 retrieved_not_deep_reviewed
407 39255045175191 2026-03-24T12:51:53Z 2026-08-22T04:18:03Z 积极拥抱AI-关于Claude-Code的agent-team功能的探索 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39255045175191 retrieved_not_deep_reviewed
408 39253260827543 2026-03-24T11:12:58Z 2026-08-23T02:37:46Z 2026-09-09T06:38:17Z 【工作流分享】Gold可用的Super Alpha挖掘策略 ai-mining;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39253260827543 retrieved_not_deep_reviewed
409 39252022275223 2026-03-24T09:05:46Z 2026-08-25T05:11:11Z 【邪修】当龙虾没有饲料了怎么办?白嫖啊! other https://support.worldquantbrain.com/hc/en-us/community/posts/39252022275223 retrieved_not_deep_reviewed
410 39251610735639 2026-03-24T08:15:29Z 2026-08-20T04:13:25Z 2026-09-08T01:53:14Z 【VF 0.95收入经验分享】高VF如何拿到更高的base portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39251610735639 retrieved_not_deep_reviewed
411 39251361791255 2026-03-24T07:48:59Z 2026-06-10T00:22:14Z Kiro + MCP学习记录 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39251361791255 retrieved_not_deep_reviewed
412 39251146195607 2026-03-24T07:11:39Z 2026-06-27T11:51:55Z 我如何用 Codex 有soul 做 WorldQuant 自动量化研究,越用越聪明 我如何用 Codex 有soul 做 WorldQuant 自动量化研究,越用越聪明 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39251146195607 retrieved_not_deep_reviewed
413 39250162065943 2026-03-24T04:58:59Z 2026-09-06T22:04:35Z 【我退税1W,你呢】2025年个税汇算清缴已开始,看看你是不是可以退税? other https://support.worldquantbrain.com/hc/en-us/community/posts/39250162065943 retrieved_not_deep_reviewed
414 39249632575511 2026-03-24T03:46:09Z 2026-07-01T12:47:01Z 【ValueFactor】经验分享,纯新手VF 0.5 -> 0.97 -> 0.99 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39249632575511 retrieved_not_deep_reviewed
415 39249078858647 2026-03-24T02:46:56Z 2026-08-18T11:50:52Z osmosis point一键备份及恢复 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39249078858647 retrieved_not_deep_reviewed
421 39224495902103 2026-03-23T07:55:35Z 2026-06-10T00:22:56Z 新晋顾问26天经验与踩坑分享 other https://support.worldquantbrain.com/hc/en-us/community/posts/39224495902103 retrieved_not_deep_reviewed
422 39224451555223 2026-03-23T07:47:43Z 2026-06-10T00:23:00Z 成为顾问的100天感想:道阻且长,唯有沉心学习。 other https://support.worldquantbrain.com/hc/en-us/community/posts/39224451555223 retrieved_not_deep_reviewed
423 39224259294999 2026-03-23T07:15:35Z 2026-08-06T03:19:39Z 【代码分享】遇到429时,我用代码写了个一套管理机制来动态控制并发数 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39224259294999 retrieved_not_deep_reviewed
424 39223126454679 2026-03-23T04:23:56Z 2026-07-16T00:19:02Z 2026-09-09T11:03:09Z 【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39223126454679 retrieved_not_deep_reviewed
425 39223135297431 2026-03-23T04:22:04Z 2026-06-29T00:04:20Z "看一眼线",那是在看啥,Alpha"续航力评分"工具 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39223135297431 retrieved_not_deep_reviewed
426 39215982466071 2026-03-22T16:09:07Z 2026-08-08T00:46:41Z [skills小工具]将数据库中数据封装成skills,用于AI工作流 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39215982466071 retrieved_not_deep_reviewed
427 39213565539095 2026-03-22T12:00:01Z 2026-07-29T14:28:19Z 【Quant101】手把手教你搭建本地因子库 ① engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39213565539095 retrieved_not_deep_reviewed
428 39211291325335 2026-03-22T04:36:51Z 2026-08-26T06:57:45Z 成为Expert的VF爬升之路:0.68-0.98-0.99 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39211291325335 retrieved_not_deep_reviewed
429 39202207210135 2026-03-21T13:59:19Z 2026-08-18T08:34:04Z 2026-09-07T11:47:49Z [代码优化]精准Osmosis10万点数(误差只有1) engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39202207210135 retrieved_not_deep_reviewed
430 39201891253911 2026-03-21T13:28:41Z 2026-06-27T03:44:35Z iflow cli将4月停止维护,提前使用opencode免费使用MiMo模型MiniMax等模型 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39201891253911 retrieved_not_deep_reviewed
431 39195490429847 2026-03-20T23:15:50Z 2026-07-28T12:18:09Z WorldQuant BRAIN 量化策略影响力有向图解析:那些决定成败的关键回路 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39195490429847 retrieved_not_deep_reviewed
432 39183798681239 2026-03-20T16:23:31Z 2026-06-10T00:23:49Z 将从网页拉取的数据存储到数据库 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39183798681239 retrieved_not_deep_reviewed
442 39061898258071 2026-03-16T05:55:04Z 2026-07-28T11:16:57Z workbuddy让回测更方便 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/39061898258071 retrieved_not_deep_reviewed
443 39050410166807 2026-03-15T13:53:18Z 2026-09-03T01:53:10Z 关于IS ladder sharpe优化的一点实践经验 other https://support.worldquantbrain.com/hc/en-us/community/posts/39050410166807 retrieved_not_deep_reviewed
444 39035430170135 2026-03-14T14:22:46Z 2026-07-30T02:58:45Z 【经验分享】第一个35SA的生成之路-你认为的好对SA来说不一定真的好 other https://support.worldquantbrain.com/hc/en-us/community/posts/39035430170135 retrieved_not_deep_reviewed
445 39034638600343 2026-03-14T13:10:48Z 2026-06-10T00:24:52Z 写了一个专门生成提交alpha 的open claw 的skill 写了一个专门生成提交alpha 的open claw 的skill ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39034638600343 retrieved_not_deep_reviewed
446 39034538171159 2026-03-14T13:02:40Z 2026-08-27T12:51:09Z 【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的               【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/39034538171159 retrieved_not_deep_reviewed
447 39008832536599 2026-03-13T10:36:09Z 2026-06-10T00:25:00Z 【你用什么模型?】主流大模型评测 other https://support.worldquantbrain.com/hc/en-us/community/posts/39008832536599 retrieved_not_deep_reviewed
448 39007426454423 2026-03-13T07:33:02Z 2026-07-15T11:05:00Z 预测你的Osmosis combined performance排名! 看看你排在哪里? - by 亚当 预测你的Osmosis combined performance排名! 看看你排在哪里? - by 亚当 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39007426454423 retrieved_not_deep_reviewed
449 39007288486679 2026-03-13T07:11:51Z 2026-07-20T11:19:16Z 【base经验分享方向帖 】带你分析vf0.77 如何吃到50刀 上篇 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/39007288486679 retrieved_not_deep_reviewed
450 38989280956951 2026-03-12T15:18:17Z 2026-09-05T14:52:59Z 2026-09-08T11:56:02Z AI教我写模板 alpha-idea;ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951 retrieved_not_deep_reviewed
451 38980270292631 2026-03-12T04:28:30Z 2026-08-24T11:13:04Z 16815刀季度奖经验分享-小虎 other https://support.worldquantbrain.com/hc/en-us/community/posts/38980270292631 retrieved_not_deep_reviewed
452 38979392093591 2026-03-12T02:49:10Z 2026-06-30T18:10:16Z 差一点就能提交的alpha怎么救?我的10个方法 other https://support.worldquantbrain.com/hc/en-us/community/posts/38979392093591 retrieved_not_deep_reviewed
453 38979342434455 2026-03-12T02:46:36Z 2026-08-06T06:46:57Z 【工具分享】用Claude Code + MCP搭建全自动因子挖掘流水线的实践 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38979342434455 retrieved_not_deep_reviewed
454 38953629858327 2026-03-11T06:39:16Z 2026-06-27T11:49:20Z 【VF0.74 BASE居然也能40刀!】每日base方向帖 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38953629858327 retrieved_not_deep_reviewed
455 38932709256727 2026-03-10T14:03:07Z 2026-09-01T11:50:14Z 2026-09-09T03:25:50Z 【经验分享】我的上分之路:Gold→Master→Grandmaster other https://support.worldquantbrain.com/hc/en-us/community/posts/38932709256727 retrieved_not_deep_reviewed
456 38927243023383 2026-03-10T08:05:28Z 2026-08-13T11:18:06Z 【贺六浑】从大厂内卷到18线小城:稳吃保底与我的两次GM进阶之路 other https://support.worldquantbrain.com/hc/en-us/community/posts/38927243023383 retrieved_not_deep_reviewed
457 38927191768343 2026-03-10T07:58:12Z 2026-08-13T11:18:06Z USA analyst一些具有经济学意义的重组数据字段 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/38927191768343 retrieved_not_deep_reviewed
458 38909536551575 2026-03-09T17:08:15Z 2026-06-10T00:26:42Z 【贺六浑】OpenClaw 快速安装与避坑指南 other https://support.worldquantbrain.com/hc/en-us/community/posts/38909536551575 retrieved_not_deep_reviewed
469 38818912466199 2026-03-05T07:12:10Z 2026-06-10T00:27:35Z OpenCode 零基础入门指南 other https://support.worldquantbrain.com/hc/en-us/community/posts/38818912466199 retrieved_not_deep_reviewed
470 38791976126999 2026-03-04T09:41:15Z 2026-06-10T00:27:40Z 【AI工具推荐】OpenClaw平替--OpenWork,适用于windows系统。 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38791976126999 retrieved_not_deep_reviewed
471 38791576234647 2026-03-04T08:58:53Z 2026-08-31T16:06:50Z TRAE配置MCP和Skills(最新) ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38791576234647 retrieved_not_deep_reviewed
472 38768672144151 2026-03-03T14:20:03Z 2026-07-24T04:36:19Z 【日常生活贴】我的量化日记第十季 【日常生活贴】我的量化日记第十季 other https://support.worldquantbrain.com/hc/en-us/community/posts/38768672144151 retrieved_not_deep_reviewed
473 38767793594775 2026-03-03T13:47:25Z 2026-08-24T12:07:38Z 【经验分享】菜鸟日记——代码小白如何稳住6个月VF0.9+ engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38767793594775 retrieved_not_deep_reviewed
474 38761123396375 2026-03-03T03:24:32Z 2026-07-30T02:16:42Z 【26年3月主题活动】2026 全球量化挑战赛(IQC)推荐计划 & Osmosis 大挑战 portfolio;platform https://support.worldquantbrain.com/hc/en-us/community/posts/38761123396375 retrieved_not_deep_reviewed
475 38738996110743 2026-03-02T14:23:47Z 2026-06-29T13:54:04Z 我这个expert,领了半个master的奖金!!! other https://support.worldquantbrain.com/hc/en-us/community/posts/38738996110743 retrieved_not_deep_reviewed
476 38736030987927 2026-03-02T12:21:30Z 2026-07-27T01:46:40Z [代码优化]将历史回测存储至MongoDB中 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38736030987927 retrieved_not_deep_reviewed
477 38720223996439 2026-03-01T08:50:29Z 2026-06-10T00:30:14Z 成为expert,vf连续三个月上0.9!!! portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38720223996439 retrieved_not_deep_reviewed
478 38706673362327 2026-02-28T09:25:43Z 2026-09-07T01:43:23Z 2026-09-10T23:54:37Z 【MCP 提示词优化 alpha】全流程提示词 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38706673362327 retrieved_not_deep_reviewed
479 38680670654999 2026-02-27T08:02:23Z 2026-08-25T15:24:48Z [经验分享]❌从全错到全对✅,仅一个月实现combine -1.2→3.18 + vf0.92 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38680670654999 retrieved_not_deep_reviewed
480 38669179039255 2026-02-26T19:36:10Z 2026-08-30T01:57:22Z EUR TOPCS1600的经验:解决Robust universe Sharpe / Sub-universe Sharpe / Weight concentration 问题 other https://support.worldquantbrain.com/hc/en-us/community/posts/38669179039255 retrieved_not_deep_reviewed
481 38660272769047 2026-02-26T14:51:16Z 2026-06-10T00:30:40Z 一文详解DCC比赛 platform https://support.worldquantbrain.com/hc/en-us/community/posts/38660272769047 retrieved_not_deep_reviewed
500 38376574647447 2026-02-13T08:20:39Z 2026-07-19T18:05:59Z 【经验分享】新人如何Combine 2.3, VF 0.9 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38376574647447 retrieved_not_deep_reviewed
501 38375309010327 2026-02-13T05:22:07Z 2026-06-10T00:34:48Z 📢 AI Alpha 竞赛:提交前最终自查清单 (Final Self-Check List) ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38375309010327 retrieved_not_deep_reviewed
502 38373794487063 2026-02-13T02:44:02Z 2026-06-10T00:34:53Z 【工具分享】简单便捷地给大模型添加skills ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38373794487063 retrieved_not_deep_reviewed
503 38353367804695 2026-02-12T13:39:47Z 2026-06-27T11:50:19Z 【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新! 快来看看本次 value factor 和 combined 更新情况吧! 【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新! 快来看看本次 value factor 和 combined 更新情况吧! portfolio;platform https://support.worldquantbrain.com/hc/en-us/community/posts/38353367804695 retrieved_not_deep_reviewed
504 38349347744407 2026-02-12T08:05:12Z 2026-07-09T03:10:05Z 终于走出雾霾区,体验了一把“一柱擎天”的喜悦!!!(vf: 0.5 -> 0.14 -> 0.13 -> 0.38 ->0.81->0.95) portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38349347744407 retrieved_not_deep_reviewed
505 38348972485911 2026-02-12T07:15:22Z 2026-06-10T00:35:09Z 0.74VF也能1RA吃到14刀! portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38348972485911 retrieved_not_deep_reviewed
506 38320422749463 2026-02-11T07:22:25Z 2026-06-10T00:35:14Z 【经验分享】如何从expert直升GM other https://support.worldquantbrain.com/hc/en-us/community/posts/38320422749463 retrieved_not_deep_reviewed
517 38249576693911 2026-02-08T04:57:26Z 2026-07-31T16:43:02Z [必要检查:OS比赛分数统计]OS比赛分数统计 platform https://support.worldquantbrain.com/hc/en-us/community/posts/38249576693911 retrieved_not_deep_reviewed
518 38235318555415 2026-02-07T05:44:22Z 2026-06-10T00:39:04Z 【送AI Token】参加今日培训AI工具助你研究效率翻倍,更有token券相送 ai-mining;engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/38235318555415 retrieved_not_deep_reviewed
519 38234815701911 2026-02-07T04:16:00Z 2026-08-29T13:04:16Z Alpha稳健性检验代码 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38234815701911 retrieved_not_deep_reviewed
520 38213050258839 2026-02-06T12:39:56Z 2026-08-23T15:52:55Z 2026-09-09T03:55:08Z [AIAC2][操作符] 167 操作符全示例,赋能AI 生成、优化、验证表达式 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38213050258839 retrieved_not_deep_reviewed
521 38210807994519 2026-02-06T09:28:25Z 2026-07-29T16:04:46Z OSMOSIS 分数分配策略 by TIGER:big head 分配法 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38210807994519 retrieved_not_deep_reviewed
522 38209592294167 2026-02-06T06:42:41Z 2026-06-10T00:43:16Z VF第一次更新从0.5-0.88的感想 portfolio;platform https://support.worldquantbrain.com/hc/en-us/community/posts/38209592294167 retrieved_not_deep_reviewed
523 38187278934551 2026-02-05T14:15:07Z 2026-06-29T14:22:04Z data存储与主题数据高效获取方法 other https://support.worldquantbrain.com/hc/en-us/community/posts/38187278934551 retrieved_not_deep_reviewed
525 38182883500055 2026-02-05T09:48:58Z 2026-07-29T14:44:42Z OS更新后对于“这个因子到底能不能交”的一点思考 【传奇耐打王系列一】 platform https://support.worldquantbrain.com/hc/en-us/community/posts/38182883500055 retrieved_not_deep_reviewed
526 38182819864471 2026-02-05T09:38:03Z 2026-08-26T13:53:46Z 【差生文具多】WQ助手1.01版本(安卓版本) other https://support.worldquantbrain.com/hc/en-us/community/posts/38182819864471 retrieved_not_deep_reviewed
527 38154547987607 2026-02-04T08:15:31Z 2026-06-10T00:43:46Z 【ValueFactor提升经验】从0.26->0.53->0.56->0.9->0.95的经验之谈 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38154547987607 retrieved_not_deep_reviewed
528 38151220803095 2026-02-04T02:22:18Z 2026-09-03T09:07:10Z 2026-09-09T03:30:16Z AI打工人配置指南 - Windows\Mac\Linux ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38151220803095 retrieved_not_deep_reviewed
529 38149908964759 2026-02-04T01:09:24Z 2026-06-10T00:43:55Z 【AI打工人Step4运行问题】针对Mac系统的代码调整 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38149908964759 retrieved_not_deep_reviewed
530 38121900955415 2026-02-03T05:48:25Z 2026-06-10T00:44:00Z 新人期升段失败 ,vf0.5-0.93的个人小结 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38121900955415 retrieved_not_deep_reviewed
531 38121748548759 2026-02-03T05:25:48Z 2026-07-17T22:01:22Z 【WQ数据监控】wqmanager.qzz.io 一览wq-leaderboard数据 other https://support.worldquantbrain.com/hc/en-us/community/posts/38121748548759 retrieved_not_deep_reviewed
532 38121562587543 2026-02-03T05:01:45Z 2026-06-10T00:44:11Z 萌新第一次定级怎么做到comb-1.48但是Velue Factor0.9的(踩坑教程) portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/38121562587543 retrieved_not_deep_reviewed
533 38121310515223 2026-02-03T04:33:20Z 2026-09-03T09:42:11Z 2026-09-10T04:38:42Z PPA活动主题限制下,提交ra点塔的一点心得。 platform https://support.worldquantbrain.com/hc/en-us/community/posts/38121310515223 retrieved_not_deep_reviewed
534 38120459173143 2026-02-03T03:10:49Z 2026-07-22T02:09:44Z PC限流的破解小窍门:基于SC的PC优化方法 other https://support.worldquantbrain.com/hc/en-us/community/posts/38120459173143 retrieved_not_deep_reviewed
535 38120400657687 2026-02-03T03:03:52Z 2026-06-10T00:44:21Z 【MCP error -32000: Connection closed】解决无法连接问题(MAC系统) ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38120400657687 retrieved_not_deep_reviewed
536 38120016912407 2026-02-03T02:28:52Z 2026-06-29T02:45:50Z 【BRAIN顾问的春节精彩瞬间】马上有福·BRAIN新春喜乐会 🏮 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38120016912407 retrieved_not_deep_reviewed
537 38095332944919 2026-02-02T09:02:27Z 2026-06-10T00:44:31Z iflow cli接入自定义大模型api engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38095332944919 retrieved_not_deep_reviewed
538 38081199177239 2026-02-01T07:44:01Z 2026-08-20T13:58:29Z 2026-09-08T18:24:46Z 【新人向-SA的本地计算SC】复制即用!跟上后一篇PC检测代码! engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38081199177239 retrieved_not_deep_reviewed
539 38037870580375 2026-01-30T02:11:13Z 2026-06-10T00:44:42Z [找灵感] 我遇到的找灵感时账号登录问题 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/38037870580375 retrieved_not_deep_reviewed
540 38025695370775 2026-01-29T18:31:48Z 2026-08-09T16:28:34Z 【效率王】APP重磅升级功能:来点Alpha--重新定义AI时代123阶 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38025695370775 retrieved_not_deep_reviewed
541 38021301172759 2026-01-29T16:12:12Z 2026-06-10T00:44:54Z 关于ts_decay_linear的妙用 other https://support.worldquantbrain.com/hc/en-us/community/posts/38021301172759 retrieved_not_deep_reviewed
542 38013614427671 2026-01-29T09:43:31Z 2026-08-31T06:22:43Z Gemini CLI正确开启skills以及alpha迭代优化工作流 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/38013614427671 retrieved_not_deep_reviewed
543 38013569192983 2026-01-29T09:32:22Z 2026-06-10T00:45:04Z 使用mcp+ai挖掘alpha过程中节约token的小技巧 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38013569192983 retrieved_not_deep_reviewed
544 38011740910743 2026-01-29T05:25:34Z 2026-08-07T10:56:00Z 英伟达免费模型接入Claude Code使用AI打工人 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38011740910743 retrieved_not_deep_reviewed
545 38010074902295 2026-01-29T02:45:43Z 2026-04-30T22:54:38Z 我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化,记录一下过程 我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化,记录一下过程 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38010074902295 retrieved_not_deep_reviewed
546 38009162109079 2026-01-29T01:32:17Z 2026-08-15T03:37:36Z 2026-09-07T09:39:26Z 【新手向】打造经济实用型打工人-为AI打工人配置优惠的coding plan ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/38009162109079 retrieved_not_deep_reviewed
547 37983679645463 2026-01-28T03:33:42Z 2026-06-10T00:45:18Z 羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0 羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37983679645463 retrieved_not_deep_reviewed
548 37982251006487 2026-01-28T01:35:23Z 2026-08-02T08:01:06Z 白嫖指南:长期稳定免费大模型 API engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37982251006487 retrieved_not_deep_reviewed
549 37958822593175 2026-01-27T08:32:21Z 2026-06-22T00:56:47Z [AIAC2] Alpha 生成系统:AI驱动的量化策略优化框架 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37958822593175 retrieved_not_deep_reviewed
550 37953156945687 2026-01-26T23:49:56Z 2026-06-10T00:45:38Z 手机远程连接claudecode,24小时随时指挥AI干活! ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37953156945687 retrieved_not_deep_reviewed
551 37922239190039 2026-01-25T16:35:34Z 2026-06-10T00:45:42Z AI打工人系列:玩转MAC系统中回测小问题 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37922239190039 retrieved_not_deep_reviewed
552 37905611580311 2026-01-24T09:12:17Z 2026-06-22T00:52:50Z 【OB】在OpenCode中使用Antigravity的Claude额度 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37905611580311 retrieved_not_deep_reviewed
553 37878120993559 2026-01-23T07:35:03Z 2026-08-07T18:40:43Z 2026-09-10T04:10:22Z 这个因子到底能不能交? 定级后关于因子提交的沉重反思 【传奇耐打王系列一】 other https://support.worldquantbrain.com/hc/en-us/community/posts/37878120993559 retrieved_not_deep_reviewed
554 37877587810327 2026-01-23T06:23:31Z 2026-09-07T05:51:42Z GLB区域使用ppa点塔 platform https://support.worldquantbrain.com/hc/en-us/community/posts/37877587810327 retrieved_not_deep_reviewed
555 37858237686167 2026-01-22T14:48:04Z 2026-08-07T10:46:14Z 2026-09-08T05:36:48Z 基于论坛的 Super Alpha 全自动化框架:从策略生成到最大独立集优化 (附完整源码) engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/37858237686167 retrieved_not_deep_reviewed
556 37857879534487 2026-01-22T14:35:22Z 2026-07-19T05:51:32Z opencode+skills全自动优化alpha ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37857879534487 retrieved_not_deep_reviewed
557 37856141500951 2026-01-22T13:24:07Z 2026-06-10T00:46:07Z 【Community Leader - 因子构造】gemini_cli_sdk + 双agent,打造一个听话的挖掘工2 alpha-idea;ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37856141500951 retrieved_not_deep_reviewed
558 37852483070743 2026-01-22T07:57:28Z 2026-06-10T00:46:12Z iflow提示API账户余额不足(Insufficient Balance)?不要急,切换个模型即可 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37852483070743 retrieved_not_deep_reviewed
559 37852378086039 2026-01-22T07:34:32Z 2026-09-04T09:44:30Z 【ValueFactor】0.38->0.89->1->0.99->1的自我救赎 【ValueFactor】0.38->0.89->1->0.99->1的自我救赎 portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/37852378086039 retrieved_not_deep_reviewed
560 37831022530583 2026-01-21T15:34:49Z 2026-07-17T23:10:10Z Trae+SKILL+规则+记忆=AI全自动挖掘因子 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37831022530583 retrieved_not_deep_reviewed
561 37828798034711 2026-01-21T14:15:58Z 2026-06-10T00:46:25Z 【一键切换API供应商】小白也能配置,AI打工人的辅助神器,适用Claude Code、Codex、Gemini CLI ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37828798034711 retrieved_not_deep_reviewed
562 37824943159959 2026-01-21T10:21:06Z 2026-06-10T00:46:29Z 【大角羊】一分钟掌握参加AIAC2.0比赛要点! ai-mining;platform https://support.worldquantbrain.com/hc/en-us/community/posts/37824943159959 retrieved_not_deep_reviewed
566 37820360761367 2026-01-21T01:35:01Z 2026-06-10T00:46:48Z 英伟达免费白嫖 minimax-m2.1 和 glm4.7 模型 other https://support.worldquantbrain.com/hc/en-us/community/posts/37820360761367 retrieved_not_deep_reviewed
567 37800870021015 2026-01-20T14:33:19Z 2026-09-01T16:19:03Z 【”羊毛“合集】可供使用的AI免费资源 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37800870021015 retrieved_not_deep_reviewed
568 37797346107671 2026-01-20T11:42:14Z 2026-06-10T00:46:57Z 【傻瓜式安装教程】傻瓜式安装claude-code-router使用ai打工人的免费api ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37797346107671 retrieved_not_deep_reviewed
569 37796479641111 2026-01-20T10:20:45Z 2026-06-29T13:52:09Z 【日常生活贴】我的量化日记第九季 【日常生活贴】我的量化日记第九季 other https://support.worldquantbrain.com/hc/en-us/community/posts/37796479641111 retrieved_not_deep_reviewed
570 37780459876119 2026-01-19T17:00:50Z 2026-06-10T17:44:10Z 【实用报表】多维度分析Alpha最新2023年OS趋势 other https://support.worldquantbrain.com/hc/en-us/community/posts/37780459876119 retrieved_not_deep_reviewed
571 37776070276119 2026-01-19T14:14:28Z 2026-07-21T15:38:26Z 【工具推荐】claude-code-proxy + AI打工人:使用免费的大模型白嫖打工人! ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37776070276119 retrieved_not_deep_reviewed
572 37762717623063 2026-01-18T16:52:39Z 2026-06-10T00:47:18Z 【AI桌面插件】作为智能助手寻找 Alpha 模版和灵感 alpha-idea;ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37762717623063 retrieved_not_deep_reviewed
573 37760676701463 2026-01-18T12:58:32Z 2026-06-10T00:47:22Z Mac OS设置cnhkmcp环境 ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37760676701463 retrieved_not_deep_reviewed
574 37760428555287 2026-01-18T12:23:49Z 2026-07-03T16:58:10Z [工具分享] 追踪每一次cnhkmcp的更新 ai-mining;engineering;platform https://support.worldquantbrain.com/hc/en-us/community/posts/37760428555287 retrieved_not_deep_reviewed
575 37759477785239 2026-01-18T09:47:10Z 2026-08-07T10:44:23Z [Alpha优化] 提高Robust Universie Sharp,提高Sub Universe Sharp,降低Turnover的常见方式 other https://support.worldquantbrain.com/hc/en-us/community/posts/37759477785239 retrieved_not_deep_reviewed
576 37745706080407 2026-01-17T08:00:15Z 2026-06-22T00:23:32Z 【SKILLS everywhere】自动同步skills,从claude到gemini,codex,iflow ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37745706080407 retrieved_not_deep_reviewed
577 37744709099671 2026-01-17T05:17:18Z 2026-06-10T00:47:42Z 最新MacOS tahoe 系统如何解决运行APP后打开回测器报错解决方案 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37744709099671 retrieved_not_deep_reviewed
610 37553419414807 2026-01-09T07:59:05Z 2026-07-26T13:05:22Z 【贺六浑】 回测次数到达4700,自动强制终止回测 开箱即用脚本 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37553419414807 retrieved_not_deep_reviewed
611 37531632149783 2026-01-08T15:26:38Z 2026-06-10T00:50:18Z 在获取数据集的时候返回API rate limit exceeded alpha-idea;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37531632149783 retrieved_not_deep_reviewed
612 37525915867671 2026-01-08T11:02:08Z 2026-07-20T05:30:46Z 【Community Leader -因子构造 💎】拯救IND地区Robust universe Sharpe测试不通过的一个新思路 alpha-idea https://support.worldquantbrain.com/hc/en-us/community/posts/37525915867671 retrieved_not_deep_reviewed
613 37523762919575 2026-01-08T06:31:36Z 2026-08-28T22:07:36Z 2026-09-10T23:33:51Z 新手福音,全自动爬山算法,1个Alpha变N个!!!(开箱即用) other https://support.worldquantbrain.com/hc/en-us/community/posts/37523762919575 retrieved_not_deep_reviewed
614 37503393839895 2026-01-07T15:32:28Z 2026-02-28T07:18:35Z 2026-09-08T01:53:19Z [Gemini大王]同时调取多个Gemini Cli完成不同工作 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37503393839895 retrieved_not_deep_reviewed
615 37495491312407 2026-01-07T06:52:07Z 2026-01-17T12:29:52Z 【代码优化】一句话debug:429?多try一下就好啦! engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37495491312407 retrieved_not_deep_reviewed
616 37495033591447 2026-01-07T05:55:18Z 2026-08-24T04:48:37Z QuantGo Kit:基于Grafana的WorldQuant量化可视化篇 other https://support.worldquantbrain.com/hc/en-us/community/posts/37495033591447 retrieved_not_deep_reviewed
617 37494588760343 2026-01-07T04:56:49Z 2026-05-17T07:10:31Z 【代码优化】缘分一道桥429 频繁报错 + 解析误判的一个实用修法(亲测有效) engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37494588760343 retrieved_not_deep_reviewed
625 37427295710359 2026-01-04T09:45:08Z 2026-08-01T04:49:27Z [SuperAlpha] 基于SuperAlpha数据分析师--Own极简回测次数源源不断三五(附代码) engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/37427295710359 retrieved_not_deep_reviewed
626 37389747140119 2026-01-02T06:57:14Z 2026-02-02T08:11:24Z Brain Labs填充缺失值使用未来数据吗? ai-mining https://support.worldquantbrain.com/hc/en-us/community/posts/37389747140119 retrieved_not_deep_reviewed
627 37388868198423 2026-01-02T04:37:56Z 2026-08-14T05:27:45Z 2025年踩坑经验总结 vf 0.5->0.13->0.38->0.81; Combined Alpha Performance 0.68->0.06->-0.58->0.36; portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/37388868198423 retrieved_not_deep_reviewed
628 37388646548119 2026-01-02T04:12:54Z 2026-09-06T12:19:42Z [工具分享]一键 Robust Sharpe优化辅助 [工具分享]一键 Robust Sharpe优化辅助 engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37388646548119 retrieved_not_deep_reviewed
629 37386294914199 2026-01-01T23:54:25Z 2026-07-12T10:24:28Z [cnhkmcp APP] 导出带settings的json批量回测--断点续传,智能重试 ai-mining;engineering https://support.worldquantbrain.com/hc/en-us/community/posts/37386294914199 retrieved_not_deep_reviewed
630 37377610926999 2026-01-01T07:46:19Z 2026-07-25T10:32:22Z 获取生产相关性代码改进 engineering;portfolio https://support.worldquantbrain.com/hc/en-us/community/posts/37377610926999 retrieved_not_deep_reviewed
@@ -1,100 +1,106 @@
post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_retrieved,comments_complete,knowledge_files
43208281917591,2026-09-03T02:27:56Z,2026-09-06T15:14:46Z,03-【进阶学习】Super Alpha 每日获得额外1-60USD,来此学习,https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591,portfolio,synthesized,0,True,04-platform/superalpha-collection-review.md
43181411147287,2026-09-02T10:44:26Z,2026-09-07T04:45:22Z,【Alpha Idea】谁在付 Spread?——订单流攻击性、半衰期分层与一个双引擎架构的诞生,https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
43179860065303,2026-09-02T08:17:04Z,2026-09-07T07:51:01Z,"【Alpha Idea】维基百科关注度的""突压""信号(sent)在德国DEU市场的因子化尝试",https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
43179521660823,2026-09-02T07:35:26Z,2026-09-07T07:32:08Z,"【Alpha Idea】不看幅度看""显著性"":一个信噪比(SNR)模板在 USA / GLB / EUR 三个市场的因子化尝试",https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
43179259800471,2026-09-02T07:12:12Z,2026-09-07T07:45:43Z,02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集,https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471,guides,synthesized,0,True,03-engineering/advanced-collection-review.md
43151729306647,2026-09-01T13:11:24Z,2026-09-07T08:18:50Z,【Alpha Idea】机构持仓变化与拥挤反转:institutions18 在 GLB 市场的因子化尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
43147371557015,2026-09-01T08:24:29Z,2026-09-06T15:03:50Z,【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力!,https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015,events,synthesized,0,True,00-restart/2026-timeline.md;04-platform/current-updates.md;06-sources/curated.md;09-experience-lessons/competition-evidence.md
43087031637527,2026-08-29T05:39:26Z,2026-09-07T04:46:24Z,【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型 ,https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527,events,screened,0,True,
43085454784535,2026-08-29T02:21:57Z,2026-09-07T06:08:37Z,本地check ppc的完整方法及代码,助你GLB PPA开发一臂之力,https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md;08-alpha-optimization/portfolio-and-correlation.md
43067045830679,2026-08-28T14:10:52Z,2026-09-07T04:47:29Z,分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。,https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679,events,screened,0,True,
43058251853847,2026-08-28T02:23:03Z,2026-09-07T07:27:18Z,获取 WorldQuant 每天剩余回测次数、已回测次数,https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md
43031577079575,2026-08-27T08:00:38Z,2026-09-07T04:48:08Z,新人顾问心得,尝试通过Robust测试(一边修改一边写帖子),https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575,lessons,synthesized,0,True,09-experience-lessons/failure-casebook.md
43031425132823,2026-08-27T07:41:24Z,2026-09-07T04:48:39Z,和AI学点手搓小知识-vec操作符解析,https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823,optimization,screened,0,True,
43030071187479,2026-08-27T02:21:08Z,2026-09-06T22:00:47Z,01-【新人必读】新顾问入门指南!,https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479,guides,screened,1,True,
43006316208151,2026-08-26T12:39:42Z,2026-09-07T04:49:04Z,【组合层心法】Combined Alpha 冲 2.0 不是堆出来的:一条四季爬升线里的少交比多交强,https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151,portfolio,synthesized,0,True,08-alpha-optimization/portfolio-and-correlation.md
43002825233687,2026-08-26T08:04:33Z,2026-09-06T11:22:37Z,🌟 玩转 Osmosis:让你的 Alphas 成为最高 2 倍收益放大器!(机制详解与实操指南),https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687,portfolio,synthesized,2,True,04-platform/portfolio-osmosis.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
42981290349463,2026-08-25T14:24:44Z,2026-09-07T06:08:53Z,一个skill让AI不再混信号,https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463,ai,synthesized,0,True,02-ai-mining/2026-methods-and-failures.md
42975079714839,2026-08-25T08:53:50Z,2026-09-07T04:49:44Z,免费体验 MiniMax‑M3!GMI Cloud 限时 14 天无限制调用福利,https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839,events,screened,0,True,
42972530812183,2026-08-25T03:58:37Z,2026-09-07T04:50:15Z,Region Agnostic Alpha (RAA) 详解 — 新手入门指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183,general,screened,0,True,
42955680180247,2026-08-24T16:05:41Z,2026-09-07T04:50:35Z,【SPC实战】信号衰减5-7天:数据源“时效性”比“全面性”更重要,https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247,general,synthesized,0,True,04-platform/spc.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
42945861800983,2026-08-24T09:08:41Z,2026-09-07T04:51:02Z,【🐉龙虎榜·卷四】季度奖揭榜,VF 为纲——谁人乘龙,谁人执印?,https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983,events,screened,0,True,
42943436447127,2026-08-24T04:09:19Z,2026-09-07T04:51:28Z,【测试】相对文件名路径验证帖,https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127,general,screened,0,True,
42801904467607,2026-08-18T07:14:53Z,2026-09-07T04:51:51Z,[AI工具]让AI打工人使用免费的deepseek(freebuff反向代理),https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607,ai,screened,0,True,
42775887653399,2026-08-17T13:07:37Z,2026-09-06T10:10:44Z,"Combined Alpha Performance 连续四季爬升,本季度突破 2.0:一条""从负数到2""的实证轨迹",https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399,portfolio,screened,0,True,
42774450536343,2026-08-17T12:12:11Z,2026-09-06T10:10:52Z,【大角羊】💰 每天14:30,微信自动把昨天的 Base Payment 账单送到你手上(RA/SA 分项 · 开箱即用),https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343,general,screened,0,True,
42772611660823,2026-08-17T10:05:06Z,2026-09-06T22:01:20Z,【经验分享】分享一个combine稳定2+,最高3.23的ppa池子分布,以及分享做ppa的经验,https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823,lessons,screened,0,True,
42771962021143,2026-08-17T08:55:07Z,2026-09-07T05:43:12Z,【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧!,https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143,ai,screened,0,True,
42757091114647,2026-08-16T07:52:17Z,2026-09-07T05:43:28Z,免费使用DeepSeek V4 Pro,https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647,general,screened,3,True,
42756641286295,2026-08-16T06:34:33Z,2026-09-06T10:11:17Z,base记录,https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295,general,screened,0,True,
43322521365143,2026-09-08T06:16:19Z,2026-09-10T23:14:24Z,【Region-Agnostic】一键批量将所有OS Regular Alpha 重跑为 ALL/D1 的脚本,https://support.worldquantbrain.com/hc/en-us/community/posts/43322521365143,engineering,synthesized,5,True,03-engineering/2026-operating-lessons.md
43320471694999,2026-09-08T02:27:17Z,2026-09-11T00:09:25Z,05-AI精选合集:创建一个具有BRAIN全部知识、金融博士、计算机博士的免费助手,https://support.worldquantbrain.com/hc/en-us/community/posts/43320471694999,guides,synthesized,0,True,02-ai-mining/2026-methods-and-failures.md
43320365312023,2026-09-08T02:20:53Z,2026-09-10T07:49:57Z,新顾问福利:Grand Master 1v1 Advisory 答疑辅导,https://support.worldquantbrain.com/hc/en-us/community/posts/43320365312023,events,synthesized,0,True,04-platform/current-updates.md
43319649278359,2026-09-08T01:16:05Z,2026-09-10T08:36:15Z,严正公告:严禁将 BRAIN 平台内容发布至第三方平台,https://support.worldquantbrain.com/hc/en-us/community/posts/43319649278359,general,synthesized,2,True,04-platform/current-updates.md
43309848501783,2026-09-07T15:47:18Z,2026-09-10T16:10:03Z,【比赛攻略】ARC2026 全区域赛(All Region Competition 2026)一文读懂:赛制、评分、奖金与冲榜技巧,https://support.worldquantbrain.com/hc/en-us/community/posts/43309848501783,events,synthesized,1,True,04-platform/current-updates.md
43269155035799,2026-09-05T02:52:22Z,2026-09-10T12:59:22Z,【电子鸡蛋】免费AI站点(公益站)分享,https://support.worldquantbrain.com/hc/en-us/community/posts/43269155035799,ai,synthesized,1,True,02-ai-mining/2026-methods-and-failures.md
43208281917591,2026-09-03T02:27:56Z,2026-09-10T12:40:24Z,03-【进阶学习】Super Alpha 每日获得额外1-60USD,来此学习,https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591,portfolio,synthesized,0,True,04-platform/superalpha-collection-review.md
43181411147287,2026-09-02T10:44:26Z,2026-09-11T00:05:03Z,【Alpha Idea】谁在付 Spread?——订单流攻击性、半衰期分层与一个双引擎架构的诞生,https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287,ideas,synthesized,2,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
43179860065303,2026-09-02T08:17:04Z,2026-09-10T16:41:30Z,"【Alpha Idea】维基百科关注度的""突压""信号(sent)在德国DEU市场的因子化尝试",https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303,ideas,synthesized,3,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
43179521660823,2026-09-02T07:35:26Z,2026-09-10T12:57:34Z,"【Alpha Idea】不看幅度看""显著性"":一个信噪比(SNR)模板在 USA / GLB / EUR 三个市场的因子化尝试",https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823,ideas,synthesized,1,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
43179259800471,2026-09-02T07:12:12Z,2026-09-09T02:13:27Z,02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集,https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471,guides,synthesized,0,True,03-engineering/advanced-collection-review.md
43151729306647,2026-09-01T13:11:24Z,2026-09-10T12:59:46Z,【Alpha Idea】机构持仓变化与拥挤反转:institutions18 在 GLB 市场的因子化尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
43147371557015,2026-09-01T08:24:29Z,2026-09-10T08:02:13Z,【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力!,https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015,events,synthesized,0,True,00-restart/2026-timeline.md;04-platform/current-updates.md;06-sources/curated.md;09-experience-lessons/competition-evidence.md
43087031637527,2026-08-29T05:39:26Z,2026-09-09T01:48:36Z,【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型,https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527,events,screened,0,True,
43085454784535,2026-08-29T02:21:57Z,2026-09-10T16:07:50Z,本地check ppc的完整方法及代码,助你GLB PPA开发一臂之力,https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md;08-alpha-optimization/portfolio-and-correlation.md
43067045830679,2026-08-28T14:10:52Z,2026-09-10T15:47:31Z,分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。,https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679,events,screened,0,True,
43058251853847,2026-08-28T02:23:03Z,2026-09-09T15:42:57Z,获取 WorldQuant 每天剩余回测次数、已回测次数,https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md
43031577079575,2026-08-27T08:00:38Z,2026-09-09T14:36:48Z,新人顾问心得,尝试通过Robust测试(一边修改一边写帖子),https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575,lessons,synthesized,0,True,09-experience-lessons/failure-casebook.md
43031425132823,2026-08-27T07:41:24Z,2026-09-10T15:55:47Z,和AI学点手搓小知识-vec操作符解析,https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823,optimization,screened,0,True,
43030071187479,2026-08-27T02:21:08Z,2026-09-09T12:08:33Z,01-【新人必读】新顾问入门指南!,https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479,guides,screened,1,True,
43006316208151,2026-08-26T12:39:42Z,2026-09-10T11:31:24Z,【组合层心法】Combined Alpha 冲 2.0 不是堆出来的:一条四季爬升线里的少交比多交强,https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151,portfolio,synthesized,0,True,08-alpha-optimization/portfolio-and-correlation.md
43002825233687,2026-08-26T08:04:33Z,2026-09-10T14:16:28Z,🌟 玩转 Osmosis:让你的 Alphas 成为最高 2 倍收益放大器!(机制详解与实操指南),https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687,portfolio,synthesized,2,True,04-platform/portfolio-osmosis.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
42981290349463,2026-08-25T14:24:44Z,2026-09-10T14:15:39Z,一个skill让AI不再混信号,https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463,ai,synthesized,0,True,02-ai-mining/2026-methods-and-failures.md
42975079714839,2026-08-25T08:53:50Z,2026-09-10T15:52:17Z,免费体验 MiniMax‑M3!GMI Cloud 限时 14 天无限制调用福利,https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839,events,screened,0,True,
42972530812183,2026-08-25T03:58:37Z,2026-09-09T23:05:54Z,Region Agnostic Alpha (RAA) 详解 — 新手入门指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183,general,screened,0,True,
42955680180247,2026-08-24T16:05:41Z,2026-09-10T15:47:34Z,【SPC实战】信号衰减5-7天:数据源“时效性”比“全面性”更重要,https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247,general,synthesized,0,True,04-platform/spc.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
42945861800983,2026-08-24T09:08:41Z,2026-09-10T14:18:34Z,【🐉龙虎榜·卷四】季度奖揭榜,VF 为纲——谁人乘龙,谁人执印?,https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983,events,screened,0,True,
42943436447127,2026-08-24T04:09:19Z,2026-09-10T17:03:52Z,【测试】相对文件名路径验证帖,https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127,general,screened,0,True,
42801904467607,2026-08-18T07:14:53Z,2026-09-09T08:43:39Z,[AI工具]让AI打工人使用免费的deepseek(freebuff反向代理),https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607,ai,screened,0,True,
42775887653399,2026-08-17T13:07:37Z,2026-09-10T10:49:38Z,"Combined Alpha Performance 连续四季爬升,本季度突破 2.0:一条""从负数到2""的实证轨迹",https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399,portfolio,screened,0,True,
42774450536343,2026-08-17T12:12:11Z,2026-09-10T05:48:14Z,【大角羊】💰 每天14:30,微信自动把昨天的 Base Payment 账单送到你手上(RA/SA 分项 · 开箱即用),https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343,general,screened,0,True,
42772611660823,2026-08-17T10:05:06Z,2026-09-10T04:32:34Z,【经验分享】分享一个combine稳定2+,最高3.23的ppa池子分布,以及分享做ppa的经验,https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823,lessons,screened,0,True,
42771962021143,2026-08-17T08:55:07Z,2026-09-09T13:33:00Z,【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧!,https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143,ai,screened,0,True,
42757091114647,2026-08-16T07:52:17Z,2026-09-10T10:50:43Z,免费使用DeepSeek V4 Pro,https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647,general,screened,3,True,
42756641286295,2026-08-16T06:34:33Z,2026-09-07T14:41:38Z,base记录,https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295,general,screened,0,True,
42756136847639,2026-08-16T05:11:27Z,2026-09-06T10:11:25Z,AI打工人适配Opencode go套餐,https://support.worldquantbrain.com/hc/en-us/community/posts/42756136847639,ai,screened,0,True,
42743732814999,2026-08-15T11:17:48Z,2026-09-06T10:11:33Z,Claude Code Router 和quantflow不兼容的解决办法,https://support.worldquantbrain.com/hc/en-us/community/posts/42743732814999,ai,screened,0,True,
42740521405463,2026-08-15T04:01:48Z,2026-09-06T10:11:40Z,【大角羊】📱💻 电脑上的 Pi × 手机钉钉 双向通信——从零搭建全教程(零公网 · 零成本 · 开机自启)】,https://support.worldquantbrain.com/hc/en-us/community/posts/42740521405463,general,screened,0,True,
42738237663639,2026-08-15T00:37:15Z,2026-09-06T10:11:47Z,Claude Code 第三方模型使用搜索的利器——EXA,https://support.worldquantbrain.com/hc/en-us/community/posts/42738237663639,ai,screened,0,True,
42721824181271,2026-08-14T14:28:28Z,2026-09-06T10:11:53Z,把 Self-Correlation 搬到本地:用 daily-pnl 精确复现平台口径(实测最大误差 0.00004),https://support.worldquantbrain.com/hc/en-us/community/posts/42721824181271,portfolio,synthesized,0,True,03-engineering/correlation.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
42720875852439,2026-08-14T13:56:37Z,2026-09-06T10:11:57Z,【7月新顾问分享】新人如何从每天0产出到每天稳定产出alpha经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42720875852439,lessons,screened,0,True,
42714622464407,2026-08-14T06:16:44Z,2026-09-06T22:00:58Z,CNHKMCP QuantFlow 提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407,ai,screened,1,True,
42743732814999,2026-08-15T11:17:48Z,2026-09-08T03:31:11Z,Claude Code Router 和quantflow不兼容的解决办法,https://support.worldquantbrain.com/hc/en-us/community/posts/42743732814999,ai,screened,0,True,
42740521405463,2026-08-15T04:01:48Z,2026-09-09T10:14:40Z,【大角羊】📱💻 电脑上的 Pi × 手机钉钉 双向通信——从零搭建全教程(零公网 · 零成本 · 开机自启)】,https://support.worldquantbrain.com/hc/en-us/community/posts/42740521405463,general,screened,0,True,
42738237663639,2026-08-15T00:37:15Z,2026-09-08T03:31:10Z,Claude Code 第三方模型使用搜索的利器——EXA,https://support.worldquantbrain.com/hc/en-us/community/posts/42738237663639,ai,screened,0,True,
42721824181271,2026-08-14T14:28:28Z,2026-09-08T10:00:54Z,把 Self-Correlation 搬到本地:用 daily-pnl 精确复现平台口径(实测最大误差 0.00004),https://support.worldquantbrain.com/hc/en-us/community/posts/42721824181271,portfolio,synthesized,0,True,03-engineering/correlation.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
42720875852439,2026-08-14T13:56:37Z,2026-09-10T08:23:10Z,【7月新顾问分享】新人如何从每天0产出到每天稳定产出alpha经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42720875852439,lessons,screened,0,True,
42714622464407,2026-08-14T06:16:44Z,2026-09-09T14:41:30Z,CNHKMCP QuantFlow 提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407,ai,screened,1,True,
42691768951447,2026-08-13T14:10:35Z,2026-09-06T10:12:05Z,CLIProxyAPI桌面版,搭配opencode-go,实现与QuantFlow的配合,https://support.worldquantbrain.com/hc/en-us/community/posts/42691768951447,engineering,screened,0,True,
42686571665303,2026-08-13T09:20:16Z,2026-09-06T10:12:11Z,【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/42686571665303,general,screened,0,True,
42662873714711,2026-08-12T13:39:07Z,2026-09-06T10:12:18Z,AI模板库分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711,ai,screened,0,True,
42686571665303,2026-08-13T09:20:16Z,2026-09-09T17:47:20Z,【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/42686571665303,general,screened,0,True,
42662873714711,2026-08-12T13:39:07Z,2026-09-09T18:59:19Z,AI模板库分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711,ai,screened,0,True,
42587179348119,2026-08-09T13:34:48Z,2026-09-06T10:12:24Z,GBR/DEU新地区不出货?多图解析新地区Alpha首周全球提交现况,https://support.worldquantbrain.com/hc/en-us/community/posts/42587179348119,general,screened,0,True,
42585946296855,2026-08-09T11:25:38Z,2026-09-06T10:12:32Z,分享一个连接插件中prodmemo和python的一个小脚本,帮助大家可以将页面上缓存的pc拿到python里用,https://support.worldquantbrain.com/hc/en-us/community/posts/42585946296855,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md
42549574041367,2026-08-07T15:11:16Z,2026-09-06T10:12:41Z,普通 Alpha 到顶级 Alpha 的优化执行手册,https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367,optimization,synthesized,0,True,08-alpha-optimization/diagnostic-workflow.md
42519002511767,2026-08-06T13:40:05Z,2026-09-07T06:45:10Z,【经验分享】Python Alpha 30名心得:从 FastExpr 到 Python,我用 17 个 alpha 趟出来的一条路,https://support.worldquantbrain.com/hc/en-us/community/posts/42519002511767,lessons,synthesized,0,True,00-restart/corrections.md;02-ai-mining/python-alpha.md;06-sources/curated.md
42549574041367,2026-08-07T15:11:16Z,2026-09-10T18:55:47Z,普通 Alpha 到顶级 Alpha 的优化执行手册,https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367,optimization,synthesized,0,True,08-alpha-optimization/diagnostic-workflow.md
42519002511767,2026-08-06T13:40:05Z,2026-09-09T17:47:22Z,【经验分享】Python Alpha 30名心得:从 FastExpr 到 Python,我用 17 个 alpha 趟出来的一条路,https://support.worldquantbrain.com/hc/en-us/community/posts/42519002511767,lessons,synthesized,0,True,00-restart/corrections.md;02-ai-mining/python-alpha.md;06-sources/curated.md
42513832186263,2026-08-06T08:10:32Z,2026-09-06T10:12:57Z,【7月新顾问分享】从“用户阶段好用”到“顾问阶段跑通”,https://support.worldquantbrain.com/hc/en-us/community/posts/42513832186263,general,screened,0,True,
42513455206423,2026-08-06T07:24:54Z,2026-09-06T10:13:04Z,【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强,我个人认为skill是无用之举,并且会限制你的ai去挖掘更多方向,https://support.worldquantbrain.com/hc/en-us/community/posts/42513455206423,lessons,synthesized,0,True,02-ai-mining/research-workflow.md;06-sources/curated.md
42509573118999,2026-08-06T01:10:42Z,2026-09-06T10:13:17Z,"AI: GLB analyst16 -- 从""潜力 Alpha""到""成功 Alpha"":一次成功挖掘regular alpha的复盘",https://support.worldquantbrain.com/hc/en-us/community/posts/42509573118999,lessons,screened,7,True,
42487308197783,2026-08-05T12:29:10Z,2026-09-07T07:25:25Z,TRAE 自动化定时任务 + 电脑控制:让 AI的Alpha 优化永不卡死,全程零人工盯屏,https://support.worldquantbrain.com/hc/en-us/community/posts/42487308197783,optimization,screened,0,True,
42460800447895,2026-08-04T14:16:29Z,2026-09-06T10:13:28Z,关于华子哥插件显示数据集表现的方法,https://support.worldquantbrain.com/hc/en-us/community/posts/42460800447895,data,screened,0,True,
42455010729367,2026-08-04T09:08:28Z,2026-09-06T10:13:38Z,【经验分享】省钱!!Context 与 Token 极致瘦身的 3 大技巧,https://support.worldquantbrain.com/hc/en-us/community/posts/42455010729367,lessons,screened,0,True,
42425230653719,2026-08-03T11:12:47Z,2026-09-06T10:13:44Z,【资源分享】基于腾讯IMA的 WorldQuant BRAIN 论坛高价值(GM)经验总结知识库,https://support.worldquantbrain.com/hc/en-us/community/posts/42425230653719,lessons,screened,1,True,
42423993843735,2026-08-03T09:16:29Z,2026-09-06T15:03:55Z,【2026.08月活动】给回测服务器上点压力!提升回测数量是提交alpha的前提,https://support.worldquantbrain.com/hc/en-us/community/posts/42423993843735,events,screened,10,True,
42423399281815,2026-08-03T08:06:20Z,2026-09-06T10:14:03Z,【经验分享】:弱推理模型提示词工程思路,https://support.worldquantbrain.com/hc/en-us/community/posts/42423399281815,lessons,screened,0,True,
42407253630359,2026-08-02T06:45:01Z,2026-09-06T10:14:10Z,【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster!(下篇),https://support.worldquantbrain.com/hc/en-us/community/posts/42407253630359,general,screened,10,True,
42406158561943,2026-08-02T04:01:39Z,2026-09-06T10:14:21Z,【工程优化】Agent 挖 Alpha 时 Token 黑洞:raw 留磁盘,对话只读 decision,https://support.worldquantbrain.com/hc/en-us/community/posts/42406158561943,optimization,synthesized,7,True,02-ai-mining/research-workflow.md;03-engineering/architecture.md;06-sources/curated.md
42403326870423,2026-08-01T23:06:55Z,2026-08-31T04:35:05Z,【工作流分享】我用reasonix 以正式版deepseek4flash 13小时花费3.5rmb 挖到一个美国因子,https://support.worldquantbrain.com/hc/en-us/community/posts/42403326870423,ai,screened,7,True,
42359440646551,2026-07-31T02:03:08Z,2026-08-31T02:54:25Z,"使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC",https://support.worldquantbrain.com/hc/en-us/community/posts/42359440646551,ai,screened,11,True,
42304810788375,2026-07-29T07:28:45Z,2026-09-06T13:09:26Z,【Quant101】工具开源:FastPlus —— 大模型友好的本地 Fast Expression 解析器,https://support.worldquantbrain.com/hc/en-us/community/posts/42304810788375,ai,screened,2,True,
42513455206423,2026-08-06T07:24:54Z,2026-09-08T01:17:09Z,【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强,我个人认为skill是无用之举,并且会限制你的ai去挖掘更多方向,https://support.worldquantbrain.com/hc/en-us/community/posts/42513455206423,lessons,synthesized,0,True,02-ai-mining/research-workflow.md;06-sources/curated.md
42509573118999,2026-08-06T01:10:42Z,2026-09-09T01:48:44Z,"AI: GLB analyst16 -- 从""潜力 Alpha""到""成功 Alpha"":一次成功挖掘regular alpha的复盘",https://support.worldquantbrain.com/hc/en-us/community/posts/42509573118999,lessons,screened,7,True,
42487308197783,2026-08-05T12:29:10Z,2026-09-09T01:48:43Z,TRAE 自动化定时任务 + 电脑控制:让 AI的Alpha 优化永不卡死,全程零人工盯屏,https://support.worldquantbrain.com/hc/en-us/community/posts/42487308197783,optimization,screened,0,True,
42460800447895,2026-08-04T14:16:29Z,2026-09-09T01:48:41Z,关于华子哥插件显示数据集表现的方法,https://support.worldquantbrain.com/hc/en-us/community/posts/42460800447895,data,screened,0,True,
42455010729367,2026-08-04T09:08:28Z,2026-09-08T04:37:34Z,【经验分享】省钱!!Context 与 Token 极致瘦身的 3 大技巧,https://support.worldquantbrain.com/hc/en-us/community/posts/42455010729367,lessons,screened,0,True,
42425230653719,2026-08-03T11:12:47Z,2026-09-09T08:57:13Z,【资源分享】基于腾讯IMA的 WorldQuant BRAIN 论坛高价值(GM)经验总结知识库,https://support.worldquantbrain.com/hc/en-us/community/posts/42425230653719,lessons,screened,1,True,
42423993843735,2026-08-03T09:16:29Z,2026-09-09T06:13:30Z,【2026.08月活动】给回测服务器上点压力!提升回测数量是提交alpha的前提,https://support.worldquantbrain.com/hc/en-us/community/posts/42423993843735,events,screened,10,True,
42423399281815,2026-08-03T08:06:20Z,2026-09-09T12:13:16Z,【经验分享】:弱推理模型提示词工程思路,https://support.worldquantbrain.com/hc/en-us/community/posts/42423399281815,lessons,screened,0,True,
42407253630359,2026-08-02T06:45:01Z,2026-09-09T11:47:39Z,【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster!(下篇),https://support.worldquantbrain.com/hc/en-us/community/posts/42407253630359,general,screened,10,True,
42406158561943,2026-08-02T04:01:39Z,2026-09-09T06:25:32Z,【工程优化】Agent 挖 Alpha 时 Token 黑洞:raw 留磁盘,对话只读 decision,https://support.worldquantbrain.com/hc/en-us/community/posts/42406158561943,optimization,synthesized,7,True,02-ai-mining/research-workflow.md;03-engineering/architecture.md;06-sources/curated.md
42403326870423,2026-08-01T23:06:55Z,2026-09-09T06:25:51Z,【工作流分享】我用reasonix 以正式版deepseek4flash 13小时花费3.5rmb 挖到一个美国因子,https://support.worldquantbrain.com/hc/en-us/community/posts/42403326870423,ai,screened,7,True,
42359440646551,2026-07-31T02:03:08Z,2026-09-10T08:54:18Z,"使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC",https://support.worldquantbrain.com/hc/en-us/community/posts/42359440646551,ai,screened,11,True,
42304810788375,2026-07-29T07:28:45Z,2026-09-09T06:26:21Z,【Quant101】工具开源:FastPlus —— 大模型友好的本地 Fast Expression 解析器,https://support.worldquantbrain.com/hc/en-us/community/posts/42304810788375,ai,screened,2,True,
42304698341399,2026-07-29T07:08:46Z,2026-09-06T06:42:12Z,新顾问专属|GAC 2026火热进行中,8月9日前所有GLB D1 Pure PowerPool Alpha均可参赛!,https://support.worldquantbrain.com/hc/en-us/community/posts/42304698341399,general,screened,4,True,
42302637812503,2026-07-29T03:17:49Z,2026-09-07T07:46:17Z,📢 BRAIN 中国区意见与建议留言墙,https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503,ai,screened,102,True,
42302363145879,2026-07-29T03:00:25Z,2026-09-04T08:52:16Z,【龙虎榜·卷三】Combine新章鸣锣,VF季榜神州十八骑绝尘,榜更迟来群雄逐鹿,新赛季首更谁立潮头?,https://support.worldquantbrain.com/hc/en-us/community/posts/42302363145879,lessons,screened,1,True,
42274443124119,2026-07-28T04:37:43Z,2026-09-06T14:58:44Z,【工作流分享】我把整套 BRAIN 挖矿流程写成了 5 个 Agent Skill(含使用教程 + 真实实验记录 + 全套文件打包下载),https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119,ai,synthesized,48,True,02-ai-mining/2026-methods-and-failures.md;02-ai-mining/five-agent-skills-review.md;02-ai-mining/research-workflow.md;06-sources/curated.md
42259186135831,2026-07-27T17:54:46Z,2026-09-04T08:53:44Z,【2个月提交220个RA经验分享】跨地区通用规律:哪些经验换个 Region 还能用?,https://support.worldquantbrain.com/hc/en-us/community/posts/42259186135831,lessons,synthesized,9,True,08-alpha-optimization/diagnostic-workflow.md;09-experience-lessons/failure-casebook.md
42258807786391,2026-07-27T17:43:50Z,2026-09-07T07:40:24Z,【2个月提交220个RA经验分享】ASI 从论坛知识到实战验证:SLOW 中性化是王道,https://support.worldquantbrain.com/hc/en-us/community/posts/42258807786391,lessons,synthesized,6,True,09-experience-lessons/failure-casebook.md
42216209199255,2026-07-25T09:32:43Z,2026-09-04T08:56:59Z,【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结,https://support.worldquantbrain.com/hc/en-us/community/posts/42216209199255,lessons,screened,3,True,
42215740602135,2026-07-25T08:45:29Z,2026-09-04T14:46:10Z,快给你们的帖子化妆吧!一套实测可用的 HTML 排版组件,https://support.worldquantbrain.com/hc/en-us/community/posts/42215740602135,general,screened,2,True,
42215210781719,2026-07-25T07:43:59Z,2026-09-06T15:07:50Z,成为 Grandmaster 后,我复盘了 Q2 的 224 个 Alpha:相比过去,哪些真的改变了?,https://support.worldquantbrain.com/hc/en-us/community/posts/42215210781719,lessons,screened,17,True,
42211897526295,2026-07-25T02:29:49Z,2026-09-05T00:55:49Z,【SPC深度实战】从数据源到信号衰减——Systematic Predictions Challenge 排名优化的完整框架,https://support.worldquantbrain.com/hc/en-us/community/posts/42211897526295,optimization,screened,0,True,
42187906212247,2026-07-24T08:28:52Z,2026-09-04T09:01:52Z,冷门数据集分享【earnings】,https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247,data,synthesized,7,True,01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
42187744015767,2026-07-24T08:12:51Z,2026-08-31T04:09:35Z,使用rank_by_side改善2year_sharpe/ladder_sharpe,https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767,optimization,synthesized,11,True,08-alpha-optimization/diagnostic-workflow.md
42185098677399,2026-07-24T02:58:26Z,2026-09-05T07:49:49Z,分享自己写的超多功能的客户端(效率神器),https://support.worldquantbrain.com/hc/en-us/community/posts/42185098677399,general,screened,7,True,
42302637812503,2026-07-29T03:17:49Z,2026-09-10T16:42:52Z,📢 BRAIN 中国区意见与建议留言墙,https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503,ai,screened,102,True,
42302363145879,2026-07-29T03:00:25Z,2026-09-08T03:31:25Z,【龙虎榜·卷三】Combine新章鸣锣,VF季榜神州十八骑绝尘,榜更迟来群雄逐鹿,新赛季首更谁立潮头?,https://support.worldquantbrain.com/hc/en-us/community/posts/42302363145879,lessons,screened,1,True,
42274443124119,2026-07-28T04:37:43Z,2026-09-09T13:20:37Z,【工作流分享】我把整套 BRAIN 挖矿流程写成了 5 个 Agent Skill(含使用教程 + 真实实验记录 + 全套文件打包下载),https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119,ai,synthesized,48,True,02-ai-mining/2026-methods-and-failures.md;02-ai-mining/five-agent-skills-review.md;02-ai-mining/research-workflow.md;06-sources/curated.md
42259186135831,2026-07-27T17:54:46Z,2026-09-10T01:49:28Z,【2个月提交220个RA经验分享】跨地区通用规律:哪些经验换个 Region 还能用?,https://support.worldquantbrain.com/hc/en-us/community/posts/42259186135831,lessons,synthesized,9,True,08-alpha-optimization/diagnostic-workflow.md;09-experience-lessons/failure-casebook.md
42258807786391,2026-07-27T17:43:50Z,2026-09-09T08:41:14Z,【2个月提交220个RA经验分享】ASI 从论坛知识到实战验证:SLOW 中性化是王道,https://support.worldquantbrain.com/hc/en-us/community/posts/42258807786391,lessons,synthesized,6,True,09-experience-lessons/failure-casebook.md
42216209199255,2026-07-25T09:32:43Z,2026-09-10T06:50:36Z,【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结,https://support.worldquantbrain.com/hc/en-us/community/posts/42216209199255,lessons,screened,3,True,
42215740602135,2026-07-25T08:45:29Z,2026-09-10T06:50:50Z,快给你们的帖子化妆吧!一套实测可用的 HTML 排版组件,https://support.worldquantbrain.com/hc/en-us/community/posts/42215740602135,general,screened,2,True,
42215210781719,2026-07-25T07:43:59Z,2026-09-09T07:41:54Z,成为 Grandmaster 后,我复盘了 Q2 的 224 个 Alpha:相比过去,哪些真的改变了?,https://support.worldquantbrain.com/hc/en-us/community/posts/42215210781719,lessons,screened,17,True,
42211897526295,2026-07-25T02:29:49Z,2026-09-10T06:51:46Z,【SPC深度实战】从数据源到信号衰减——Systematic Predictions Challenge 排名优化的完整框架,https://support.worldquantbrain.com/hc/en-us/community/posts/42211897526295,optimization,screened,0,True,
42187906212247,2026-07-24T08:28:52Z,2026-09-10T06:52:43Z,冷门数据集分享【earnings】,https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247,data,synthesized,7,True,01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
42187744015767,2026-07-24T08:12:51Z,2026-09-09T08:44:35Z,使用rank_by_side改善2year_sharpe/ladder_sharpe,https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767,optimization,synthesized,11,True,08-alpha-optimization/diagnostic-workflow.md
42185098677399,2026-07-24T02:58:26Z,2026-09-09T09:48:42Z,分享自己写的超多功能的客户端(效率神器),https://support.worldquantbrain.com/hc/en-us/community/posts/42185098677399,general,screened,7,True,
42184733027991,2026-07-24T02:18:40Z,2026-09-06T03:36:50Z,浅谈我的一二三阶开发流程----记7.23日新人答疑课,https://support.worldquantbrain.com/hc/en-us/community/posts/42184733027991,general,synthesized,6,True,02-ai-mining/research-workflow.md;06-sources/curated.md
42161798745879,2026-07-23T09:22:01Z,2026-09-06T11:31:07Z,从新手到GM顾问:我的Alpha挖掘系统化方法论分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42161798745879,general,screened,7,True,
42161798745879,2026-07-23T09:22:01Z,2026-09-09T17:47:26Z,从新手到GM顾问:我的Alpha挖掘系统化方法论分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42161798745879,general,screened,7,True,
42160945573271,2026-07-23T07:42:15Z,2026-09-06T06:42:27Z,用Python alpha 剔除/保留特定国家/行业进行回测的初步尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/42160945573271,engineering,screened,7,True,
42160836246039,2026-07-23T07:26:46Z,2026-09-05T00:26:28Z,GOLD→MASTER→GM,VF0.96,我的11月至6月总结。,https://support.worldquantbrain.com/hc/en-us/community/posts/42160836246039,lessons,screened,6,True,
42160653418647,2026-07-23T07:06:37Z,2026-09-06T06:42:27Z,通过Labs查看group类型字段的字符串与对应数字id的方法(附部分对应表格),https://support.worldquantbrain.com/hc/en-us/community/posts/42160653418647,data,synthesized,0,True,07-professional-knowledge/data-and-signal-semantics.md
42078917602455,2026-07-20T10:08:29Z,2026-08-29T02:50:51Z,【Quant101】AI因子挖掘实战:零成本用AI挖掘一个 High Turnover PPA,https://support.worldquantbrain.com/hc/en-us/community/posts/42078917602455,optimization,screened,16,True,
42078917602455,2026-07-20T10:08:29Z,2026-09-09T06:26:21Z,【Quant101】AI因子挖掘实战:零成本用AI挖掘一个 High Turnover PPA,https://support.worldquantbrain.com/hc/en-us/community/posts/42078917602455,optimization,screened,16,True,
42078729821591,2026-07-20T09:49:27Z,2026-09-05T00:25:15Z,【字段处理】nan 不是一种:断粮型该填、真缺型别填(GLB/MINVOL1M & IND/TOP500/D1),https://support.worldquantbrain.com/hc/en-us/community/posts/42078729821591,data,synthesized,9,True,07-professional-knowledge/data-and-signal-semantics.md
42065802192023,2026-07-19T12:27:25Z,2026-08-29T02:53:46Z,[Token王] 2026Q2 全球六维数据分析,https://support.worldquantbrain.com/hc/en-us/community/posts/42065802192023,general,screened,7,True,
42065802192023,2026-07-19T12:27:25Z,2026-09-09T06:47:49Z,[Token王] 2026Q2 全球六维数据分析,https://support.worldquantbrain.com/hc/en-us/community/posts/42065802192023,general,screened,7,True,
42065262268567,2026-07-19T11:29:39Z,2026-09-05T00:25:15Z,【换手治理】低换手≠稳健:turnover 的三个隐形侵蚀点,和 trade_when 别用反了(USA/TOP3000/D1),https://support.worldquantbrain.com/hc/en-us/community/posts/42065262268567,optimization,synthesized,3,True,08-alpha-optimization/diagnostic-workflow.md
42064574062359,2026-07-19T10:02:02Z,2026-08-29T02:56:24Z,最近跑 alpha 后沉淀的几个少踩坑经验,https://support.worldquantbrain.com/hc/en-us/community/posts/42064574062359,lessons,screened,2,True,
42064544905495,2026-07-19T09:53:45Z,2026-08-29T02:58:20Z,最近跑 alpha 后沉淀的几个少踩坑经验,https://support.worldquantbrain.com/hc/en-us/community/posts/42064544905495,lessons,screened,3,True,
42062231758103,2026-07-19T03:51:11Z,2026-08-29T02:59:29Z,【GLB】冷门数据集分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103,data,synthesized,6,True,07-professional-knowledge/data-and-signal-semantics.md
42062231758103,2026-07-19T03:51:11Z,2026-09-10T06:52:45Z,【GLB】冷门数据集分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103,data,synthesized,6,True,07-professional-knowledge/data-and-signal-semantics.md
42061123738903,2026-07-19T01:29:50Z,2026-09-06T06:42:28Z,Python alpha官方webinar视频代码补档:ACO + Online alphas,https://support.worldquantbrain.com/hc/en-us/community/posts/42061123738903,engineering,screened,4,True,
42060935441943,2026-07-19T01:05:26Z,2026-09-06T06:42:28Z,官方webinar不分享源代码?用skill一键完整提取视频中的代码,https://support.worldquantbrain.com/hc/en-us/community/posts/42060935441943,ai,screened,1,True,
42047259261335,2026-07-18T04:01:02Z,2026-09-05T00:25:15Z,从 Fast 翻译到 Python Alpha 别急着炫技:截面/时序错位是头号杀手,事件漂移和中性化层级是隐形雷,https://support.worldquantbrain.com/hc/en-us/community/posts/42047259261335,optimization,synthesized,2,True,02-ai-mining/python-alpha.md;06-sources/curated.md
42045578950551,2026-07-18T01:16:32Z,2026-09-07T06:45:10Z,【经验分享】从Gold到Master:一个普通顾问的升级之路,https://support.worldquantbrain.com/hc/en-us/community/posts/42045578950551,lessons,screened,4,True,
42045578950551,2026-07-18T01:16:32Z,2026-09-07T14:05:02Z,【经验分享】从Gold到Master:一个普通顾问的升级之路,https://support.worldquantbrain.com/hc/en-us/community/posts/42045578950551,lessons,screened,4,True,
42044407938839,2026-07-17T23:55:28Z,2026-08-29T03:05:13Z,在回测页面新窗口打开Alpha 详情页和在详情页便携复制信息的油猴脚本,https://support.worldquantbrain.com/hc/en-us/community/posts/42044407938839,engineering,screened,0,True,
42029118285847,2026-07-17T14:49:02Z,2026-09-05T00:25:16Z,rank / zscore / group_rank 别乱用:中性化前这一步,决定你 OS 稳不稳,https://support.worldquantbrain.com/hc/en-us/community/posts/42029118285847,optimization,screened,4,True,
42022555985047,2026-07-17T08:57:03Z,2026-09-04T16:04:05Z,【SPC宝可梦】收集多位投资大师Promot,https://support.worldquantbrain.com/hc/en-us/community/posts/42022555985047,general,screened,0,True,
42022555985047,2026-07-17T08:57:03Z,2026-09-10T15:03:11Z,【SPC宝可梦】收集多位投资大师Promot,https://support.worldquantbrain.com/hc/en-us/community/posts/42022555985047,general,screened,0,True,
42021722069143,2026-07-17T07:32:26Z,2026-09-05T00:27:21Z,【工具优化】回测页面中Alpha详情的跳转按钮没了?插件来实现!,https://support.worldquantbrain.com/hc/en-us/community/posts/42021722069143,optimization,screened,1,True,
42021244122775,2026-07-17T06:37:04Z,2026-09-04T18:00:25Z,SPC 竞赛 Prompt 生成完整指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775,general,screened,1,True,
42020342676759,2026-07-17T04:56:47Z,2026-09-04T15:52:25Z,【代码分享】免费获取SPC比赛所需ID数据,https://support.worldquantbrain.com/hc/en-us/community/posts/42020342676759,engineering,screened,1,True,
42021244122775,2026-07-17T06:37:04Z,2026-09-09T08:57:55Z,SPC 竞赛 Prompt 生成完整指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775,general,screened,1,True,
42020342676759,2026-07-17T04:56:47Z,2026-09-10T03:43:10Z,【代码分享】免费获取SPC比赛所需ID数据,https://support.worldquantbrain.com/hc/en-us/community/posts/42020342676759,engineering,screened,1,True,
42019924663319,2026-07-17T04:09:47Z,2026-08-29T03:11:38Z,这次升级,让我非常的意外!,https://support.worldquantbrain.com/hc/en-us/community/posts/42019924663319,general,screened,0,True,
42019332809111,2026-07-17T03:11:51Z,2026-08-29T03:13:14Z,【新手顾问经验分享】从“随机试因子”到“研究生产系统”:一套面向 RA 与 PPA 的 Alpha 研究框架,https://support.worldquantbrain.com/hc/en-us/community/posts/42019332809111,lessons,screened,2,True,
42019010387479,2026-07-17T02:43:30Z,2026-08-29T03:14:30Z,"【踩坑记录】Python Alpha 开发中容易触发的 5 个""隐藏规则""",https://support.worldquantbrain.com/hc/en-us/community/posts/42019010387479,lessons,screened,0,True,
42018671130391,2026-07-17T02:14:19Z,2026-09-06T12:24:05Z,【经验分享】Alpha 过拟合的早期信号与应对策略,https://support.worldquantbrain.com/hc/en-us/community/posts/42018671130391,lessons,synthesized,2,True,09-experience-lessons/failure-casebook.md
42019010387479,2026-07-17T02:43:30Z,2026-09-10T06:51:47Z,"【踩坑记录】Python Alpha 开发中容易触发的 5 个""隐藏规则""",https://support.worldquantbrain.com/hc/en-us/community/posts/42019010387479,lessons,screened,0,True,
42018671130391,2026-07-17T02:14:19Z,2026-09-10T10:15:15Z,【经验分享】Alpha 过拟合的早期信号与应对策略,https://support.worldquantbrain.com/hc/en-us/community/posts/42018671130391,lessons,synthesized,2,True,09-experience-lessons/failure-casebook.md
42015743397655,2026-07-16T23:02:32Z,2026-08-29T03:16:35Z,Prompt 竞赛指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42015743397655,general,screened,0,True,
42007074836247,2026-07-16T17:36:24Z,2026-09-02T11:38:05Z,Power Pool Competition拿奖就像开盲盒?USA D1 Fast Dataset Power Pool拿到第二名的分析与思考,https://support.worldquantbrain.com/hc/en-us/community/posts/42007074836247,events,synthesized,0,True,09-experience-lessons/competition-evidence.md
41995684431767,2026-07-16T09:16:12Z,2026-09-05T00:25:16Z,Python alpha 里 np.nan_to_num 填 0 是在造伪信号:缺失值这么补才不坑,https://support.worldquantbrain.com/hc/en-us/community/posts/41995684431767,engineering,screened,0,True,
@@ -107,56 +113,56 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
41939959839895,2026-07-14T09:52:26Z,2026-09-05T00:25:17Z,"trade_when真不是装饰:把""只在某类行情里灵""的脆弱信号,用条件收住",https://support.worldquantbrain.com/hc/en-us/community/posts/41939959839895,optimization,screened,0,True,
41937689411479,2026-07-14T05:39:35Z,2026-08-29T05:37:54Z,【GLB/D1 PPAC复盘】第一次拿到PPAC第24名的复盘,https://support.worldquantbrain.com/hc/en-us/community/posts/41937689411479,lessons,screened,0,True,
41909117583383,2026-07-13T07:41:26Z,2026-09-05T00:29:20Z,【差生文具多】WQ助手1.03版本(安卓版本),https://support.worldquantbrain.com/hc/en-us/community/posts/41909117583383,general,screened,5,True,
41908323673111,2026-07-13T06:19:18Z,2026-09-05T00:25:18Z,字段堆越多alpha越牛?我替你们试过了,真不是这么回事,https://support.worldquantbrain.com/hc/en-us/community/posts/41908323673111,data,synthesized,2,True,07-professional-knowledge/data-and-signal-semantics.md
41908323673111,2026-07-13T06:19:18Z,2026-09-09T08:48:36Z,字段堆越多alpha越牛?我替你们试过了,真不是这么回事,https://support.worldquantbrain.com/hc/en-us/community/posts/41908323673111,data,synthesized,2,True,07-professional-knowledge/data-and-signal-semantics.md
41903649174807,2026-07-12T22:22:13Z,2026-08-29T05:41:31Z,【新人笔记】Pairwise Correlation:提交前先想清楚提交顺序,https://support.worldquantbrain.com/hc/en-us/community/posts/41903649174807,portfolio,synthesized,2,True,08-alpha-optimization/diagnostic-workflow.md
41898564566167,2026-07-12T15:18:27Z,2026-08-31T05:13:16Z,新人半年一个季度一次跳跃:gold->expert->master,https://support.worldquantbrain.com/hc/en-us/community/posts/41898564566167,general,screened,1,True,
41898564566167,2026-07-12T15:18:27Z,2026-09-09T02:34:11Z,新人半年一个季度一次跳跃:gold->expert->master,https://support.worldquantbrain.com/hc/en-us/community/posts/41898564566167,general,screened,1,True,
41898002651287,2026-07-12T14:31:29Z,2026-08-29T05:43:36Z,【经验分享】VF0.37->0.95->0.97!我的方法论和工作流都在这了,https://support.worldquantbrain.com/hc/en-us/community/posts/41898002651287,lessons,screened,3,True,
41897133795479,2026-07-12T13:05:00Z,2026-09-05T00:25:18Z,一个表达式IS很漂亮,提交半年后突然拉胯?我踩过的时间维度坑,https://support.worldquantbrain.com/hc/en-us/community/posts/41897133795479,general,screened,0,True,
41895342323095,2026-07-12T09:23:12Z,2026-09-04T03:32:01Z,【新顾问友好】【工具分享】挖出来因子不知道哪个值得交?来看看!含webui界面的alpha后向筛选工具(开源),https://support.worldquantbrain.com/hc/en-us/community/posts/41895342323095,engineering,screened,0,True,
41895342323095,2026-07-12T09:23:12Z,2026-09-10T16:29:16Z,【新顾问友好】【工具分享】挖出来因子不知道哪个值得交?来看看!含webui界面的alpha后向筛选工具(开源),https://support.worldquantbrain.com/hc/en-us/community/posts/41895342323095,engineering,screened,0,True,
41881412101399,2026-07-11T11:29:02Z,2026-09-05T00:25:19Z,【细节坑】中性化顺序不是随便排的:先 industry 还是先 group,结果差很多,https://support.worldquantbrain.com/hc/en-us/community/posts/41881412101399,optimization,screened,2,True,
41880799695127,2026-07-11T10:14:17Z,2026-09-07T08:12:29Z,[代码优化]ProdMemo v2.0:在浏览器本地计算 Self Corr,https://support.worldquantbrain.com/hc/en-us/community/posts/41880799695127,optimization,screened,2,True,
41878175264663,2026-07-11T04:13:48Z,2026-08-29T05:49:19Z,【python alpha】IND区域 Python Alpha 优化经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41878175264663,lessons,screened,1,True,
41877985926423,2026-07-11T03:58:23Z,2026-09-05T00:26:28Z,token太贵怎么办, GLM-5.2 免费了,https://support.worldquantbrain.com/hc/en-us/community/posts/41877985926423,events,screened,3,True,
41877348653335,2026-07-11T02:49:35Z,2026-07-29T16:03:59Z,【经验分享】SUPER Alpha 组合表达式(Combination)的多时间尺度融合 — combo_a 与风险调整权重,https://support.worldquantbrain.com/hc/en-us/community/posts/41877348653335,lessons,screened,1,True,
41877348653335,2026-07-11T02:49:35Z,2026-09-10T06:51:48Z,【经验分享】SUPER Alpha 组合表达式(Combination)的多时间尺度融合 — combo_a 与风险调整权重,https://support.worldquantbrain.com/hc/en-us/community/posts/41877348653335,lessons,screened,1,True,
41860731598487,2026-07-10T15:11:51Z,2026-08-31T02:33:15Z,[代码分享] BRAIN Alpha 批量提交工具 — PPA 备注自动管理 + 429 自适应退避,https://support.worldquantbrain.com/hc/en-us/community/posts/41860731598487,ai,screened,0,True,
41856507417623,2026-07-10T12:39:26Z,2026-09-03T04:52:58Z,从「 IDE的MCP挨个手动重启」到「一次配置,全部打通」:我的 BRAIN MCP 桥接架构分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41856507417623,ai,synthesized,0,True,03-engineering/architecture.md;06-sources/curated.md
41854026316055,2026-07-10T09:39:49Z,2026-09-05T00:25:19Z,【验证纪律】同一表达式跨 universe 跑:region regime 错配导致的指标分裂,https://support.worldquantbrain.com/hc/en-us/community/posts/41854026316055,general,synthesized,0,True,08-alpha-optimization/diagnostic-workflow.md
41853221944727,2026-07-10T08:07:46Z,2026-08-29T08:45:38Z,【AI打工人】0基础新手指南。我们安装的Skill和MCP到底有什么,怎么用?,https://support.worldquantbrain.com/hc/en-us/community/posts/41853221944727,ai,screened,0,True,
41849925214231,2026-07-10T02:03:06Z,2026-08-15T13:56:06Z,降低【turnover】的几种方法对比分析,https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231,optimization,synthesized,0,True,08-alpha-optimization/diagnostic-workflow.md
41849925214231,2026-07-10T02:03:06Z,2026-09-10T06:52:46Z,降低【turnover】的几种方法对比分析,https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231,optimization,synthesized,0,True,08-alpha-optimization/diagnostic-workflow.md
41843067537431,2026-07-09T20:57:11Z,2026-07-24T07:03:13Z,Power Pool Competition拿奖就像开盲盒?USA D1 Fast Dataset Power Pool拿到第二名的分析与思考,https://support.worldquantbrain.com/hc/en-us/community/posts/41843067537431,events,synthesized,0,True,09-experience-lessons/competition-evidence.md
41830530812823,2026-07-09T14:35:37Z,2026-08-23T12:35:16Z,新手顾问Combined Selected Alpha Performance第一次更新冲上5.1,https://support.worldquantbrain.com/hc/en-us/community/posts/41830530812823,portfolio,screened,1,True,
41825836449047,2026-07-09T11:08:53Z,2026-09-05T04:13:14Z,【大角羊】一分钟掌握参加SPC 2026要点!,https://support.worldquantbrain.com/hc/en-us/community/posts/41825836449047,general,screened,0,True,
41825836449047,2026-07-09T11:08:53Z,2026-09-08T13:50:21Z,【大角羊】一分钟掌握参加SPC 2026要点!,https://support.worldquantbrain.com/hc/en-us/community/posts/41825836449047,general,screened,0,True,
41804720051607,2026-07-08T15:47:44Z,2026-07-30T16:04:33Z,cnhkmcp 使用时经常需要重启和使用create_multi_simulation超时的问题,https://support.worldquantbrain.com/hc/en-us/community/posts/41804720051607,ai,screened,0,True,
41801462727191,2026-07-08T14:19:05Z,2026-08-29T06:03:12Z,【SPC 2026】一文看懂 Systematic Prediction Challenge,写提示词就能参加!,https://support.worldquantbrain.com/hc/en-us/community/posts/41801462727191,ai,synthesized,0,True,04-platform/spc.md;06-sources/curated.md
41801462727191,2026-07-08T14:19:05Z,2026-09-10T06:50:51Z,【SPC 2026】一文看懂 Systematic Prediction Challenge,写提示词就能参加!,https://support.worldquantbrain.com/hc/en-us/community/posts/41801462727191,ai,synthesized,0,True,04-platform/spc.md;06-sources/curated.md
41796491619351,2026-07-08T10:32:54Z,2026-09-06T06:42:29Z,多图解析GLB最新3x High Turnover Theme国区提交现况,https://support.worldquantbrain.com/hc/en-us/community/posts/41796491619351,optimization,screened,2,True,
41771840601495,2026-07-07T14:25:07Z,2026-09-02T09:37:35Z,【Super Alpha Combo 灵感】分享几个有意思的 Combo 表达式:获得更多三五!,https://support.worldquantbrain.com/hc/en-us/community/posts/41771840601495,ideas,screened,0,True,
41771840601495,2026-07-07T14:25:07Z,2026-09-10T06:50:53Z,【Super Alpha Combo 灵感】分享几个有意思的 Combo 表达式:获得更多三五!,https://support.worldquantbrain.com/hc/en-us/community/posts/41771840601495,ideas,screened,0,True,
41735891987479,2026-07-06T09:42:06Z,2026-09-05T00:25:19Z,废因子的二次利用:用低 Sharpe 稳定信号做自定义中性化,https://support.worldquantbrain.com/hc/en-us/community/posts/41735891987479,optimization,screened,1,True,
41734005749399,2026-07-06T06:03:18Z,2026-08-15T14:56:59Z,USA/D1 Power Pool July'26 — PPA六种中性化方式实测对比,https://support.worldquantbrain.com/hc/en-us/community/posts/41734005749399,optimization,screened,0,True,
41732813691287,2026-07-06T03:30:04Z,2026-08-25T13:29:10Z,【经验分享】MEA地区高级算子探索篇:ts_entropy,https://support.worldquantbrain.com/hc/en-us/community/posts/41732813691287,lessons,screened,13,True,
41719890581911,2026-07-05T04:44:58Z,2026-07-31T03:17:46Z,【代码优化】代码提交ppa和sa时调用AI自动/手动写描述,https://support.worldquantbrain.com/hc/en-us/community/posts/41719890581911,optimization,screened,2,True,
41707021146263,2026-07-04T09:22:13Z,2026-08-18T03:22:14Z,基于 MEA区TOP400因子,解决指标Weight Concentration过高、2Y Sharpe过低的优化实战总结,https://support.worldquantbrain.com/hc/en-us/community/posts/41707021146263,lessons,screened,1,True,
41706827651991,2026-07-04T08:53:46Z,2026-08-24T01:18:08Z,[all alpha can do] wqb_cli 0.3.2 震撼发布:从零打造 Agent-Native 的 WorldQuant BRAIN 真实操作层,https://support.worldquantbrain.com/hc/en-us/community/posts/41706827651991,ai,synthesized,14,True,00-restart/2026-timeline.md;03-engineering/architecture.md;06-sources/curated.md
41692781472919,2026-07-03T16:09:22Z,2026-09-06T15:03:58Z,[26年7月打卡活动] 坚持提交 Alpha,最高赢取 300 积分!兑换BRAIN周边与token,https://support.worldquantbrain.com/hc/en-us/community/posts/41692781472919,events,screened,21,True,
41706827651991,2026-07-04T08:53:46Z,2026-09-10T17:05:13Z,[all alpha can do] wqb_cli 0.3.2 震撼发布:从零打造 Agent-Native 的 WorldQuant BRAIN 真实操作层,https://support.worldquantbrain.com/hc/en-us/community/posts/41706827651991,ai,synthesized,14,True,00-restart/2026-timeline.md;03-engineering/architecture.md;06-sources/curated.md
41692781472919,2026-07-03T16:09:22Z,2026-09-08T03:31:04Z,[26年7月打卡活动] 坚持提交 Alpha,最高赢取 300 积分!兑换BRAIN周边与token,https://support.worldquantbrain.com/hc/en-us/community/posts/41692781472919,events,screened,21,True,
41684771561751,2026-07-03T09:43:59Z,2026-08-19T09:55:46Z,【心得分享】从入门到进阶——Alpha 优化全攻略,https://support.worldquantbrain.com/hc/en-us/community/posts/41684771561751,lessons,screened,0,True,
41684251807639,2026-07-03T08:53:42Z,2026-07-29T08:29:13Z,【实用工具】WorldQuant BRAIN Super Alpha 多地区生成器 复制可用 支持own和not own,https://support.worldquantbrain.com/hc/en-us/community/posts/41684251807639,portfolio,screened,1,True,
41684104419095,2026-07-03T08:34:18Z,2026-07-23T09:24:03Z,教训贴 - 学而时习之。,https://support.worldquantbrain.com/hc/en-us/community/posts/41684104419095,lessons,screened,0,True,
41655567026967,2026-07-02T09:07:02Z,2026-08-07T10:49:02Z,fast2python关于复现fast op分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41655567026967,engineering,screened,8,True,
41655387004439,2026-07-02T08:52:32Z,2026-09-05T06:07:08Z,WorldQuant BRAIN MCP 工具频繁崩溃?一行代码修复连接断开的坑,https://support.worldquantbrain.com/hc/en-us/community/posts/41655387004439,ai,screened,2,True,
41654205318807,2026-07-02T06:32:45Z,2026-09-01T12:59:27Z,求助帖---华子哥的插件如何查看数据集的表现,https://support.worldquantbrain.com/hc/en-us/community/posts/41654205318807,data,screened,3,True,
41653035827223,2026-07-02T04:23:28Z,2026-08-26T08:18:47Z,[Python alpha]基于LLms 工作流的python alpha制作经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41653035827223,lessons,synthesized,12,True,09-experience-lessons/failure-casebook.md
41651283176855,2026-07-02T01:49:11Z,2026-09-03T17:20:42Z,Osmosis 分数自动分配脚本:OS优先、REGULAR/SUPER分池、自动补齐10个,https://support.worldquantbrain.com/hc/en-us/community/posts/41651283176855,portfolio,screened,7,True,
41653035827223,2026-07-02T04:23:28Z,2026-09-07T13:18:21Z,[Python alpha]基于LLms 工作流的python alpha制作经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41653035827223,lessons,synthesized,12,True,09-experience-lessons/failure-casebook.md
41651283176855,2026-07-02T01:49:11Z,2026-09-10T12:52:57Z,Osmosis 分数自动分配脚本:OS优先、REGULAR/SUPER分池、自动补齐10个,https://support.worldquantbrain.com/hc/en-us/community/posts/41651283176855,portfolio,screened,7,True,
41625344232343,2026-07-01T06:59:13Z,2026-08-07T10:42:17Z,【经验分享】MEA地区CONCENTRATED_WEIGHT 阻塞解决记录,https://support.worldquantbrain.com/hc/en-us/community/posts/41625344232343,lessons,screened,7,True,
41625263438999,2026-07-01T06:48:57Z,2026-08-29T09:01:30Z,【代码分享】一个小工具:新人往哪里挖因子,https://support.worldquantbrain.com/hc/en-us/community/posts/41625263438999,engineering,screened,0,True,
41568235513623,2026-06-29T09:20:34Z,2026-07-21T07:25:31Z,每次实操都要留下可复用的东西,让错误和经验都变成资产,https://support.worldquantbrain.com/hc/en-us/community/posts/41568235513623,lessons,screened,6,True,
41567966789655,2026-06-29T08:54:54Z,2026-07-24T03:57:15Z,"新人坐牢3个月后vf从0.5=>0.86,稳中求进",https://support.worldquantbrain.com/hc/en-us/community/posts/41567966789655,lessons,screened,0,True,
41563959159319,2026-06-29T01:58:42Z,2026-09-02T08:02:12Z,【经验分享】新手出分VF0.5-->0.96-->1-->1,Combine0.69-->0.39-->1.66-->2.03,如何从懵懂到开悟!,https://support.worldquantbrain.com/hc/en-us/community/posts/41563959159319,lessons,screened,23,True,
41563959159319,2026-06-29T01:58:42Z,2026-09-07T10:33:25Z,【经验分享】新手出分VF0.5-->0.96-->1-->1,Combine0.69-->0.39-->1.66-->2.03,如何从懵懂到开悟!,https://support.worldquantbrain.com/hc/en-us/community/posts/41563959159319,lessons,screened,23,True,
41556669366551,2026-06-28T15:20:46Z,2026-07-24T10:29:26Z,不懂就问,各位大神这个问题该怎么解决?,https://support.worldquantbrain.com/hc/en-us/community/posts/41556669366551,general,screened,1,True,
41553665016983,2026-06-28T10:02:03Z,2026-07-26T04:47:01Z,HKG PV Alpha 优化心得:rank(winsorize)+ts_quantile+decay=0 三重组合拳,https://support.worldquantbrain.com/hc/en-us/community/posts/41553665016983,lessons,screened,0,True,
41553665016983,2026-06-28T10:02:03Z,2026-09-10T06:52:44Z,HKG PV Alpha 优化心得:rank(winsorize)+ts_quantile+decay=0 三重组合拳,https://support.worldquantbrain.com/hc/en-us/community/posts/41553665016983,lessons,screened,0,True,
41552805539991,2026-06-28T07:29:20Z,2026-07-23T09:38:25Z,【经验分享】这样的alpha到底应不应该交?,https://support.worldquantbrain.com/hc/en-us/community/posts/41552805539991,lessons,screened,0,True,
41551682155799,2026-06-28T04:41:20Z,2026-09-03T11:15:13Z,【Python Alpha 挑战赛】高换手率因子优化经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41551682155799,lessons,synthesized,8,True,08-alpha-optimization/diagnostic-workflow.md
41551045362071,2026-06-28T03:14:14Z,2026-08-23T14:03:54Z,【代码工具分享】让 Alpha 回测告别手工时代:一条命令跑完整个研究闭环,https://support.worldquantbrain.com/hc/en-us/community/posts/41551045362071,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md
41550810962455,2026-06-28T02:51:55Z,2026-08-22T12:06:33Z,【经验分享】VF0.5-0.93-0.88-0.96-0.88-0.93,我交了什么样的Alpha?,https://support.worldquantbrain.com/hc/en-us/community/posts/41550810962455,lessons,screened,5,True,
41550783184663,2026-06-28T02:44:23Z,2026-08-28T11:18:24Z,【MCP WorkFlow】靠这套GLB地区优化工作流,RA直接入账55刀(附核心模板),https://support.worldquantbrain.com/hc/en-us/community/posts/41550783184663,optimization,synthesized,8,True,08-alpha-optimization/diagnostic-workflow.md
41550783184663,2026-06-28T02:44:23Z,2026-09-10T01:49:43Z,【MCP WorkFlow】靠这套GLB地区优化工作流,RA直接入账55刀(附核心模板),https://support.worldquantbrain.com/hc/en-us/community/posts/41550783184663,optimization,synthesized,8,True,08-alpha-optimization/diagnostic-workflow.md
41540700959639,2026-06-27T12:41:58Z,2026-07-24T10:33:57Z,[Python Alpha 挑战赛] Monte Carlo GBM + 贝叶斯自适应:AI Agent 量化研究工作流实战,https://support.worldquantbrain.com/hc/en-us/community/posts/41540700959639,ai,synthesized,1,True,01-alpha-ideas/relationship-and-extension-cards.md;02-ai-mining/2026-methods-and-failures.md
41540545206679,2026-06-27T12:32:05Z,2026-08-19T10:49:19Z,【Quant101】基于FastExpr的高效PythonAlpha架构设计——From Fast to Python Skill,https://support.worldquantbrain.com/hc/en-us/community/posts/41540545206679,ai,synthesized,5,True,02-ai-mining/2026-methods-and-failures.md
41510344038551,2026-06-26T09:58:11Z,2026-07-23T09:36:18Z,【osmosis】首次分配osmosis,入围「Osmosis 破浪挑战赛」启航组TOP20的一些总结,https://support.worldquantbrain.com/hc/en-us/community/posts/41510344038551,lessons,screened,0,True,
@@ -165,39 +171,39 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
41485794329111,2026-06-25T15:53:28Z,2026-08-19T15:09:39Z,大模型量化研究通用提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/41485794329111,ai,screened,3,True,
41477736120983,2026-06-25T10:46:37Z,2026-09-06T14:41:09Z,【经验分享】VF0.5 - 0.8- 0.7 - 0.96,我的 VF 过山车全复盘,https://support.worldquantbrain.com/hc/en-us/community/posts/41477736120983,lessons,screened,7,True,
41476771798039,2026-06-25T09:12:45Z,2026-09-05T00:28:37Z,OS comb从稳健提升到雪崩,我的一次教训。,https://support.worldquantbrain.com/hc/en-us/community/posts/41476771798039,lessons,synthesized,3,True,09-experience-lessons/failure-casebook.md
41469699090071,2026-06-24T22:45:50Z,2026-08-02T03:42:54Z,我的AI工作流:从低谷到突破,AI成了我的研究搭档,https://support.worldquantbrain.com/hc/en-us/community/posts/41469699090071,ai,screened,3,True,
41469699090071,2026-06-24T22:45:50Z,2026-09-09T08:43:09Z,我的AI工作流:从低谷到突破,AI成了我的研究搭档,https://support.worldquantbrain.com/hc/en-us/community/posts/41469699090071,ai,screened,3,True,
41459028441623,2026-06-24T16:23:21Z,2026-08-19T17:27:39Z,[经验分享]Osmosis分配的三种思路,https://support.worldquantbrain.com/hc/en-us/community/posts/41459028441623,lessons,screened,2,True,
41458691230615,2026-06-24T16:12:12Z,2026-07-11T04:22:07Z,MCP 实战中的三个效率瓶颈和我的绕行方案,https://support.worldquantbrain.com/hc/en-us/community/posts/41458691230615,ai,screened,0,True,
41449260982423,2026-06-24T08:44:11Z,2026-08-18T07:59:46Z,【python alpha挑战赛】fast to python alpha skill ,https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423,ai,synthesized,16,True,02-ai-mining/2026-methods-and-failures.md
41449260982423,2026-06-24T08:44:11Z,2026-08-18T07:59:46Z,【python alpha挑战赛】fast to python alpha skill,https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423,ai,synthesized,16,True,02-ai-mining/2026-methods-and-failures.md
41447270247703,2026-06-24T04:47:37Z,2026-08-06T02:05:48Z,【Python Alpha】trade_when 参数调优,https://support.worldquantbrain.com/hc/en-us/community/posts/41447270247703,optimization,synthesized,15,True,08-alpha-optimization/diagnostic-workflow.md
41446358126743,2026-06-24T03:12:35Z,2026-07-24T10:27:04Z,[工具分享]还在用向日葵?试试这款远程工具吧,免费流畅!,https://support.worldquantbrain.com/hc/en-us/community/posts/41446358126743,engineering,screened,1,True,
41446189246743,2026-06-24T02:57:34Z,2026-08-24T11:56:35Z, [一键运行版]AI工作流里准确校验表达式,https://support.worldquantbrain.com/hc/en-us/community/posts/41446189246743,ai,screened,11,True,
41446189246743,2026-06-24T02:57:34Z,2026-08-24T11:56:35Z,[一键运行版]AI工作流里准确校验表达式,https://support.worldquantbrain.com/hc/en-us/community/posts/41446189246743,ai,screened,11,True,
41430666584471,2026-06-23T16:06:52Z,2026-07-20T11:17:38Z,【复利工作流探索・第 1 篇】流程框架分工总览:如何打造可以持续迭代增值的挖矿体系,https://support.worldquantbrain.com/hc/en-us/community/posts/41430666584471,ai,screened,16,True,
41430630302871,2026-06-23T16:04:11Z,2026-07-04T09:07:54Z,【复利工作流探索・第 1 篇】流程框架分工总览:如何打造可以持续迭代增值的挖矿体系,https://support.worldquantbrain.com/hc/en-us/community/posts/41430630302871,ai,screened,0,True,
41428076834583,2026-06-23T14:48:40Z,2026-07-29T15:58:21Z,os rank全球第一对我的os combine的影响?以及如何通过os rank判断自己的oscombine的涨跌!,https://support.worldquantbrain.com/hc/en-us/community/posts/41428076834583,portfolio,synthesized,7,True,08-alpha-optimization/portfolio-and-correlation.md
41421236450967,2026-06-23T08:42:05Z,2026-07-15T09:16:06Z,使用蒙特卡洛来实现python alpha代码,https://support.worldquantbrain.com/hc/en-us/community/posts/41421236450967,engineering,screened,4,True,
41421186876439,2026-06-23T08:36:36Z,2026-08-31T15:51:21Z, [Python Alpha 挑战赛] Regular Alpha → Python Alpha 转换实战指南,https://support.worldquantbrain.com/hc/en-us/community/posts/41421186876439,engineering,screened,8,True,
41421186876439,2026-06-23T08:36:36Z,2026-08-31T15:51:21Z,[Python Alpha 挑战赛] Regular Alpha → Python Alpha 转换实战指南,https://support.worldquantbrain.com/hc/en-us/community/posts/41421186876439,engineering,screened,8,True,
41420742165527,2026-06-23T07:51:08Z,2026-09-06T07:52:17Z,HKG sentiment (snl27/snt27) 三种 vec_sum 后处理路径实测对比,https://support.worldquantbrain.com/hc/en-us/community/posts/41420742165527,general,screened,0,True,
41418252156439,2026-06-23T02:58:03Z,2026-08-02T03:07:01Z,Python Alpha 数据预处理完全指南:从 Raw Data 到 Clean Signal 的五步法,https://support.worldquantbrain.com/hc/en-us/community/posts/41418252156439,engineering,screened,6,True,
41418196103191,2026-06-23T02:51:58Z,2026-07-24T10:23:52Z,隐藏技巧: 批量用alpha_id查询alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41418196103191,general,screened,0,True,
41417418697111,2026-06-23T01:38:06Z,2026-08-26T14:55:34Z,利用AI优化alpha,成功提交的过程,https://support.worldquantbrain.com/hc/en-us/community/posts/41417418697111,optimization,screened,0,True,
41417418697111,2026-06-23T01:38:06Z,2026-09-08T15:39:55Z,利用AI优化alpha,成功提交的过程,https://support.worldquantbrain.com/hc/en-us/community/posts/41417418697111,optimization,screened,0,True,
41409109779607,2026-06-22T19:19:08Z,2026-09-02T18:50:55Z,用 Codex + Claude Code 做 WorldQuant Alpha:一个简单实用的多 Agent 工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/41409109779607,ai,screened,7,True,
41397704497303,2026-06-22T13:37:58Z,2026-07-24T06:26:13Z,【求助贴】关于Python生成Alpha表达式的方法,https://support.worldquantbrain.com/hc/en-us/community/posts/41397704497303,engineering,screened,0,True,
41396933582231,2026-06-22T13:10:05Z,2026-07-23T09:57:14Z,【写给新顾问】这个因子值不值得提?3步帮你快速厘清!,https://support.worldquantbrain.com/hc/en-us/community/posts/41396933582231,general,screened,0,True,
41392995550231,2026-06-22T08:51:19Z,2026-07-23T09:44:22Z,【AI提示词分享】给claude code加戒律的提示词,提高效率,https://support.worldquantbrain.com/hc/en-us/community/posts/41392995550231,ai,screened,0,True,
41392995550231,2026-06-22T08:51:19Z,2026-09-10T15:39:44Z,【AI提示词分享】给claude code加戒律的提示词,提高效率,https://support.worldquantbrain.com/hc/en-us/community/posts/41392995550231,ai,screened,0,True,
41391880122007,2026-06-22T06:41:16Z,2026-07-23T09:43:07Z,最近一轮 Super Alpha 组件候选复盘:高 Fitness 不等于可提交,https://support.worldquantbrain.com/hc/en-us/community/posts/41391880122007,lessons,screened,0,True,
41377679573143,2026-06-21T03:37:53Z,2026-08-30T17:48:14Z,节省网络获取pc的一点想法,https://support.worldquantbrain.com/hc/en-us/community/posts/41377679573143,general,screened,20,True,
41377147135255,2026-06-21T02:19:06Z,2026-08-31T07:12:26Z,【大角羊】OSM Combine匀速提升:-3.20~-1.25~0.63~2.44,https://support.worldquantbrain.com/hc/en-us/community/posts/41377147135255,portfolio,screened,8,True,
41363895396247,2026-06-20T03:57:49Z,2026-07-24T10:28:04Z,【代码分享】自动提交alpha脚本,睡前上班自动筛选、提交、语音播报,断粮保底神器【开箱即用】,https://support.worldquantbrain.com/hc/en-us/community/posts/41363895396247,engineering,screened,1,True,
41363885291031,2026-06-20T03:56:04Z,2026-08-10T15:58:44Z,想让 Claude 通宵挖 alpha、早上只看结果?我加了一层 simulation wrapper,https://support.worldquantbrain.com/hc/en-us/community/posts/41363885291031,ai,synthesized,6,True,03-engineering/architecture.md;06-sources/curated.md
41363895396247,2026-06-20T03:57:49Z,2026-09-08T18:17:38Z,【代码分享】自动提交alpha脚本,睡前上班自动筛选、提交、语音播报,断粮保底神器【开箱即用】,https://support.worldquantbrain.com/hc/en-us/community/posts/41363895396247,engineering,screened,1,True,
41363885291031,2026-06-20T03:56:04Z,2026-09-09T04:05:23Z,想让 Claude 通宵挖 alpha、早上只看结果?我加了一层 simulation wrapper,https://support.worldquantbrain.com/hc/en-us/community/posts/41363885291031,ai,synthesized,6,True,03-engineering/architecture.md;06-sources/curated.md
41321765292567,2026-06-18T14:47:07Z,2026-08-31T15:58:03Z,[Python Alpha 挑战赛]使用蒙特卡洛来实现python alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41321765292567,engineering,screened,11,True,
41320039211671,2026-06-18T13:51:10Z,2026-08-23T08:33:41Z,Genius 六维 Tie breaker 实战手册(来自 AI 同事 GLM5.2),https://support.worldquantbrain.com/hc/en-us/community/posts/41320039211671,ai,screened,0,True,
41318082888343,2026-06-18T12:35:57Z,2026-08-07T10:55:59Z,根据margin来管理PPA TAG,https://support.worldquantbrain.com/hc/en-us/community/posts/41318082888343,optimization,screened,2,True,
41316959711895,2026-06-18T11:36:58Z,2026-08-28T07:32:10Z,筛选可优化RA进阶版,https://support.worldquantbrain.com/hc/en-us/community/posts/41316959711895,optimization,screened,14,True,
41292678360727,2026-06-17T14:06:03Z,2026-08-26T03:25:01Z,"频率感知的 Seed 构造 × CW 前置分层诊断 × 多 GEM 降相关:让自动化 Alpha 挖掘在""源头""而非""后处理""解决问题",https://support.worldquantbrain.com/hc/en-us/community/posts/41292678360727,portfolio,synthesized,11,True,02-ai-mining/research-workflow.md;06-sources/curated.md
41284510093591,2026-06-17T04:16:04Z,2026-08-28T07:52:15Z,【Python Alpha】把alpha丢进傅里叶变换后指标真给整过去了,https://support.worldquantbrain.com/hc/en-us/community/posts/41284510093591,engineering,screened,20,True,
41284360565399,2026-06-17T04:02:12Z,2026-08-26T06:51:09Z,基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出,https://support.worldquantbrain.com/hc/en-us/community/posts/41284360565399,ai,screened,44,True,
41279111112855,2026-06-16T22:23:41Z,2026-07-08T09:34:30Z,CHN Python Alpha 踩坑实录:risk72 死磕 prod_corr 无果,换 virgin 数据集才过关,https://support.worldquantbrain.com/hc/en-us/community/posts/41279111112855,lessons,synthesized,17,True,08-alpha-optimization/diagnostic-workflow.md;09-experience-lessons/failure-casebook.md
41284360565399,2026-06-17T04:02:12Z,2026-09-10T03:34:36Z,基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出,https://support.worldquantbrain.com/hc/en-us/community/posts/41284360565399,ai,screened,44,True,
41279111112855,2026-06-16T22:23:41Z,2026-09-07T20:49:02Z,CHN Python Alpha 踩坑实录:risk72 死磕 prod_corr 无果,换 virgin 数据集才过关,https://support.worldquantbrain.com/hc/en-us/community/posts/41279111112855,lessons,synthesized,17,True,08-alpha-optimization/diagnostic-workflow.md;09-experience-lessons/failure-casebook.md
41254129745815,2026-06-16T03:08:27Z,2026-07-07T14:12:32Z,【gemini-cli停用】迁移至Antigravity-cli教程,https://support.worldquantbrain.com/hc/en-us/community/posts/41254129745815,ai,screened,6,True,
41236357050903,2026-06-15T15:37:54Z,2026-08-17T02:52:03Z,【经验分享】我的 WQ Brain 本地工具箱:模板管理器、Alpha 列表、Genius 三大件,https://support.worldquantbrain.com/hc/en-us/community/posts/41236357050903,lessons,screened,16,True,
41228556172951,2026-06-15T10:50:25Z,2026-07-07T14:04:41Z,【免费GLM-5.2来了】智谱官方活动分享——zcode新用户免费用5天GLM5.2,https://support.worldquantbrain.com/hc/en-us/community/posts/41228556172951,events,screened,4,True,
@@ -216,15 +222,15 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
41162316064023,2026-06-12T01:25:43Z,2026-08-03T08:27:51Z,【Alpha灵感】MEA地区靠SUE模板点亮了Fnd,https://support.worldquantbrain.com/hc/en-us/community/posts/41162316064023,ideas,synthesized,0,True,01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md
41162148315799,2026-06-12T01:15:20Z,2026-07-23T04:46:56Z,[Python Alpha 挑战赛] Python Alpha 回测太慢?聊聊我的性能优化三板斧,https://support.worldquantbrain.com/hc/en-us/community/posts/41162148315799,optimization,screened,14,True,
41142979050775,2026-06-11T13:23:59Z,2026-08-29T02:35:11Z,多源信号组合的经济学尝试和感悟--目前陆续有产出,https://support.worldquantbrain.com/hc/en-us/community/posts/41142979050775,lessons,screened,1,True,
41141847644311,2026-06-11T12:43:54Z,2026-07-07T14:06:33Z,"换个角度,理解一下trade_when(x, y, z) 方法",https://support.worldquantbrain.com/hc/en-us/community/posts/41141847644311,optimization,screened,12,True,
41141847644311,2026-06-11T12:43:54Z,2026-09-09T13:55:09Z,"换个角度,理解一下trade_when(x, y, z) 方法",https://support.worldquantbrain.com/hc/en-us/community/posts/41141847644311,optimization,screened,12,True,
41138717791895,2026-06-11T09:21:48Z,2026-07-23T19:13:57Z,[Python Alpha 挑战赛] python alpha换手率压不下来?利用store!让它学会安静 —— store+死区降低换手率!,https://support.worldquantbrain.com/hc/en-us/community/posts/41138717791895,engineering,screened,14,True,
41138382717719,2026-06-11T08:46:30Z,2026-08-31T07:15:32Z,Osmosis 连续两周>0.5,均值 0.69,我的分配思路分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41138382717719,portfolio,screened,32,True,
41137009390231,2026-06-11T06:27:20Z,2026-08-31T03:50:13Z,[Python Alpha 挑战赛]Python Alpha:自由编程的正确打开方式,https://support.worldquantbrain.com/hc/en-us/community/posts/41137009390231,engineering,screened,10,True,
41135490599063,2026-06-11T03:41:09Z,2026-08-27T10:08:56Z,[Python Alpha 挑战赛]Python Alpha两阶段筛选法:FastExpr快速验证 + Python深度优化,https://support.worldquantbrain.com/hc/en-us/community/posts/41135490599063,optimization,synthesized,9,True,00-restart/2026-timeline.md;02-ai-mining/python-alpha.md;06-sources/curated.md
41134957392663,2026-06-11T02:54:33Z,2026-08-31T15:54:45Z,双字段 Alpha 构建,https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663,ideas,synthesized,4,True,01-alpha-ideas/relationship-and-extension-cards.md
41134957392663,2026-06-11T02:54:33Z,2026-09-08T17:21:30Z,双字段 Alpha 构建,https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663,ideas,synthesized,4,True,01-alpha-ideas/relationship-and-extension-cards.md
41134649919383,2026-06-11T02:29:05Z,2026-08-04T13:20:02Z,[Python Alpha 挑战赛] 一句prompt一次实现prod0.71 --> prod0.69,https://support.worldquantbrain.com/hc/en-us/community/posts/41134649919383,engineering,screened,15,True,
41133909608087,2026-06-11T01:33:58Z,2026-07-21T08:42:59Z,[Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41133909608087,ai,screened,3,True,
41128676944407,2026-06-10T21:03:28Z,2026-07-18T22:12:10Z,【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI) ,https://support.worldquantbrain.com/hc/en-us/community/posts/41128676944407,ai,screened,1,True,
41133909608087,2026-06-11T01:33:58Z,2026-09-10T12:37:40Z,[Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41133909608087,ai,screened,3,True,
41128676944407,2026-06-10T21:03:28Z,2026-07-18T22:12:10Z,【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI),https://support.worldquantbrain.com/hc/en-us/community/posts/41128676944407,ai,screened,1,True,
41119909511319,2026-06-10T16:37:11Z,2026-07-24T10:43:38Z,[Python Alpha 挑战赛] 用期权隐含波动率偏斜(IV Skew)构建Alpha——Python Alpha实战分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41119909511319,engineering,screened,10,True,
41105956280855,2026-06-10T03:21:14Z,2026-07-08T06:56:43Z,【Quant101】FieldPer 拯救计划:Skill 围栏,https://support.worldquantbrain.com/hc/en-us/community/posts/41105956280855,ai,screened,0,True,
41105918774807,2026-06-10T03:13:56Z,2026-09-06T05:07:38Z,【Quant101】OpCount 拯救计划:因子化简,https://support.worldquantbrain.com/hc/en-us/community/posts/41105918774807,general,synthesized,2,True,07-professional-knowledge/data-and-signal-semantics.md
@@ -234,7 +240,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
41076241014423,2026-06-09T03:50:43Z,2026-08-01T14:27:06Z,SUPER Alpha 构建实战:Selection 与 Combo 表达式设计策略,https://support.worldquantbrain.com/hc/en-us/community/posts/41076241014423,portfolio,synthesized,0,True,08-alpha-optimization/portfolio-and-correlation.md
41065497021335,2026-06-08T19:04:45Z,2026-09-02T07:03:32Z,【吹哨人】不再水贴!最新 MCP 自带 brain-forum-browse Skill,对 AI 说「逛一逛论坛」即可自动逛论坛,https://support.worldquantbrain.com/hc/en-us/community/posts/41065497021335,ai,screened,46,True,
41061358159255,2026-06-08T17:04:32Z,2026-08-18T12:49:20Z,【经验分享】你说你找不到alpha?一文带你避开我踩过的坑,https://support.worldquantbrain.com/hc/en-us/community/posts/41061358159255,lessons,screened,0,True,
41059854821783,2026-06-08T16:21:55Z,2026-08-31T13:48:53Z,【稳住Max simulation streak】windows配置定时任务,https://support.worldquantbrain.com/hc/en-us/community/posts/41059854821783,general,screened,0,True,
41059854821783,2026-06-08T16:21:55Z,2026-09-08T04:37:35Z,【稳住Max simulation streak】windows配置定时任务,https://support.worldquantbrain.com/hc/en-us/community/posts/41059854821783,general,screened,0,True,
41047901195799,2026-06-08T06:39:54Z,2026-08-19T12:49:56Z,[python Alpha 挑战赛] 从“使用操作符”到“设计框架”:一次因子结构压缩与状态化研究实践,https://support.worldquantbrain.com/hc/en-us/community/posts/41047901195799,optimization,screened,19,True,
41039581066647,2026-06-07T17:37:18Z,2026-08-07T11:06:07Z,Combined 从1.07到2.98 分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41039581066647,portfolio,screened,1,True,
41037391218583,2026-06-07T14:33:18Z,2026-09-06T08:26:41Z,WorldQuant BRAIN Alpha研究实战:从数据探索到LangGraph工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/41037391218583,ai,synthesized,28,True,02-ai-mining/2026-methods-and-failures.md
@@ -247,12 +253,12 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
41025007067287,2026-06-06T17:42:57Z,2026-08-05T07:40:05Z,【经验分享】我的第二个上线 Python Alpha:把一条 FASTEXPR 因子「重写成 Python」的完整工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/41025007067287,lessons,synthesized,15,True,09-experience-lessons/failure-casebook.md
41024337928343,2026-06-06T16:57:45Z,2026-09-04T08:15:51Z,【经验分享】我的第一个上线 Python Alpha 复盘:用隐含波动率 Delta-Skew 做截面反转,https://support.worldquantbrain.com/hc/en-us/community/posts/41024337928343,lessons,screened,12,True,
41021984423063,2026-06-06T14:19:37Z,2026-07-09T03:10:51Z,高VF的经验和VF崩盘的反思(0.99>0.93>0.99>0.98>0.97>0.7),https://support.worldquantbrain.com/hc/en-us/community/posts/41021984423063,lessons,synthesized,22,True,09-experience-lessons/failure-casebook.md
41020681850519,2026-06-06T12:44:00Z,2026-09-06T11:07:03Z,【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,https://support.worldquantbrain.com/hc/en-us/community/posts/41020681850519,ai,screened,48,True,
41020681850519,2026-06-06T12:44:00Z,2026-09-09T13:18:20Z,【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,https://support.worldquantbrain.com/hc/en-us/community/posts/41020681850519,ai,screened,48,True,
41000341056791,2026-06-05T16:21:58Z,2026-08-09T16:33:51Z,近8000刀!Master赚到了GM的Quarterly Payment!,https://support.worldquantbrain.com/hc/en-us/community/posts/41000341056791,general,screened,26,True,
40995374876183,2026-06-05T13:41:55Z,2026-08-31T03:50:33Z,[Python Alpha 挑战赛] Python Alpha 的一种双模式回测工具设计,https://support.worldquantbrain.com/hc/en-us/community/posts/40995374876183,engineering,screened,19,True,
40972941718807,2026-06-04T16:29:22Z,2026-08-28T10:13:01Z,CONCENTRATED WEIGHT 系统性排查与修复手册-1(基于实战经验的 CW 攻防全指南),https://support.worldquantbrain.com/hc/en-us/community/posts/40972941718807,lessons,screened,29,True,
40965093558679,2026-06-04T11:24:04Z,2026-08-23T12:35:29Z,antigravitycli运行mcp工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/40965093558679,ai,screened,18,True,
40964044763031,2026-06-04T09:57:44Z,2026-07-30T07:49:36Z,【经验分享】用自动化工作流在 BRAIN 上量产 Alpha ,https://support.worldquantbrain.com/hc/en-us/community/posts/40964044763031,lessons,screened,19,True,
40964044763031,2026-06-04T09:57:44Z,2026-07-30T07:49:36Z,【经验分享】用自动化工作流在 BRAIN 上量产 Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/40964044763031,lessons,screened,19,True,
40962586503191,2026-06-04T07:22:27Z,2026-08-23T13:59:21Z,【经验分享】关于我Combine名列前茅却只定级Expert这件事😩,https://support.worldquantbrain.com/hc/en-us/community/posts/40962586503191,lessons,synthesized,18,True,09-experience-lessons/failure-casebook.md
40962462282007,2026-06-04T07:03:41Z,2026-07-19T05:51:41Z,MEA TOP400 从 CONCENTRATED_WEIGHT 阻塞到全部通过:一次完整的 Alpha 优化记录,https://support.worldquantbrain.com/hc/en-us/community/posts/40962462282007,optimization,synthesized,12,True,08-alpha-optimization/diagnostic-workflow.md
40960476615319,2026-06-04T03:48:48Z,2026-08-13T14:32:22Z,【新人向-如何快速查到本次PPA所有数据集及其字段】USA/D1 Fast Datasets Power Pool June`26 theme!,https://support.worldquantbrain.com/hc/en-us/community/posts/40960476615319,data,screened,12,True,
@@ -260,23 +266,23 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
40957810418199,2026-06-04T00:26:10Z,2026-09-06T14:23:26Z,DCC 第三名经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40957810418199,lessons,screened,16,True,
40937398436119,2026-06-03T13:09:52Z,2026-07-07T14:03:41Z,【免费AI工具系列】DAT三家的最新AI桌面助手,附模型推荐和福利活动盘点,https://support.worldquantbrain.com/hc/en-us/community/posts/40937398436119,events,screened,9,True,
40936186021271,2026-06-03T12:24:51Z,2026-09-04T14:52:00Z,SuperAlpha 去重的一点小坑:只看 selection 可能还不够,https://support.worldquantbrain.com/hc/en-us/community/posts/40936186021271,portfolio,synthesized,0,True,03-engineering/experiment-ledger.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
40929650605207,2026-06-03T02:22:32Z,2026-08-29T00:27:26Z,二季度了2个月,和大家分享一些alpha挖掘的思路,https://support.worldquantbrain.com/hc/en-us/community/posts/40929650605207,general,screened,27,True,
40929650605207,2026-06-03T02:22:32Z,2026-09-10T09:58:24Z,二季度了2个月,和大家分享一些alpha挖掘的思路,https://support.worldquantbrain.com/hc/en-us/community/posts/40929650605207,general,screened,27,True,
40902892248983,2026-06-02T07:01:01Z,2026-08-31T08:11:29Z,行业中性加时序标准化:一个干净的 Alpha 模板,https://support.worldquantbrain.com/hc/en-us/community/posts/40902892248983,ideas,synthesized,16,True,01-alpha-ideas/relationship-and-extension-cards.md;07-professional-knowledge/data-and-signal-semantics.md
40876222943895,2026-06-01T12:46:10Z,2026-07-07T14:18:32Z,【又来个免费AI】超快的阶跃Step 3.7 Flash,Hermes Agent 可以免费用一个月,https://support.worldquantbrain.com/hc/en-us/community/posts/40876222943895,ai,screened,8,True,
40875429141015,2026-06-01T12:11:50Z,2026-08-29T23:23:48Z,【免费API系列3】全球前十的AI lab——Agnes AI 的免费API,文本/图片/视频模型全免费,https://support.worldquantbrain.com/hc/en-us/community/posts/40875429141015,ai,screened,7,True,
40873662176535,2026-06-01T10:20:04Z,2026-09-04T11:55:57Z,OS RANK全球第一!我是如何做到的?,https://support.worldquantbrain.com/hc/en-us/community/posts/40873662176535,optimization,screened,19,True,
40873662176535,2026-06-01T10:20:04Z,2026-09-07T08:41:01Z,OS RANK全球第一!我是如何做到的?,https://support.worldquantbrain.com/hc/en-us/community/posts/40873662176535,optimization,screened,19,True,
40872804113175,2026-06-01T09:06:01Z,2026-07-07T13:55:11Z,【经验分享】Roo Code 插件停止维护了,解决方案在这,https://support.worldquantbrain.com/hc/en-us/community/posts/40872804113175,lessons,screened,4,True,
40870826319511,2026-06-01T05:07:32Z,2026-08-31T07:11:51Z,[Python Alpha 挑战赛]半自动化的python alpha挖掘思路,https://support.worldquantbrain.com/hc/en-us/community/posts/40870826319511,engineering,screened,15,True,
40870826319511,2026-06-01T05:07:32Z,2026-09-10T14:50:24Z,[Python Alpha 挑战赛]半自动化的python alpha挖掘思路,https://support.worldquantbrain.com/hc/en-us/community/posts/40870826319511,engineering,screened,15,True,
40857367883159,2026-05-31T04:51:16Z,2026-07-09T03:10:59Z,一个很小但很有用的工具:Alpha Backtest Ledger,避免重复回测,https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159,engineering,synthesized,10,True,00-restart/2026-timeline.md;03-engineering/2026-operating-lessons.md;03-engineering/experiment-ledger.md;06-sources/curated.md
40847481080087,2026-05-30T14:03:10Z,2026-09-05T18:23:41Z,【Alpha灵感】使用nip族数据点亮news塔,https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087,ideas,synthesized,20,True,01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md
40817725354903,2026-05-29T08:05:03Z,2026-07-20T03:35:35Z,【大角羊】总收入突破万刀,感恩与大家一路同行!,https://support.worldquantbrain.com/hc/en-us/community/posts/40817725354903,general,screened,13,True,
40815296759703,2026-05-29T03:03:56Z,2026-07-07T14:24:53Z,[Python Alpha 挑战赛] 从数据定义到硬核推土机:手搓 ECDF 与高斯映射,深挖“最悲观预期”长牛动量,https://support.worldquantbrain.com/hc/en-us/community/posts/40815296759703,engineering,screened,9,True,
40815296759703,2026-05-29T03:03:56Z,2026-09-09T09:44:43Z,[Python Alpha 挑战赛] 从数据定义到硬核推土机:手搓 ECDF 与高斯映射,深挖“最悲观预期”长牛动量,https://support.worldquantbrain.com/hc/en-us/community/posts/40815296759703,engineering,screened,9,True,
40797859802647,2026-05-28T15:14:04Z,2026-08-07T10:56:32Z,Python Alpha会议要点与竞赛分析报告——20260528,https://support.worldquantbrain.com/hc/en-us/community/posts/40797859802647,events,screened,6,True,
40796757798807,2026-05-28T14:38:37Z,2026-09-04T08:15:02Z,[Python Alpha 挑战赛] 基于skill: brain-simAlphasinBatch-and-track 的 Python Alpha 迭代工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/40796757798807,ai,screened,14,True,
40790666727575,2026-05-28T08:53:56Z,2026-09-04T08:12:53Z,【Alpha 模板】Earnings模板分享,低相关性,助你横向点塔(干货满满,不来将会错失一个亿),https://support.worldquantbrain.com/hc/en-us/community/posts/40790666727575,ideas,synthesized,17,True,01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md
40790558975767,2026-05-28T08:45:07Z,2026-08-31T03:51:26Z,[Python Alpha 挑战赛]一句话让AI批量生成Python Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/40790558975767,ai,screened,7,True,
40788850736023,2026-05-28T05:14:34Z,2026-08-31T03:52:53Z,[Python Alpha 速查] Python Alpha 实战全景:256 个包、API 工程、三类探索方向,https://support.worldquantbrain.com/hc/en-us/community/posts/40788850736023,engineering,screened,13,True,
40786815350167,2026-05-28T01:30:31Z,2026-07-07T13:57:42Z,【经验分享】在手机上操作AI打工人,https://support.worldquantbrain.com/hc/en-us/community/posts/40786815350167,lessons,screened,7,True,
40786815350167,2026-05-28T01:30:31Z,2026-09-08T12:51:09Z,【经验分享】在手机上操作AI打工人,https://support.worldquantbrain.com/hc/en-us/community/posts/40786815350167,lessons,screened,7,True,
40768096146327,2026-05-27T13:50:08Z,2026-07-20T11:15:55Z,[Python Alpha 挑战赛]基于多层记忆的PythonAlpha自动探索ai-agent,https://support.worldquantbrain.com/hc/en-us/community/posts/40768096146327,ai,synthesized,4,True,02-ai-mining/2026-methods-and-failures.md
40765160386711,2026-05-27T11:45:18Z,2026-07-16T08:12:08Z,【免费API系列】最新的天工agent模型SkyClaw-v1.0限时免费用,听说蛮厉害的,https://support.worldquantbrain.com/hc/en-us/community/posts/40765160386711,ai,screened,6,True,
40763583634839,2026-05-27T09:11:17Z,2026-09-02T12:21:16Z,Worldquant Brain——我的人生启蒙导师 【传奇耐打王系列四】,https://support.worldquantbrain.com/hc/en-us/community/posts/40763583634839,ai,screened,17,True,
@@ -289,7 +295,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
40735661471383,2026-05-26T09:55:25Z,2026-08-29T02:14:08Z,这个模版到底怎么做?【传奇耐打王系列三】,https://support.worldquantbrain.com/hc/en-us/community/posts/40735661471383,general,screened,14,True,
40734437350679,2026-05-26T07:35:08Z,2026-09-07T01:14:33Z,这个因子到底有没有混信号?【传奇耐打王系列一】,https://support.worldquantbrain.com/hc/en-us/community/posts/40734437350679,general,screened,17,True,
40734489248151,2026-05-26T07:34:44Z,2026-08-29T02:16:12Z,Python alpha 提交经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40734489248151,lessons,screened,19,True,
40732429672343,2026-05-26T03:17:52Z,2026-08-28T07:34:49Z,【经验分享】我是如何从0到1做出python alpha的(附提示词),https://support.worldquantbrain.com/hc/en-us/community/posts/40732429672343,lessons,screened,5,True,
40732429672343,2026-05-26T03:17:52Z,2026-09-10T15:02:58Z,【经验分享】我是如何从0到1做出python alpha的(附提示词),https://support.worldquantbrain.com/hc/en-us/community/posts/40732429672343,lessons,screened,5,True,
40719428121623,2026-05-25T14:37:20Z,2026-07-15T09:07:54Z,"MCP 服务器支持 Python Alpha(language=""PYTHON""),同时保持原有 FASTEXPR 功能完全不受影响",https://support.worldquantbrain.com/hc/en-us/community/posts/40719428121623,ai,screened,8,True,
40703455289623,2026-05-24T14:39:29Z,2026-08-21T08:33:31Z,【AI打工人】代码公开,0基础使用,给AI流水线生成的alpha加上名字,https://support.worldquantbrain.com/hc/en-us/community/posts/40703455289623,ai,screened,8,True,
40698184990615,2026-05-24T02:51:31Z,2026-09-02T10:49:18Z,osmosis自动设置,https://support.worldquantbrain.com/hc/en-us/community/posts/40698184990615,portfolio,screened,9,True,
@@ -301,28 +307,28 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
40580373831447,2026-05-19T13:23:30Z,2026-09-03T03:22:56Z,分享一个类似codex的软件,阿里的最新Qoder,目前可以免费使用两周,https://support.worldquantbrain.com/hc/en-us/community/posts/40580373831447,ai,screened,2,True,
40576501149463,2026-05-19T09:29:50Z,2026-06-25T14:57:44Z,【大角羊】经验分享:一分钟学会解封账号!,https://support.worldquantbrain.com/hc/en-us/community/posts/40576501149463,lessons,screened,9,True,
40544447671959,2026-05-18T02:36:10Z,2026-08-16T02:36:32Z,【即插即用】⚡OS自动重分配⚡️到恰好10万分,https://support.worldquantbrain.com/hc/en-us/community/posts/40544447671959,general,screened,10,True,
40533711115927,2026-05-17T10:01:03Z,2026-07-26T07:12:26Z,【Combined Alpha Performance】踩坑分享,纯新手comb -2+,https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927,lessons,synthesized,11,True,08-alpha-optimization/portfolio-and-correlation.md;09-experience-lessons/failure-casebook.md
40533711115927,2026-05-17T10:01:03Z,2026-07-26T07:12:26Z,【Combined Alpha Performance】踩坑分享,纯新手comb -2+,https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927,lessons,synthesized,11,True,08-alpha-optimization/portfolio-and-correlation.md;09-experience-lessons/failure-casebook.md
40532948003479,2026-05-17T07:52:43Z,2026-08-13T13:58:43Z,不使用 GitHub,如何把代码在不同机器之间同步,https://support.worldquantbrain.com/hc/en-us/community/posts/40532948003479,engineering,screened,0,True,
40531705016855,2026-05-17T04:34:24Z,2026-08-07T10:47:28Z,通过 Zendesk API 直接获取 WQB 平台资源 — 告别浏览器依赖,https://support.worldquantbrain.com/hc/en-us/community/posts/40531705016855,engineering,synthesized,4,True,03-engineering/2026-operating-lessons.md
40531412200471,2026-05-17T03:51:16Z,2026-08-26T10:56:00Z,用AI优化【Japan Robustness Sharpe】的一些工作流经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40531412200471,lessons,screened,0,True,
40531412200471,2026-05-17T03:51:16Z,2026-09-10T04:54:52Z,用AI优化【Japan Robustness Sharpe】的一些工作流经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40531412200471,lessons,screened,0,True,
40531102400663,2026-05-17T03:13:53Z,2026-07-08T13:55:25Z,"OpenCode+MCP,分析一个数据集(包含提示词)",https://support.worldquantbrain.com/hc/en-us/community/posts/40531102400663,data,screened,8,True,
40530659645719,2026-05-17T02:09:56Z,2026-07-07T14:13:22Z,挖掘 Token 黑洞 01:MCP Simulation 如何吞掉 70%+ 的可读上下文,https://support.worldquantbrain.com/hc/en-us/community/posts/40530659645719,ai,synthesized,11,True,02-ai-mining/2026-methods-and-failures.md
40530659645719,2026-05-17T02:09:56Z,2026-09-08T14:43:57Z,挖掘 Token 黑洞 01:MCP Simulation 如何吞掉 70%+ 的可读上下文,https://support.worldquantbrain.com/hc/en-us/community/posts/40530659645719,ai,synthesized,11,True,02-ai-mining/2026-methods-and-failures.md
40520794084119,2026-05-16T13:52:25Z,2026-09-02T16:34:47Z,vf从0.95暴跌到0.57,cb从1点多到0.几点的反思,https://support.worldquantbrain.com/hc/en-us/community/posts/40520794084119,lessons,screened,9,True,
40490830379415,2026-05-15T08:28:18Z,2026-09-07T05:39:02Z, 【免费API】deepseekv4系列+AI编程神器9router,https://support.worldquantbrain.com/hc/en-us/community/posts/40490830379415,ai,screened,6,True,
40490830379415,2026-05-15T08:28:18Z,2026-09-07T05:39:02Z,【免费API】deepseekv4系列+AI编程神器9router,https://support.worldquantbrain.com/hc/en-us/community/posts/40490830379415,ai,screened,6,True,
40458012001815,2026-05-14T01:31:38Z,2026-07-25T11:21:49Z,Python纯代码获取论坛内容(不使用任何无头浏览器等操作),https://support.worldquantbrain.com/hc/en-us/community/posts/40458012001815,engineering,synthesized,2,True,03-engineering/2026-operating-lessons.md
40434113248791,2026-05-13T10:17:54Z,2026-07-21T03:10:00Z,【不太一样的ownSA自动化】聚类助你突破ownSA瓶颈,有点抽象,欢迎大家批评指正,附开箱即用代码,https://support.worldquantbrain.com/hc/en-us/community/posts/40434113248791,engineering,screened,4,True,
40433337996183,2026-05-13T08:58:57Z,2026-09-06T02:41:29Z,"【经验分享】涅槃重生:vf从0.18到0.97,combine从-1.25到2.02!",https://support.worldquantbrain.com/hc/en-us/community/posts/40433337996183,lessons,screened,33,True,
40433238987159,2026-05-13T08:46:13Z,2026-08-28T18:02:50Z,【alpha灵感】双字段alpha构建提示次,助力各位60塔,https://support.worldquantbrain.com/hc/en-us/community/posts/40433238987159,ideas,synthesized,26,True,01-alpha-ideas/relationship-and-extension-cards.md
40431103477527,2026-05-13T04:25:38Z,2026-06-29T14:28:55Z,有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不 ,https://support.worldquantbrain.com/hc/en-us/community/posts/40431103477527,ai,screened,9,True,
40431103477527,2026-05-13T04:25:38Z,2026-06-29T14:28:55Z,有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不,https://support.worldquantbrain.com/hc/en-us/community/posts/40431103477527,ai,screened,9,True,
40406240166807,2026-05-12T10:37:45Z,2026-07-28T03:42:27Z,【代码优化】三行代码解决MCP回测卡顿断线的问题,https://support.worldquantbrain.com/hc/en-us/community/posts/40406240166807,optimization,screened,10,True,
40373405530647,2026-05-11T03:11:42Z,2026-09-06T15:08:16Z,BRAIN Consultant 兼职定位与行为边界的建议和分享 ,https://support.worldquantbrain.com/hc/en-us/community/posts/40373405530647,ai,screened,61,True,
40373405530647,2026-05-11T03:11:42Z,2026-09-10T02:00:43Z,BRAIN Consultant 兼职定位与行为边界的建议和分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40373405530647,ai,screened,61,True,
40373352844439,2026-05-11T03:07:53Z,2026-06-29T14:28:24Z,借助与AI和MCP,我是怎样分析一个数据集的?,https://support.worldquantbrain.com/hc/en-us/community/posts/40373352844439,data,screened,14,True,
40372795793687,2026-05-11T02:04:31Z,2026-06-25T14:54:04Z,"一个新的免费token plan: 商汤-日日新,支持deep seek v4 flash, 附minimax2.7, gemini pro3对比",https://support.worldquantbrain.com/hc/en-us/community/posts/40372795793687,events,screened,12,True,
40372795793687,2026-05-11T02:04:31Z,2026-06-25T14:54:04Z,"一个新的免费token plan: 商汤-日日新,支持deep seek v4 flash, 附minimax2.7, gemini pro3对比",https://support.worldquantbrain.com/hc/en-us/community/posts/40372795793687,events,screened,12,True,
40347330265879,2026-05-09T06:17:45Z,2026-07-07T13:52:09Z,【龙虎榜·卷二】Combine惊雷再起,VF季决尘埃落定,神秘GM满值归来,万刀之上几何?,https://support.worldquantbrain.com/hc/en-us/community/posts/40347330265879,lessons,screened,11,True,
40346082255255,2026-05-09T03:28:51Z,2026-09-04T08:15:24Z,【经验总结】Osmosis / OSM:根本原理、Alpha 池筛选与点数分配方法,https://support.worldquantbrain.com/hc/en-us/community/posts/40346082255255,lessons,synthesized,6,True,08-alpha-optimization/portfolio-and-correlation.md
40346082255255,2026-05-09T03:28:51Z,2026-09-10T05:34:19Z,【经验总结】Osmosis / OSM:根本原理、Alpha 池筛选与点数分配方法,https://support.worldquantbrain.com/hc/en-us/community/posts/40346082255255,lessons,synthesized,6,True,08-alpha-optimization/portfolio-and-correlation.md
40321767904023,2026-05-08T08:38:44Z,2026-07-18T16:38:43Z,【经验分享】Combine大幅提升,增幅高达1.74,https://support.worldquantbrain.com/hc/en-us/community/posts/40321767904023,lessons,screened,14,True,
40297238763159,2026-05-07T12:43:54Z,2026-09-04T08:55:02Z,分享我的 AI 因子挖掘流程:20 天 11 塔,尽量自动化,打工人友好,https://support.worldquantbrain.com/hc/en-us/community/posts/40297238763159,ai,screened,19,True,
40294373064855,2026-05-07T09:18:06Z,2026-06-30T15:43:49Z,稳稳拿下gm,combine到六维的耕耘经验,https://support.worldquantbrain.com/hc/en-us/community/posts/40294373064855,lessons,screened,16,True,
40297238763159,2026-05-07T12:43:54Z,2026-09-09T00:39:26Z,分享我的 AI 因子挖掘流程:20 天 11 塔,尽量自动化,打工人友好,https://support.worldquantbrain.com/hc/en-us/community/posts/40297238763159,ai,screened,19,True,
40294373064855,2026-05-07T09:18:06Z,2026-09-10T23:23:28Z,稳稳拿下gm,combine到六维的耕耘经验,https://support.worldquantbrain.com/hc/en-us/community/posts/40294373064855,lessons,screened,16,True,
40292420301591,2026-05-07T05:28:27Z,2026-06-29T14:28:24Z,【工具分享】Pkgdiff:在线免费给cnhkmcp做版本差异分析,https://support.worldquantbrain.com/hc/en-us/community/posts/40292420301591,ai,screened,6,True,
40290434309655,2026-05-07T02:02:22Z,2026-06-29T14:28:23Z,最近跑通的一套 Alpha 研究“反馈回路”:少一点玄学,多一点可验证,https://support.worldquantbrain.com/hc/en-us/community/posts/40290434309655,general,synthesized,6,True,02-ai-mining/2026-methods-and-failures.md
40287368788375,2026-05-06T22:44:53Z,2026-08-27T17:36:56Z,【技术科普】在论坛发布彩色的帖子,https://support.worldquantbrain.com/hc/en-us/community/posts/40287368788375,general,screened,2,True,
@@ -332,8 +338,8 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
40153456172567,2026-05-01T12:41:40Z,2026-09-03T08:33:16Z,痛失GM,新手的Q1总结,https://support.worldquantbrain.com/hc/en-us/community/posts/40153456172567,lessons,screened,9,True,
40150797833239,2026-05-01T08:29:11Z,2026-09-02T04:16:47Z,WorldQuant BRAIN MCP 工具调用架构升级:从 Stdio 到 HTTP API,https://support.worldquantbrain.com/hc/en-us/community/posts/40150797833239,ai,screened,5,True,
40134245568663,2026-04-30T16:58:44Z,2026-08-26T18:09:21Z,【Alpha灵感】全球第一个MEA因子(零PC alpha),我是怎么做出来的?,https://support.worldquantbrain.com/hc/en-us/community/posts/40134245568663,ideas,synthesized,11,True,01-alpha-ideas/relationship-and-extension-cards.md
40091088861591,2026-04-29T04:36:13Z,2026-08-07T11:03:19Z,【工具优化】技能brain-data-scope(华子哥插件插件的数据分析模块),https://support.worldquantbrain.com/hc/en-us/community/posts/40091088861591,optimization,screened,8,True,
40089426663959,2026-04-29T01:44:21Z,2026-09-04T14:49:44Z,【OB】一个自进化的 RAG 搜索系统🎯,https://support.worldquantbrain.com/hc/en-us/community/posts/40089426663959,general,screened,15,True,
40091088861591,2026-04-29T04:36:13Z,2026-09-11T00:34:14Z,【工具优化】技能brain-data-scope(华子哥插件插件的数据分析模块),https://support.worldquantbrain.com/hc/en-us/community/posts/40091088861591,optimization,screened,8,True,
40089426663959,2026-04-29T01:44:21Z,2026-09-09T09:41:52Z,【OB】一个自进化的 RAG 搜索系统🎯,https://support.worldquantbrain.com/hc/en-us/community/posts/40089426663959,general,screened,15,True,
40074294140695,2026-04-28T16:35:22Z,2026-06-27T04:00:31Z,免费申请小米百万亿 Token 创造者激励计划,https://support.worldquantbrain.com/hc/en-us/community/posts/40074294140695,events,screened,3,True,
40062800087575,2026-04-28T06:37:00Z,2026-06-28T08:17:20Z,小米 MiMo-V2.5 开源及 100T Token 免费申请活动分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40062800087575,events,screened,3,True,
40031467208983,2026-04-27T03:06:25Z,2026-08-08T18:17:02Z,【💻云服务器】一键抢购腾讯元4核4G服务器,https://support.worldquantbrain.com/hc/en-us/community/posts/40031467208983,engineering,screened,0,True,
@@ -344,28 +350,28 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
39947433598871,2026-04-23T01:05:41Z,2026-08-22T05:25:44Z,【学习笔记】Fast+Slow 快慢因子组合:解决因子实操难题的思路探讨,https://support.worldquantbrain.com/hc/en-us/community/posts/39947433598871,portfolio,screened,2,True,
39947266331031,2026-04-23T00:58:16Z,2026-06-29T06:30:32Z,【顾问心得】Osmosis 分数总不稳?我跟 AI 学习组合逻辑,https://support.worldquantbrain.com/hc/en-us/community/posts/39947266331031,lessons,screened,2,True,
39945764650263,2026-04-22T23:11:21Z,2026-09-06T06:11:03Z,【经验分享】我如何坚持半年只用 AI 找 Alpha:WorldQuant BRAIN 上的 Agent 搭建、优化与反思,https://support.worldquantbrain.com/hc/en-us/community/posts/39945764650263,lessons,synthesized,29,True,09-experience-lessons/failure-casebook.md
39923106285207,2026-04-22T07:24:19Z,2026-06-27T02:52:29Z,【征文邀请】那些你在IQC踩过的坑,可能正是今年选手最需要的答案 ,https://support.worldquantbrain.com/hc/en-us/community/posts/39923106285207,general,screened,6,True,
39922788056343,2026-04-22T06:45:00Z,2026-09-06T01:57:44Z,【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster!(上篇),https://support.worldquantbrain.com/hc/en-us/community/posts/39922788056343,general,screened,75,True,
39923106285207,2026-04-22T07:24:19Z,2026-06-27T02:52:29Z,【征文邀请】那些你在IQC踩过的坑,可能正是今年选手最需要的答案,https://support.worldquantbrain.com/hc/en-us/community/posts/39923106285207,general,screened,6,True,
39922788056343,2026-04-22T06:45:00Z,2026-09-09T05:42:45Z,【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster!(上篇),https://support.worldquantbrain.com/hc/en-us/community/posts/39922788056343,general,screened,75,True,
39922320882455,2026-04-22T05:47:36Z,2026-08-07T10:56:38Z,正版AI工具包合集优惠推荐 Lenny‘s newsletter bundle 无封号困扰,https://support.worldquantbrain.com/hc/en-us/community/posts/39922320882455,guides,screened,2,True,
39920503976087,2026-04-22T02:17:02Z,2026-09-02T03:41:38Z,如何通过【Robust universe Sharpe and returns】检测的一些尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/39920503976087,optimization,synthesized,7,True,08-alpha-optimization/diagnostic-workflow.md
39907023480599,2026-04-21T16:20:17Z,2026-07-20T11:19:17Z,【WQ Manager】大更新!新增Base Payment排行榜!,https://support.worldquantbrain.com/hc/en-us/community/posts/39907023480599,general,screened,14,True,
39899189437847,2026-04-21T10:16:07Z,2026-07-27T23:53:09Z,【工具分享】(即插即用)AI写description费token?直接用网页版就好了,https://support.worldquantbrain.com/hc/en-us/community/posts/39899189437847,ai,screened,0,True,
39873247817495,2026-04-20T12:33:20Z,2026-08-19T03:15:20Z,一键自动化回测代码分享,https://support.worldquantbrain.com/hc/en-us/community/posts/39873247817495,engineering,screened,0,True,
39870945020183,2026-04-20T09:49:12Z,2026-08-07T10:58:38Z,"【代码分享】AI生成Alpha总是”凭空想象""?给它喂论文,鱼饵才对味!",https://support.worldquantbrain.com/hc/en-us/community/posts/39870945020183,ai,screened,8,True,
39870945020183,2026-04-20T09:49:12Z,2026-09-09T02:29:34Z,"【代码分享】AI生成Alpha总是”凭空想象""?给它喂论文,鱼饵才对味!",https://support.worldquantbrain.com/hc/en-us/community/posts/39870945020183,ai,screened,8,True,
39870662977687,2026-04-20T09:19:58Z,2026-07-14T10:53:29Z,经验分享:最近做 Regular 点塔时反复踩到的几个坑,https://support.worldquantbrain.com/hc/en-us/community/posts/39870662977687,lessons,synthesized,8,True,09-experience-lessons/failure-casebook.md
39868267753623,2026-04-20T04:14:46Z,2026-08-30T09:29:48Z,Pipeline MCP 深度版:面向多样性、高质量、低相关性 Alpha 持续生产的编排架构实践,https://support.worldquantbrain.com/hc/en-us/community/posts/39868267753623,portfolio,synthesized,8,True,03-engineering/2026-operating-lessons.md
39859045823511,2026-04-19T13:14:48Z,2026-08-22T11:52:09Z,【经验分享】新人顾问0.5--->0.62--->0.95--->0.99vf经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/39859045823511,lessons,screened,7,True,
39858612511383,2026-04-19T12:35:29Z,2026-06-28T08:19:08Z,【经验分享】云端磁盘深度清理,让云端更加流畅丝滑,https://support.worldquantbrain.com/hc/en-us/community/posts/39858612511383,lessons,screened,2,True,
39857630237591,2026-04-19T10:23:42Z,2026-08-23T13:07:29Z,我的Alpha提交算法进化史:从团划分剪枝到最大权重独立集,https://support.worldquantbrain.com/hc/en-us/community/posts/39857630237591,general,synthesized,4,True,08-alpha-optimization/portfolio-and-correlation.md
39854893045655,2026-04-19T02:51:39Z,2026-06-27T03:37:49Z,穿透参数迷雾:量化策略的敏感度分析与鲁棒性构建,https://support.worldquantbrain.com/hc/en-us/community/posts/39854893045655,general,synthesized,5,True,08-alpha-optimization/diagnostic-workflow.md
39854893045655,2026-04-19T02:51:39Z,2026-09-07T12:28:49Z,穿透参数迷雾:量化策略的敏感度分析与鲁棒性构建,https://support.worldquantbrain.com/hc/en-us/community/posts/39854893045655,general,synthesized,5,True,08-alpha-optimization/diagnostic-workflow.md
39854742805271,2026-04-19T02:26:34Z,2026-07-29T07:02:19Z,26.04.19 新顾问培训AI打工人安装 codebuddy配置版.,https://support.worldquantbrain.com/hc/en-us/community/posts/39854742805271,events,screened,13,True,
39845230299927,2026-04-18T12:59:03Z,2026-08-01T17:39:01Z,【Alpha灵感】AI搜索字段极性配对,构建低PC因子(附提示词),https://support.worldquantbrain.com/hc/en-us/community/posts/39845230299927,ideas,synthesized,15,True,00-restart/2026-timeline.md;01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md
39826862025879,2026-04-17T16:35:24Z,2026-07-15T11:04:57Z,World Quant漫画(第三期),https://support.worldquantbrain.com/hc/en-us/community/posts/39826862025879,general,screened,12,True,
39822852669079,2026-04-17T14:36:50Z,2026-07-17T04:47:53Z,多图解析USA最新3x High Turnover Theme国区提交现况,https://support.worldquantbrain.com/hc/en-us/community/posts/39822852669079,optimization,screened,6,True,
39759673422487,2026-04-15T09:27:39Z,2026-08-13T14:05:49Z,在wq半年:从1.5刀到100刀,我是怎么做到连续三个月vf1.0+comb2.94的,https://support.worldquantbrain.com/hc/en-us/community/posts/39759673422487,lessons,screened,12,True,
39759058734359,2026-04-15T08:23:19Z,2026-07-29T07:24:15Z,【新人心魔】打破心魔之旅:这样的因子到底要不要交?,https://support.worldquantbrain.com/hc/en-us/community/posts/39759058734359,general,screened,9,True,
39756841978519,2026-04-15T03:48:36Z,2026-08-01T03:45:22Z,【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析,https://support.worldquantbrain.com/hc/en-us/community/posts/39756841978519,general,screened,9,True,
39729140385559,2026-04-14T06:17:42Z,2026-07-24T14:15:00Z,【差生文具多】WQ助手1.02版(安卓版本+windows版本),https://support.worldquantbrain.com/hc/en-us/community/posts/39729140385559,general,screened,14,True,
39756841978519,2026-04-15T03:48:36Z,2026-09-08T13:50:31Z,【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析,https://support.worldquantbrain.com/hc/en-us/community/posts/39756841978519,general,screened,9,True,
39729140385559,2026-04-14T06:17:42Z,2026-09-08T06:02:21Z,【差生文具多】WQ助手1.02版(安卓版本+windows版本),https://support.worldquantbrain.com/hc/en-us/community/posts/39729140385559,general,screened,14,True,
39728814444695,2026-04-14T05:42:52Z,2026-07-30T02:16:37Z,26年Q1 Genius定级已更新,Q2赛季加油!,https://support.worldquantbrain.com/hc/en-us/community/posts/39728814444695,general,screened,20,True,
39710403268759,2026-04-13T15:33:25Z,2026-06-30T15:41:20Z,【资源分享】免费的claude opus 4.6 api - Replit,https://support.worldquantbrain.com/hc/en-us/community/posts/39710403268759,ai,screened,11,True,
39690289189015,2026-04-12T13:31:17Z,2026-06-29T20:16:29Z,【大角羊】一分钟掌握参加Orthogonal HTVR Theme要点(三倍加成)!,https://support.worldquantbrain.com/hc/en-us/community/posts/39690289189015,general,screened,14,True,
@@ -373,7 +379,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
39648644834967,2026-04-10T07:51:37Z,2026-07-27T23:26:48Z,ppa一键untag代码,https://support.worldquantbrain.com/hc/en-us/community/posts/39648644834967,engineering,screened,3,True,
39623025163415,2026-04-09T10:18:10Z,2026-06-29T02:46:14Z,别再在几百条 alpha里盲选了!我用“相关性分族 + 组内排序” 1 分钟提取数据集回测结果里最值得保留的那些alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/39623025163415,portfolio,screened,10,True,
39621432305175,2026-04-09T07:28:57Z,2026-09-04T08:13:43Z,【AIAC2.0 冠军】关于比赛过程中一些经验的交流,https://support.worldquantbrain.com/hc/en-us/community/posts/39621432305175,lessons,screened,9,True,
39567420541079,2026-04-07T11:00:52Z,2026-09-04T09:29:19Z,【个人经验】PPA 因子筛选标准与实战心得(适合新手参考),https://support.worldquantbrain.com/hc/en-us/community/posts/39567420541079,lessons,screened,12,True,
39567420541079,2026-04-07T11:00:52Z,2026-09-10T06:57:01Z,【个人经验】PPA 因子筛选标准与实战心得(适合新手参考),https://support.worldquantbrain.com/hc/en-us/community/posts/39567420541079,lessons,screened,12,True,
39565397650839,2026-04-07T07:21:14Z,2026-04-15T16:44:18Z,低成本使用ai,助力回测!,https://support.worldquantbrain.com/hc/en-us/community/posts/39565397650839,ai,screened,1,True,
39531360358295,2026-04-05T17:23:40Z,2026-08-26T06:44:04Z,【新人向】是否还在对华子哥数据WebDataRAW不会解压而感到苦恼!即插即用代码来了,仅需Excel就可以进行数据分析!,https://support.worldquantbrain.com/hc/en-us/community/posts/39531360358295,engineering,screened,28,True,
39524416948887,2026-04-05T01:07:37Z,2026-07-16T01:00:28Z,"通俗易懂,从另一个角度理解一下方法vector_neut(x, y)、ts_vector_neut(x, y, d)、ts_vector_proj(x, y, d)",https://support.worldquantbrain.com/hc/en-us/community/posts/39524416948887,general,synthesized,11,True,07-professional-knowledge/data-and-signal-semantics.md
@@ -382,28 +388,28 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
39466506480663,2026-04-02T07:29:51Z,2026-07-28T07:51:41Z,【Consultant 101】手把手教你搭建本地因子库 ②,https://support.worldquantbrain.com/hc/en-us/community/posts/39466506480663,engineering,synthesized,1,True,03-engineering/architecture.md;06-sources/curated.md
39439719861399,2026-04-01T08:57:47Z,2026-07-30T02:16:40Z,征集|Brain 用户访谈志愿者|参与可获 200 积分,https://support.worldquantbrain.com/hc/en-us/community/posts/39439719861399,events,screened,34,True,
39438387680919,2026-04-01T05:55:12Z,2026-08-19T12:50:04Z,【26年4月主题活动】IQC 邀请 + Combined Alpha Performance 提升计划 (最高可获得300积分),https://support.worldquantbrain.com/hc/en-us/community/posts/39438387680919,events,screened,25,True,
39408397746199,2026-03-31T02:44:55Z,2026-08-20T14:58:14Z,【OSMOSIS新人友好版】真正的一键打分:指定区域清空+补齐10类+标签过滤,https://support.worldquantbrain.com/hc/en-us/community/posts/39408397746199,portfolio,screened,21,True,
39408397746199,2026-03-31T02:44:55Z,2026-09-08T01:53:13Z,【OSMOSIS新人友好版】真正的一键打分:指定区域清空+补齐10类+标签过滤,https://support.worldquantbrain.com/hc/en-us/community/posts/39408397746199,portfolio,screened,21,True,
39368763910807,2026-03-29T08:40:07Z,2026-06-29T00:02:35Z,【ValueFactor】关于这次更新VF从0.98突然暴跌至0.75的反思与警示,https://support.worldquantbrain.com/hc/en-us/community/posts/39368763910807,lessons,synthesized,19,True,09-experience-lessons/failure-casebook.md
39367839107095,2026-03-29T05:37:12Z,2026-08-30T14:24:22Z,手把手教学:新顾问如何安装APP+AI打工人模块,https://support.worldquantbrain.com/hc/en-us/community/posts/39367839107095,ai,screened,25,True,
39354616684439,2026-03-28T07:33:39Z,2026-06-10T00:20:34Z,【工作流分享】基于openclaw的自动化agent工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/39354616684439,ai,screened,8,True,
39367839107095,2026-03-29T05:37:12Z,2026-09-11T00:19:43Z,手把手教学:新顾问如何安装APP+AI打工人模块,https://support.worldquantbrain.com/hc/en-us/community/posts/39367839107095,ai,screened,25,True,
39354616684439,2026-03-28T07:33:39Z,2026-09-10T03:45:40Z,【工作流分享】基于openclaw的自动化agent工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/39354616684439,ai,screened,8,True,
39354351739415,2026-03-28T06:32:44Z,2026-07-16T08:04:28Z,【QUANT101】什么是 Non-Compensated Alpha? 如何筛选 Compensated Alpha?,https://support.worldquantbrain.com/hc/en-us/community/posts/39354351739415,general,synthesized,4,True,03-engineering/2026-operating-lessons.md
39354315278103,2026-03-28T06:31:40Z,2026-06-10T00:20:46Z,【Agent Memory模块探索】用Supermemory在WorldQuant平台自动化挖掘Alpha因子,https://support.worldquantbrain.com/hc/en-us/community/posts/39354315278103,portfolio,screened,7,True,
39330854528151,2026-03-27T08:00:33Z,2026-09-06T17:51:56Z,经验分享-Combine提升之路-过山车的经历真刺激,从负数到2的来时路,https://support.worldquantbrain.com/hc/en-us/community/posts/39330854528151,lessons,screened,13,True,
39329143529751,2026-03-27T03:47:42Z,2026-06-29T13:49:39Z,【限时羊毛】只要邀请完成平台使用邮箱注册,即可获得IQC限定雨伞和背包!,https://support.worldquantbrain.com/hc/en-us/community/posts/39329143529751,events,screened,18,True,
39319955780887,2026-03-26T19:08:49Z,2026-09-06T11:38:31Z,【经验分享】用AI 跑了几百次回测还找不到优质信号,到底是池塘没鱼还是鱼饵不对?燃烧token!给 AI 装上导航!,https://support.worldquantbrain.com/hc/en-us/community/posts/39319955780887,guides,synthesized,83,True,02-ai-mining/2026-methods-and-failures.md
39306926420887,2026-03-26T11:18:56Z,2026-09-03T09:02:59Z,半自动化提交 试试这套代码’,高效省心,https://support.worldquantbrain.com/hc/en-us/community/posts/39306926420887,engineering,screened,3,True,
39306926420887,2026-03-26T11:18:56Z,2026-09-03T09:02:59Z,半自动化提交 试试这套代码’,高效省心,https://support.worldquantbrain.com/hc/en-us/community/posts/39306926420887,engineering,screened,3,True,
39305892045719,2026-03-26T09:35:11Z,2026-07-31T14:29:03Z,我依靠这套代码,半个月点了10个塔,https://support.worldquantbrain.com/hc/en-us/community/posts/39305892045719,engineering,screened,19,True,
39304762113815,2026-03-26T07:13:47Z,2026-09-05T08:40:38Z,Harness engineering下的AI Quant,https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815,ai,screened,54,True,
39303870526487,2026-03-26T05:03:57Z,2026-06-10T17:44:05Z,ProdCorr改造插件,【即插即用】,直观显示Category,IS Testing Status 一键直达alphaid页面 ,https://support.worldquantbrain.com/hc/en-us/community/posts/39303870526487,portfolio,screened,17,True,
39302047350423,2026-03-26T01:37:21Z,2026-06-10T00:21:20Z,【Agent Memory 模块】OpenClaw节省Token的插件:PowerMem安装 ,https://support.worldquantbrain.com/hc/en-us/community/posts/39302047350423,ai,screened,3,True,
39304762113815,2026-03-26T07:13:47Z,2026-09-10T04:17:24Z,Harness engineering下的AI Quant,https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815,ai,screened,54,True,
39303870526487,2026-03-26T05:03:57Z,2026-06-10T17:44:05Z,ProdCorr改造插件,【即插即用】,直观显示Category,IS Testing Status 一键直达alphaid页面,https://support.worldquantbrain.com/hc/en-us/community/posts/39303870526487,portfolio,screened,17,True,
39302047350423,2026-03-26T01:37:21Z,2026-06-10T00:21:20Z,【Agent Memory 模块】OpenClaw节省Token的插件:PowerMem安装,https://support.worldquantbrain.com/hc/en-us/community/posts/39302047350423,ai,screened,3,True,
39289349830295,2026-03-25T17:07:49Z,2026-07-24T10:44:09Z,微信Clawbot接通AI打工人,https://support.worldquantbrain.com/hc/en-us/community/posts/39289349830295,ai,screened,7,True,
39285932794391,2026-03-25T15:18:01Z,2026-09-06T15:18:05Z,鼠鼠靠着做WQ重启人生,https://support.worldquantbrain.com/hc/en-us/community/posts/39285932794391,general,screened,67,True,
39255045175191,2026-03-24T12:51:53Z,2026-08-22T04:18:03Z,积极拥抱AI-关于Claude-Code的agent-team功能的探索,https://support.worldquantbrain.com/hc/en-us/community/posts/39255045175191,ai,screened,15,True,
39253260827543,2026-03-24T11:12:58Z,2026-08-23T02:37:46Z,【工作流分享】Gold可用的Super Alpha挖掘策略,https://support.worldquantbrain.com/hc/en-us/community/posts/39253260827543,portfolio,screened,1,True,
39253260827543,2026-03-24T11:12:58Z,2026-09-09T06:38:17Z,【工作流分享】Gold可用的Super Alpha挖掘策略,https://support.worldquantbrain.com/hc/en-us/community/posts/39253260827543,portfolio,screened,1,True,
39252022275223,2026-03-24T09:05:46Z,2026-08-25T05:11:11Z,【邪修】当龙虾没有饲料了怎么办?白嫖啊!,https://support.worldquantbrain.com/hc/en-us/community/posts/39252022275223,general,screened,10,True,
39251610735639,2026-03-24T08:15:29Z,2026-08-20T04:13:25Z,【VF 0.95收入经验分享】高VF如何拿到更高的base,https://support.worldquantbrain.com/hc/en-us/community/posts/39251610735639,lessons,screened,13,True,
39251610735639,2026-03-24T08:15:29Z,2026-09-08T01:53:14Z,【VF 0.95收入经验分享】高VF如何拿到更高的base,https://support.worldquantbrain.com/hc/en-us/community/posts/39251610735639,lessons,screened,13,True,
39251361791255,2026-03-24T07:48:59Z,2026-06-10T00:22:14Z,Kiro + MCP学习记录,https://support.worldquantbrain.com/hc/en-us/community/posts/39251361791255,ai,screened,0,True,
39251146195607,2026-03-24T07:11:39Z,2026-06-27T11:51:55Z,我如何用 Codex 有soul 做 WorldQuant 自动量化研究,越用越聪明,https://support.worldquantbrain.com/hc/en-us/community/posts/39251146195607,ai,screened,8,True,
39251146195607,2026-03-24T07:11:39Z,2026-06-27T11:51:55Z,我如何用 Codex 有soul 做 WorldQuant 自动量化研究,越用越聪明,https://support.worldquantbrain.com/hc/en-us/community/posts/39251146195607,ai,screened,8,True,
39250162065943,2026-03-24T04:58:59Z,2026-09-06T22:04:35Z,【我退税1W,你呢】2025年个税汇算清缴已开始,看看你是不是可以退税?,https://support.worldquantbrain.com/hc/en-us/community/posts/39250162065943,general,screened,41,True,
39249632575511,2026-03-24T03:46:09Z,2026-07-01T12:47:01Z,【ValueFactor】经验分享,纯新手VF 0.5 -> 0.97 -> 0.99,https://support.worldquantbrain.com/hc/en-us/community/posts/39249632575511,lessons,screened,6,True,
39249078858647,2026-03-24T02:46:56Z,2026-08-18T11:50:52Z,osmosis point一键备份及恢复,https://support.worldquantbrain.com/hc/en-us/community/posts/39249078858647,portfolio,screened,0,True,
@@ -415,12 +421,12 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
39224495902103,2026-03-23T07:55:35Z,2026-06-10T00:22:56Z,新晋顾问26天经验与踩坑分享,https://support.worldquantbrain.com/hc/en-us/community/posts/39224495902103,lessons,screened,17,True,
39224451555223,2026-03-23T07:47:43Z,2026-06-10T00:23:00Z,成为顾问的100天感想:道阻且长,唯有沉心学习。,https://support.worldquantbrain.com/hc/en-us/community/posts/39224451555223,general,screened,8,True,
39224259294999,2026-03-23T07:15:35Z,2026-08-06T03:19:39Z,【代码分享】遇到429时,我用代码写了个一套管理机制来动态控制并发数,https://support.worldquantbrain.com/hc/en-us/community/posts/39224259294999,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md
39223126454679,2026-03-23T04:23:56Z,2026-07-16T00:19:02Z,【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用,https://support.worldquantbrain.com/hc/en-us/community/posts/39223126454679,optimization,screened,12,True,
39223126454679,2026-03-23T04:23:56Z,2026-09-09T11:03:09Z,【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用,https://support.worldquantbrain.com/hc/en-us/community/posts/39223126454679,optimization,screened,12,True,
39223135297431,2026-03-23T04:22:04Z,2026-06-29T00:04:20Z,"""看一眼线"",那是在看啥,Alpha""续航力评分""工具",https://support.worldquantbrain.com/hc/en-us/community/posts/39223135297431,engineering,screened,11,True,
39215982466071,2026-03-22T16:09:07Z,2026-08-08T00:46:41Z,[skills小工具]将数据库中数据封装成skills,用于AI工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/39215982466071,ai,synthesized,5,True,02-ai-mining/2026-methods-and-failures.md
39213565539095,2026-03-22T12:00:01Z,2026-07-29T14:28:19Z,【Quant101】手把手教你搭建本地因子库 ①,https://support.worldquantbrain.com/hc/en-us/community/posts/39213565539095,engineering,screened,11,True,
39211291325335,2026-03-22T04:36:51Z,2026-08-26T06:57:45Z,成为Expert的VF爬升之路:0.68-0.98-0.99,https://support.worldquantbrain.com/hc/en-us/community/posts/39211291325335,lessons,screened,6,True,
39202207210135,2026-03-21T13:59:19Z,2026-08-18T08:34:04Z,[代码优化]精准Osmosis10万点数(误差只有1),https://support.worldquantbrain.com/hc/en-us/community/posts/39202207210135,portfolio,screened,3,True,
39202207210135,2026-03-21T13:59:19Z,2026-09-07T11:47:49Z,[代码优化]精准Osmosis10万点数(误差只有1),https://support.worldquantbrain.com/hc/en-us/community/posts/39202207210135,portfolio,screened,3,True,
39201891253911,2026-03-21T13:28:41Z,2026-06-27T03:44:35Z,iflow cli将4月停止维护,提前使用opencode免费使用MiMo模型MiniMax等模型,https://support.worldquantbrain.com/hc/en-us/community/posts/39201891253911,ai,screened,12,True,
39195490429847,2026-03-20T23:15:50Z,2026-07-28T12:18:09Z,WorldQuant BRAIN 量化策略影响力有向图解析:那些决定成败的关键回路,https://support.worldquantbrain.com/hc/en-us/community/posts/39195490429847,ai,screened,9,True,
39183798681239,2026-03-20T16:23:31Z,2026-06-10T00:23:49Z,将从网页拉取的数据存储到数据库,https://support.worldquantbrain.com/hc/en-us/community/posts/39183798681239,engineering,screened,5,True,
@@ -436,17 +442,17 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
39061898258071,2026-03-16T05:55:04Z,2026-07-28T11:16:57Z,workbuddy让回测更方便,https://support.worldquantbrain.com/hc/en-us/community/posts/39061898258071,engineering,screened,14,True,
39050410166807,2026-03-15T13:53:18Z,2026-09-03T01:53:10Z,关于IS ladder sharpe优化的一点实践经验,https://support.worldquantbrain.com/hc/en-us/community/posts/39050410166807,lessons,screened,5,True,
39035430170135,2026-03-14T14:22:46Z,2026-07-30T02:58:45Z,【经验分享】第一个35SA的生成之路-你认为的好对SA来说不一定真的好,https://support.worldquantbrain.com/hc/en-us/community/posts/39035430170135,lessons,screened,16,True,
39034638600343,2026-03-14T13:10:48Z,2026-06-10T00:24:52Z,写了一个专门生成提交alpha 的open claw 的skill ,https://support.worldquantbrain.com/hc/en-us/community/posts/39034638600343,ai,screened,4,True,
39034538171159,2026-03-14T13:02:40Z,2026-08-27T12:51:09Z,   【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的              ,https://support.worldquantbrain.com/hc/en-us/community/posts/39034538171159,ai,screened,8,True,
39034638600343,2026-03-14T13:10:48Z,2026-06-10T00:24:52Z,写了一个专门生成提交alpha 的open claw 的skill,https://support.worldquantbrain.com/hc/en-us/community/posts/39034638600343,ai,screened,4,True,
39034538171159,2026-03-14T13:02:40Z,2026-08-27T12:51:09Z,【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的,https://support.worldquantbrain.com/hc/en-us/community/posts/39034538171159,ai,screened,8,True,
39008832536599,2026-03-13T10:36:09Z,2026-06-10T00:25:00Z,【你用什么模型?】主流大模型评测,https://support.worldquantbrain.com/hc/en-us/community/posts/39008832536599,ai,screened,1,True,
39007426454423,2026-03-13T07:33:02Z,2026-07-15T11:05:00Z,预测你的Osmosis combined performance排名! 看看你排在哪里? - by 亚当,https://support.worldquantbrain.com/hc/en-us/community/posts/39007426454423,portfolio,screened,3,True,
39007426454423,2026-03-13T07:33:02Z,2026-07-15T11:05:00Z,预测你的Osmosis combined performance排名! 看看你排在哪里? - by 亚当,https://support.worldquantbrain.com/hc/en-us/community/posts/39007426454423,portfolio,screened,3,True,
39007288486679,2026-03-13T07:11:51Z,2026-07-20T11:19:16Z,【base经验分享方向帖 】带你分析vf0.77 如何吃到50刀 上篇,https://support.worldquantbrain.com/hc/en-us/community/posts/39007288486679,lessons,screened,10,True,
38989280956951,2026-03-12T15:18:17Z,2026-09-05T14:52:59Z,AI教我写模板,https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951,ai,screened,9,True,
38989280956951,2026-03-12T15:18:17Z,2026-09-08T11:56:02Z,AI教我写模板,https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951,ai,screened,9,True,
38980270292631,2026-03-12T04:28:30Z,2026-08-24T11:13:04Z,16815刀季度奖经验分享-小虎,https://support.worldquantbrain.com/hc/en-us/community/posts/38980270292631,events,synthesized,43,True,09-experience-lessons/competition-evidence.md
38979392093591,2026-03-12T02:49:10Z,2026-06-30T18:10:16Z,差一点就能提交的alpha怎么救?我的10个方法,https://support.worldquantbrain.com/hc/en-us/community/posts/38979392093591,general,screened,0,True,
38979342434455,2026-03-12T02:46:36Z,2026-08-06T06:46:57Z,【工具分享】用Claude Code + MCP搭建全自动因子挖掘流水线的实践,https://support.worldquantbrain.com/hc/en-us/community/posts/38979342434455,ai,screened,23,True,
38953629858327,2026-03-11T06:39:16Z,2026-06-27T11:49:20Z,【VF0.74 BASE居然也能40刀!】每日base方向帖,https://support.worldquantbrain.com/hc/en-us/community/posts/38953629858327,lessons,screened,31,True,
38932709256727,2026-03-10T14:03:07Z,2026-09-01T11:50:14Z,【经验分享】我的上分之路:Gold→Master→Grandmaster,https://support.worldquantbrain.com/hc/en-us/community/posts/38932709256727,lessons,screened,39,True,
38932709256727,2026-03-10T14:03:07Z,2026-09-09T03:25:50Z,【经验分享】我的上分之路:Gold→Master→Grandmaster,https://support.worldquantbrain.com/hc/en-us/community/posts/38932709256727,lessons,screened,39,True,
38927243023383,2026-03-10T08:05:28Z,2026-08-13T11:18:06Z,【贺六浑】从大厂内卷到18线小城:稳吃保底与我的两次GM进阶之路,https://support.worldquantbrain.com/hc/en-us/community/posts/38927243023383,lessons,screened,32,True,
38927191768343,2026-03-10T07:58:12Z,2026-08-13T11:18:06Z,USA analyst一些具有经济学意义的重组数据字段,https://support.worldquantbrain.com/hc/en-us/community/posts/38927191768343,data,synthesized,23,True,01-alpha-ideas/relationship-and-extension-cards.md;07-professional-knowledge/data-and-signal-semantics.md
38909536551575,2026-03-09T17:08:15Z,2026-06-10T00:26:42Z,【贺六浑】OpenClaw 快速安装与避坑指南,https://support.worldquantbrain.com/hc/en-us/community/posts/38909536551575,general,screened,17,True,
@@ -463,13 +469,13 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
38818912466199,2026-03-05T07:12:10Z,2026-06-10T00:27:35Z,OpenCode 零基础入门指南,https://support.worldquantbrain.com/hc/en-us/community/posts/38818912466199,general,screened,8,True,
38791976126999,2026-03-04T09:41:15Z,2026-06-10T00:27:40Z,【AI工具推荐】OpenClaw平替--OpenWork,适用于windows系统。,https://support.worldquantbrain.com/hc/en-us/community/posts/38791976126999,ai,screened,15,True,
38791576234647,2026-03-04T08:58:53Z,2026-08-31T16:06:50Z,TRAE配置MCP和Skills(最新),https://support.worldquantbrain.com/hc/en-us/community/posts/38791576234647,ai,screened,8,True,
38768672144151,2026-03-03T14:20:03Z,2026-07-24T04:36:19Z,【日常生活贴】我的量化日记第十季 ,https://support.worldquantbrain.com/hc/en-us/community/posts/38768672144151,lessons,screened,1189,True,
38768672144151,2026-03-03T14:20:03Z,2026-07-24T04:36:19Z,【日常生活贴】我的量化日记第十季,https://support.worldquantbrain.com/hc/en-us/community/posts/38768672144151,lessons,screened,1189,True,
38767793594775,2026-03-03T13:47:25Z,2026-08-24T12:07:38Z,【经验分享】菜鸟日记——代码小白如何稳住6个月VF0.9+,https://support.worldquantbrain.com/hc/en-us/community/posts/38767793594775,lessons,screened,24,True,
38761123396375,2026-03-03T03:24:32Z,2026-07-30T02:16:42Z,【26年3月主题活动】2026 全球量化挑战赛(IQC)推荐计划 & Osmosis 大挑战,https://support.worldquantbrain.com/hc/en-us/community/posts/38761123396375,events,screened,51,True,
38738996110743,2026-03-02T14:23:47Z,2026-06-29T13:54:04Z,"我这个expert,领了半个master的奖金!!!",https://support.worldquantbrain.com/hc/en-us/community/posts/38738996110743,events,screened,23,True,
38736030987927,2026-03-02T12:21:30Z,2026-07-27T01:46:40Z,[代码优化]将历史回测存储至MongoDB中,https://support.worldquantbrain.com/hc/en-us/community/posts/38736030987927,optimization,screened,8,True,
38720223996439,2026-03-01T08:50:29Z,2026-06-10T00:30:14Z,成为expert,vf连续三个月上0.9!!!,https://support.worldquantbrain.com/hc/en-us/community/posts/38720223996439,lessons,screened,15,True,
38706673362327,2026-02-28T09:25:43Z,2026-09-07T01:43:23Z,【MCP 提示词优化 alpha】全流程提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/38706673362327,optimization,screened,59,True,
38706673362327,2026-02-28T09:25:43Z,2026-09-10T23:54:37Z,【MCP 提示词优化 alpha】全流程提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/38706673362327,optimization,screened,59,True,
38680670654999,2026-02-27T08:02:23Z,2026-08-25T15:24:48Z,[经验分享]❌从全错到全对✅,仅一个月实现combine -1.2→3.18 + vf0.92,https://support.worldquantbrain.com/hc/en-us/community/posts/38680670654999,lessons,screened,28,True,
38669179039255,2026-02-26T19:36:10Z,2026-08-30T01:57:22Z,EUR TOPCS1600的经验:解决Robust universe Sharpe / Sub-universe Sharpe / Weight concentration 问题,https://support.worldquantbrain.com/hc/en-us/community/posts/38669179039255,lessons,synthesized,31,True,08-alpha-optimization/diagnostic-workflow.md
38660272769047,2026-02-26T14:51:16Z,2026-06-10T00:30:40Z,一文详解DCC比赛,https://support.worldquantbrain.com/hc/en-us/community/posts/38660272769047,general,screened,9,True,
@@ -494,7 +500,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
38376574647447,2026-02-13T08:20:39Z,2026-07-19T18:05:59Z,【经验分享】新人如何Combine 2.3, VF 0.9,https://support.worldquantbrain.com/hc/en-us/community/posts/38376574647447,lessons,screened,8,True,
38375309010327,2026-02-13T05:22:07Z,2026-06-10T00:34:48Z,📢 AI Alpha 竞赛:提交前最终自查清单 (Final Self-Check List),https://support.worldquantbrain.com/hc/en-us/community/posts/38375309010327,ai,screened,10,True,
38373794487063,2026-02-13T02:44:02Z,2026-06-10T00:34:53Z,【工具分享】简单便捷地给大模型添加skills,https://support.worldquantbrain.com/hc/en-us/community/posts/38373794487063,ai,screened,6,True,
38353367804695,2026-02-12T13:39:47Z,2026-06-27T11:50:19Z,【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新! 快来看看本次 value factor 和 combined 更新情况吧!,https://support.worldquantbrain.com/hc/en-us/community/posts/38353367804695,lessons,screened,4,True,
38353367804695,2026-02-12T13:39:47Z,2026-06-27T11:50:19Z,【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新! 快来看看本次 value factor 和 combined 更新情况吧!,https://support.worldquantbrain.com/hc/en-us/community/posts/38353367804695,lessons,screened,4,True,
38349347744407,2026-02-12T08:05:12Z,2026-07-09T03:10:05Z,终于走出雾霾区,体验了一把“一柱擎天”的喜悦!!!(vf: 0.5 -> 0.14 -> 0.13 -> 0.38 ->0.81->0.95),https://support.worldquantbrain.com/hc/en-us/community/posts/38349347744407,lessons,screened,17,True,
38348972485911,2026-02-12T07:15:22Z,2026-06-10T00:35:09Z,0.74VF也能1RA吃到14刀!,https://support.worldquantbrain.com/hc/en-us/community/posts/38348972485911,lessons,screened,11,True,
38320422749463,2026-02-11T07:22:25Z,2026-06-10T00:35:14Z,【经验分享】如何从expert直升GM,https://support.worldquantbrain.com/hc/en-us/community/posts/38320422749463,lessons,screened,18,True,
@@ -511,7 +517,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
38249576693911,2026-02-08T04:57:26Z,2026-07-31T16:43:02Z,[必要检查:OS比赛分数统计]OS比赛分数统计,https://support.worldquantbrain.com/hc/en-us/community/posts/38249576693911,general,screened,5,True,
38235318555415,2026-02-07T05:44:22Z,2026-06-10T00:39:04Z,【送AI Token】参加今日培训AI工具助你研究效率翻倍,更有token券相送,https://support.worldquantbrain.com/hc/en-us/community/posts/38235318555415,events,screened,1,True,
38234815701911,2026-02-07T04:16:00Z,2026-08-29T13:04:16Z,Alpha稳健性检验代码,https://support.worldquantbrain.com/hc/en-us/community/posts/38234815701911,optimization,synthesized,11,True,08-alpha-optimization/diagnostic-workflow.md
38213050258839,2026-02-06T12:39:56Z,2026-08-23T15:52:55Z,[AIAC2][操作符] 167 操作符全示例,赋能AI 生成、优化、验证表达式,https://support.worldquantbrain.com/hc/en-us/community/posts/38213050258839,optimization,screened,11,True,
38213050258839,2026-02-06T12:39:56Z,2026-09-09T03:55:08Z,[AIAC2][操作符] 167 操作符全示例,赋能AI 生成、优化、验证表达式,https://support.worldquantbrain.com/hc/en-us/community/posts/38213050258839,optimization,screened,11,True,
38210807994519,2026-02-06T09:28:25Z,2026-07-29T16:04:46Z,OSMOSIS 分数分配策略 by TIGER:big head 分配法,https://support.worldquantbrain.com/hc/en-us/community/posts/38210807994519,portfolio,screened,10,True,
38209592294167,2026-02-06T06:42:41Z,2026-06-10T00:43:16Z,VF第一次更新从0.5-0.88的感想,https://support.worldquantbrain.com/hc/en-us/community/posts/38209592294167,lessons,screened,4,True,
38187278934551,2026-02-05T14:15:07Z,2026-06-29T14:22:04Z,data存储与主题数据高效获取方法,https://support.worldquantbrain.com/hc/en-us/community/posts/38187278934551,general,screened,9,True,
@@ -519,38 +525,38 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
38182883500055,2026-02-05T09:48:58Z,2026-07-29T14:44:42Z,OS更新后对于“这个因子到底能不能交”的一点思考 【传奇耐打王系列一】,https://support.worldquantbrain.com/hc/en-us/community/posts/38182883500055,general,screened,9,True,
38182819864471,2026-02-05T09:38:03Z,2026-08-26T13:53:46Z,【差生文具多】WQ助手1.01版本(安卓版本),https://support.worldquantbrain.com/hc/en-us/community/posts/38182819864471,general,screened,12,True,
38154547987607,2026-02-04T08:15:31Z,2026-06-10T00:43:46Z,【ValueFactor提升经验】从0.26->0.53->0.56->0.9->0.95的经验之谈,https://support.worldquantbrain.com/hc/en-us/community/posts/38154547987607,lessons,screened,10,True,
38151220803095,2026-02-04T02:22:18Z,2026-09-03T09:07:10Z,AI打工人配置指南 - Windows\Mac\Linux,https://support.worldquantbrain.com/hc/en-us/community/posts/38151220803095,ai,screened,113,True,
38151220803095,2026-02-04T02:22:18Z,2026-09-09T03:30:16Z,AI打工人配置指南 - Windows\Mac\Linux,https://support.worldquantbrain.com/hc/en-us/community/posts/38151220803095,ai,screened,113,True,
38149908964759,2026-02-04T01:09:24Z,2026-06-10T00:43:55Z,【AI打工人Step4运行问题】针对Mac系统的代码调整,https://support.worldquantbrain.com/hc/en-us/community/posts/38149908964759,ai,screened,4,True,
38121900955415,2026-02-03T05:48:25Z,2026-06-10T00:44:00Z,新人期升段失败 ,vf0.5-0.93的个人小结,https://support.worldquantbrain.com/hc/en-us/community/posts/38121900955415,lessons,screened,18,True,
38121748548759,2026-02-03T05:25:48Z,2026-07-17T22:01:22Z,【WQ数据监控】wqmanager.qzz.io 一览wq-leaderboard数据,https://support.worldquantbrain.com/hc/en-us/community/posts/38121748548759,general,screened,25,True,
38121562587543,2026-02-03T05:01:45Z,2026-06-10T00:44:11Z,萌新第一次定级怎么做到comb-1.48但是Velue Factor0.9的(踩坑教程),https://support.worldquantbrain.com/hc/en-us/community/posts/38121562587543,lessons,screened,6,True,
38121310515223,2026-02-03T04:33:20Z,2026-09-03T09:42:11Z,PPA活动主题限制下,提交ra点塔的一点心得。,https://support.worldquantbrain.com/hc/en-us/community/posts/38121310515223,events,screened,17,True,
38121310515223,2026-02-03T04:33:20Z,2026-09-10T04:38:42Z,PPA活动主题限制下,提交ra点塔的一点心得。,https://support.worldquantbrain.com/hc/en-us/community/posts/38121310515223,events,screened,17,True,
38120459173143,2026-02-03T03:10:49Z,2026-07-22T02:09:44Z,PC限流的破解小窍门:基于SC的PC优化方法,https://support.worldquantbrain.com/hc/en-us/community/posts/38120459173143,optimization,synthesized,4,True,08-alpha-optimization/diagnostic-workflow.md
38120400657687,2026-02-03T03:03:52Z,2026-06-10T00:44:21Z,【MCP error -32000: Connection closed】解决无法连接问题(MAC系统),https://support.worldquantbrain.com/hc/en-us/community/posts/38120400657687,ai,screened,2,True,
38120016912407,2026-02-03T02:28:52Z,2026-06-29T02:45:50Z,【BRAIN顾问的春节精彩瞬间】马上有福·BRAIN新春喜乐会 🏮,https://support.worldquantbrain.com/hc/en-us/community/posts/38120016912407,ai,screened,159,True,
38095332944919,2026-02-02T09:02:27Z,2026-06-10T00:44:31Z,iflow cli接入自定义大模型api,https://support.worldquantbrain.com/hc/en-us/community/posts/38095332944919,ai,screened,4,True,
38081199177239,2026-02-01T07:44:01Z,2026-08-20T13:58:29Z,【新人向-SA的本地计算SC】复制即用!跟上后一篇PC检测代码!,https://support.worldquantbrain.com/hc/en-us/community/posts/38081199177239,engineering,screened,6,True,
38081199177239,2026-02-01T07:44:01Z,2026-09-08T18:24:46Z,【新人向-SA的本地计算SC】复制即用!跟上后一篇PC检测代码!,https://support.worldquantbrain.com/hc/en-us/community/posts/38081199177239,engineering,screened,6,True,
38037870580375,2026-01-30T02:11:13Z,2026-06-10T00:44:42Z,[找灵感] 我遇到的找灵感时账号登录问题,https://support.worldquantbrain.com/hc/en-us/community/posts/38037870580375,ideas,screened,6,True,
38025695370775,2026-01-29T18:31:48Z,2026-08-09T16:28:34Z,【效率王】APP重磅升级功能:来点Alpha--重新定义AI时代123阶,https://support.worldquantbrain.com/hc/en-us/community/posts/38025695370775,ai,screened,60,True,
38021301172759,2026-01-29T16:12:12Z,2026-06-10T00:44:54Z,关于ts_decay_linear的妙用,https://support.worldquantbrain.com/hc/en-us/community/posts/38021301172759,optimization,screened,19,True,
38013614427671,2026-01-29T09:43:31Z,2026-08-31T06:22:43Z,Gemini CLI正确开启skills以及alpha迭代优化工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/38013614427671,optimization,screened,16,True,
38013569192983,2026-01-29T09:32:22Z,2026-06-10T00:45:04Z,使用mcp+ai挖掘alpha过程中节约token的小技巧,https://support.worldquantbrain.com/hc/en-us/community/posts/38013569192983,ai,screened,8,True,
38011740910743,2026-01-29T05:25:34Z,2026-08-07T10:56:00Z,英伟达免费模型接入Claude Code使用AI打工人,https://support.worldquantbrain.com/hc/en-us/community/posts/38011740910743,ai,screened,13,True,
38010074902295,2026-01-29T02:45:43Z,2026-04-30T22:54:38Z,我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化,记录一下过程,https://support.worldquantbrain.com/hc/en-us/community/posts/38010074902295,optimization,screened,3,True,
38009162109079,2026-01-29T01:32:17Z,2026-08-15T03:37:36Z,【新手向】打造经济实用型打工人-为AI打工人配置优惠的coding plan,https://support.worldquantbrain.com/hc/en-us/community/posts/38009162109079,events,screened,4,True,
37983679645463,2026-01-28T03:33:42Z,2026-06-10T00:45:18Z,羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0,https://support.worldquantbrain.com/hc/en-us/community/posts/37983679645463,events,screened,2,True,
38010074902295,2026-01-29T02:45:43Z,2026-04-30T22:54:38Z,我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化,记录一下过程,https://support.worldquantbrain.com/hc/en-us/community/posts/38010074902295,optimization,screened,3,True,
38009162109079,2026-01-29T01:32:17Z,2026-09-07T09:39:26Z,【新手向】打造经济实用型打工人-为AI打工人配置优惠的coding plan,https://support.worldquantbrain.com/hc/en-us/community/posts/38009162109079,events,screened,4,True,
37983679645463,2026-01-28T03:33:42Z,2026-06-10T00:45:18Z,羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0,https://support.worldquantbrain.com/hc/en-us/community/posts/37983679645463,events,screened,2,True,
37982251006487,2026-01-28T01:35:23Z,2026-08-02T08:01:06Z,白嫖指南:长期稳定免费大模型 API,https://support.worldquantbrain.com/hc/en-us/community/posts/37982251006487,ai,screened,3,True,
37958822593175,2026-01-27T08:32:21Z,2026-06-22T00:56:47Z,[AIAC2] Alpha 生成系统:AI驱动的量化策略优化框架,https://support.worldquantbrain.com/hc/en-us/community/posts/37958822593175,optimization,screened,9,True,
37953156945687,2026-01-26T23:49:56Z,2026-06-10T00:45:38Z,手机远程连接claudecode,24小时随时指挥AI干活!,https://support.worldquantbrain.com/hc/en-us/community/posts/37953156945687,ai,screened,7,True,
37922239190039,2026-01-25T16:35:34Z,2026-06-10T00:45:42Z,AI打工人系列:玩转MAC系统中回测小问题,https://support.worldquantbrain.com/hc/en-us/community/posts/37922239190039,ai,screened,1,True,
37905611580311,2026-01-24T09:12:17Z,2026-06-22T00:52:50Z,【OB】在OpenCode中使用Antigravity的Claude额度,https://support.worldquantbrain.com/hc/en-us/community/posts/37905611580311,ai,screened,0,True,
37878120993559,2026-01-23T07:35:03Z,2026-08-07T18:40:43Z,这个因子到底能不能交? 定级后关于因子提交的沉重反思 【传奇耐打王系列一】,https://support.worldquantbrain.com/hc/en-us/community/posts/37878120993559,general,screened,7,True,
37878120993559,2026-01-23T07:35:03Z,2026-09-10T04:10:22Z,这个因子到底能不能交? 定级后关于因子提交的沉重反思 【传奇耐打王系列一】,https://support.worldquantbrain.com/hc/en-us/community/posts/37878120993559,general,screened,7,True,
37877587810327,2026-01-23T06:23:31Z,2026-09-07T05:51:42Z,GLB区域使用ppa点塔,https://support.worldquantbrain.com/hc/en-us/community/posts/37877587810327,general,screened,15,True,
37858237686167,2026-01-22T14:48:04Z,2026-08-07T10:46:14Z,基于论坛的 Super Alpha 全自动化框架:从策略生成到最大独立集优化 (附完整源码),https://support.worldquantbrain.com/hc/en-us/community/posts/37858237686167,portfolio,screened,2,True,
37858237686167,2026-01-22T14:48:04Z,2026-09-08T05:36:48Z,基于论坛的 Super Alpha 全自动化框架:从策略生成到最大独立集优化 (附完整源码),https://support.worldquantbrain.com/hc/en-us/community/posts/37858237686167,portfolio,screened,2,True,
37857879534487,2026-01-22T14:35:22Z,2026-07-19T05:51:32Z,opencode+skills全自动优化alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/37857879534487,optimization,screened,3,True,
37856141500951,2026-01-22T13:24:07Z,2026-06-10T00:46:07Z,【Community Leader - 因子构造】gemini_cli_sdk + 双agent,打造一个听话的挖掘工2,https://support.worldquantbrain.com/hc/en-us/community/posts/37856141500951,ideas,screened,1,True,
37852483070743,2026-01-22T07:57:28Z,2026-06-10T00:46:12Z,iflow提示API账户余额不足(Insufficient Balance)?不要急,切换个模型即可,https://support.worldquantbrain.com/hc/en-us/community/posts/37852483070743,ai,screened,2,True,
37852378086039,2026-01-22T07:34:32Z,2026-09-04T09:44:30Z,【ValueFactor】0.38->0.89->1->0.99->1的自我救赎 ,https://support.worldquantbrain.com/hc/en-us/community/posts/37852378086039,lessons,screened,10,True,
37852378086039,2026-01-22T07:34:32Z,2026-09-04T09:44:30Z,【ValueFactor】0.38->0.89->1->0.99->1的自我救赎,https://support.worldquantbrain.com/hc/en-us/community/posts/37852378086039,lessons,screened,10,True,
37831022530583,2026-01-21T15:34:49Z,2026-07-17T23:10:10Z,Trae+SKILL+规则+记忆=AI全自动挖掘因子,https://support.worldquantbrain.com/hc/en-us/community/posts/37831022530583,ai,screened,6,True,
37828798034711,2026-01-21T14:15:58Z,2026-06-10T00:46:25Z,【一键切换API供应商】小白也能配置,AI打工人的辅助神器,适用Claude Code、Codex、Gemini CLI,https://support.worldquantbrain.com/hc/en-us/community/posts/37828798034711,ai,screened,2,True,
37824943159959,2026-01-21T10:21:06Z,2026-06-10T00:46:29Z,【大角羊】一分钟掌握参加AIAC2.0比赛要点!,https://support.worldquantbrain.com/hc/en-us/community/posts/37824943159959,ai,screened,15,True,
@@ -560,12 +566,12 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
37820360761367,2026-01-21T01:35:01Z,2026-06-10T00:46:48Z,英伟达免费白嫖 minimax-m2.1 和 glm4.7 模型,https://support.worldquantbrain.com/hc/en-us/community/posts/37820360761367,ai,screened,3,True,
37800870021015,2026-01-20T14:33:19Z,2026-09-01T16:19:03Z,【”羊毛“合集】可供使用的AI免费资源,https://support.worldquantbrain.com/hc/en-us/community/posts/37800870021015,guides,screened,26,True,
37797346107671,2026-01-20T11:42:14Z,2026-06-10T00:46:57Z,【傻瓜式安装教程】傻瓜式安装claude-code-router使用ai打工人的免费api,https://support.worldquantbrain.com/hc/en-us/community/posts/37797346107671,ai,screened,10,True,
37796479641111,2026-01-20T10:20:45Z,2026-06-29T13:52:09Z,【日常生活贴】我的量化日记第九季 ,https://support.worldquantbrain.com/hc/en-us/community/posts/37796479641111,lessons,screened,1020,True,
37796479641111,2026-01-20T10:20:45Z,2026-06-29T13:52:09Z,【日常生活贴】我的量化日记第九季,https://support.worldquantbrain.com/hc/en-us/community/posts/37796479641111,lessons,screened,1020,True,
37780459876119,2026-01-19T17:00:50Z,2026-06-10T17:44:10Z,【实用报表】多维度分析Alpha最新2023年OS趋势,https://support.worldquantbrain.com/hc/en-us/community/posts/37780459876119,general,screened,9,True,
37776070276119,2026-01-19T14:14:28Z,2026-07-21T15:38:26Z,【工具推荐】claude-code-proxy + AI打工人:使用免费的大模型白嫖打工人!,https://support.worldquantbrain.com/hc/en-us/community/posts/37776070276119,ai,screened,8,True,
37762717623063,2026-01-18T16:52:39Z,2026-06-10T00:47:18Z,【AI桌面插件】作为智能助手寻找 Alpha 模版和灵感,https://support.worldquantbrain.com/hc/en-us/community/posts/37762717623063,ideas,screened,5,True,
37760676701463,2026-01-18T12:58:32Z,2026-06-10T00:47:22Z,Mac OS设置cnhkmcp环境,https://support.worldquantbrain.com/hc/en-us/community/posts/37760676701463,ai,screened,1,True,
37760428555287,2026-01-18T12:23:49Z,2026-07-03T16:58:10Z, [工具分享] 追踪每一次cnhkmcp的更新,https://support.worldquantbrain.com/hc/en-us/community/posts/37760428555287,ai,screened,2,True,
37760428555287,2026-01-18T12:23:49Z,2026-07-03T16:58:10Z,[工具分享] 追踪每一次cnhkmcp的更新,https://support.worldquantbrain.com/hc/en-us/community/posts/37760428555287,ai,screened,2,True,
37759477785239,2026-01-18T09:47:10Z,2026-08-07T10:44:23Z,[Alpha优化] 提高Robust Universie Sharp,提高Sub Universe Sharp,降低Turnover的常见方式,https://support.worldquantbrain.com/hc/en-us/community/posts/37759477785239,optimization,screened,12,True,
37745706080407,2026-01-17T08:00:15Z,2026-06-22T00:23:32Z,【SKILLS everywhere】自动同步skills,从claude到gemini,codex,iflow,https://support.worldquantbrain.com/hc/en-us/community/posts/37745706080407,ai,screened,6,True,
37744709099671,2026-01-17T05:17:18Z,2026-06-10T00:47:42Z,最新MacOS tahoe 系统如何解决运行APP后打开回测器报错解决方案,https://support.worldquantbrain.com/hc/en-us/community/posts/37744709099671,engineering,screened,1,True,
@@ -604,8 +610,8 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
37553419414807,2026-01-09T07:59:05Z,2026-07-26T13:05:22Z,【贺六浑】 回测次数到达4700,自动强制终止回测 开箱即用脚本,https://support.worldquantbrain.com/hc/en-us/community/posts/37553419414807,engineering,screened,6,True,
37531632149783,2026-01-08T15:26:38Z,2026-06-10T00:50:18Z,在获取数据集的时候返回API rate limit exceeded,https://support.worldquantbrain.com/hc/en-us/community/posts/37531632149783,data,screened,6,True,
37525915867671,2026-01-08T11:02:08Z,2026-07-20T05:30:46Z,【Community Leader -因子构造 💎】拯救IND地区Robust universe Sharpe测试不通过的一个新思路,https://support.worldquantbrain.com/hc/en-us/community/posts/37525915867671,ideas,synthesized,18,True,01-alpha-ideas/relationship-and-extension-cards.md;08-alpha-optimization/diagnostic-workflow.md
37523762919575,2026-01-08T06:31:36Z,2026-08-28T22:07:36Z,新手福音,全自动爬山算法,1个Alpha变N个!!!(开箱即用),https://support.worldquantbrain.com/hc/en-us/community/posts/37523762919575,general,screened,24,True,
37503393839895,2026-01-07T15:32:28Z,2026-02-28T07:18:35Z,[Gemini大王]同时调取多个Gemini Cli完成不同工作,https://support.worldquantbrain.com/hc/en-us/community/posts/37503393839895,ai,screened,3,True,
37523762919575,2026-01-08T06:31:36Z,2026-09-10T23:33:51Z,新手福音,全自动爬山算法,1个Alpha变N个!!!(开箱即用),https://support.worldquantbrain.com/hc/en-us/community/posts/37523762919575,general,screened,24,True,
37503393839895,2026-01-07T15:32:28Z,2026-09-08T01:53:19Z,[Gemini大王]同时调取多个Gemini Cli完成不同工作,https://support.worldquantbrain.com/hc/en-us/community/posts/37503393839895,ai,screened,3,True,
37495491312407,2026-01-07T06:52:07Z,2026-01-17T12:29:52Z,【代码优化】一句话debug:429?多try一下就好啦!,https://support.worldquantbrain.com/hc/en-us/community/posts/37495491312407,optimization,screened,2,True,
37495033591447,2026-01-07T05:55:18Z,2026-08-24T04:48:37Z,QuantGo Kit:基于Grafana的WorldQuant量化可视化篇,https://support.worldquantbrain.com/hc/en-us/community/posts/37495033591447,general,screened,5,True,
37494588760343,2026-01-07T04:56:49Z,2026-05-17T07:10:31Z,【代码优化】缘分一道桥429 频繁报错 + 解析误判的一个实用修法(亲测有效),https://support.worldquantbrain.com/hc/en-us/community/posts/37494588760343,optimization,screened,4,True,
@@ -619,6 +625,6 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
37427295710359,2026-01-04T09:45:08Z,2026-08-01T04:49:27Z,[SuperAlpha] 基于SuperAlpha数据分析师--Own极简回测次数源源不断三五(附代码),https://support.worldquantbrain.com/hc/en-us/community/posts/37427295710359,portfolio,screened,19,True,
37389747140119,2026-01-02T06:57:14Z,2026-02-02T08:11:24Z,Brain Labs填充缺失值使用未来数据吗?,https://support.worldquantbrain.com/hc/en-us/community/posts/37389747140119,ai,screened,2,True,
37388868198423,2026-01-02T04:37:56Z,2026-08-14T05:27:45Z,2025年踩坑经验总结 vf 0.5->0.13->0.38->0.81; Combined Alpha Performance 0.68->0.06->-0.58->0.36;,https://support.worldquantbrain.com/hc/en-us/community/posts/37388868198423,lessons,synthesized,5,True,09-experience-lessons/failure-casebook.md
37388646548119,2026-01-02T04:12:54Z,2026-09-06T12:19:42Z,[工具分享]一键 Robust Sharpe优化辅助,https://support.worldquantbrain.com/hc/en-us/community/posts/37388646548119,optimization,screened,9,True,
37388646548119,2026-01-02T04:12:54Z,2026-09-06T12:19:42Z,[工具分享]一键 Robust Sharpe优化辅助,https://support.worldquantbrain.com/hc/en-us/community/posts/37388646548119,optimization,screened,9,True,
37386294914199,2026-01-01T23:54:25Z,2026-07-12T10:24:28Z,[cnhkmcp APP] 导出带settings的json批量回测--断点续传,智能重试,https://support.worldquantbrain.com/hc/en-us/community/posts/37386294914199,ai,screened,1,True,
37377610926999,2026-01-01T07:46:19Z,2026-07-25T10:32:22Z,获取生产相关性代码改进,https://support.worldquantbrain.com/hc/en-us/community/posts/37377610926999,portfolio,screened,1,True,
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2 43208281917591 43322521365143 2026-09-03T02:27:56Z 2026-09-08T06:16:19Z 2026-09-06T15:14:46Z 2026-09-10T23:14:24Z 03-【进阶学习】Super Alpha 每日获得额外1-60USD,来此学习 【Region-Agnostic】一键批量将所有OS Regular Alpha 重跑为 ALL/D1 的脚本 https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591 https://support.worldquantbrain.com/hc/en-us/community/posts/43322521365143 portfolio engineering synthesized 0 5 True 04-platform/superalpha-collection-review.md 03-engineering/2026-operating-lessons.md
3 43181411147287 43320471694999 2026-09-02T10:44:26Z 2026-09-08T02:27:17Z 2026-09-07T04:45:22Z 2026-09-11T00:09:25Z 【Alpha Idea】谁在付 Spread?——订单流攻击性、半衰期分层与一个双引擎架构的诞生 05-AI精选合集:创建一个具有BRAIN全部知识、金融博士、计算机博士的免费助手 https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287 https://support.worldquantbrain.com/hc/en-us/community/posts/43320471694999 ideas guides synthesized 0 True 01-alpha-ideas/mechanism-cards.md;06-sources/curated.md 02-ai-mining/2026-methods-and-failures.md
4 43179860065303 43320365312023 2026-09-02T08:17:04Z 2026-09-08T02:20:53Z 2026-09-07T07:51:01Z 2026-09-10T07:49:57Z 【Alpha Idea】维基百科关注度的"突压"信号(sent)在德国DEU市场的因子化尝试 新顾问福利:Grand Master 1v1 Advisory 答疑辅导 https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303 https://support.worldquantbrain.com/hc/en-us/community/posts/43320365312023 ideas events synthesized 0 True 01-alpha-ideas/mechanism-cards.md;06-sources/curated.md 04-platform/current-updates.md
5 43179521660823 43319649278359 2026-09-02T07:35:26Z 2026-09-08T01:16:05Z 2026-09-07T07:32:08Z 2026-09-10T08:36:15Z 【Alpha Idea】不看幅度看"显著性":一个信噪比(SNR)模板在 USA / GLB / EUR 三个市场的因子化尝试 严正公告:严禁将 BRAIN 平台内容发布至第三方平台 https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823 https://support.worldquantbrain.com/hc/en-us/community/posts/43319649278359 ideas general synthesized 0 2 True 01-alpha-ideas/mechanism-cards.md;06-sources/curated.md 04-platform/current-updates.md
6 43179259800471 43309848501783 2026-09-02T07:12:12Z 2026-09-07T15:47:18Z 2026-09-07T07:45:43Z 2026-09-10T16:10:03Z 02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集 【比赛攻略】ARC2026 全区域赛(All Region Competition 2026)一文读懂:赛制、评分、奖金与冲榜技巧 https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471 https://support.worldquantbrain.com/hc/en-us/community/posts/43309848501783 guides events synthesized 0 1 True 03-engineering/advanced-collection-review.md 04-platform/current-updates.md
7 43151729306647 43269155035799 2026-09-01T13:11:24Z 2026-09-05T02:52:22Z 2026-09-07T08:18:50Z 2026-09-10T12:59:22Z 【Alpha Idea】机构持仓变化与拥挤反转:institutions18 在 GLB 市场的因子化尝试 【电子鸡蛋】免费AI站点(公益站)分享 https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647 https://support.worldquantbrain.com/hc/en-us/community/posts/43269155035799 ideas ai synthesized 0 1 True 01-alpha-ideas/mechanism-cards.md;06-sources/curated.md 02-ai-mining/2026-methods-and-failures.md
8 43147371557015 43208281917591 2026-09-01T08:24:29Z 2026-09-03T02:27:56Z 2026-09-06T15:03:50Z 2026-09-10T12:40:24Z 【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力! 03-【进阶学习】Super Alpha 每日获得额外1-60USD,来此学习 https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015 https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591 events portfolio synthesized 0 True 00-restart/2026-timeline.md;04-platform/current-updates.md;06-sources/curated.md;09-experience-lessons/competition-evidence.md 04-platform/superalpha-collection-review.md
9 43087031637527 43181411147287 2026-08-29T05:39:26Z 2026-09-02T10:44:26Z 2026-09-07T04:46:24Z 2026-09-11T00:05:03Z 【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型 【Alpha Idea】谁在付 Spread?——订单流攻击性、半衰期分层与一个双引擎架构的诞生 https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527 https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287 events ideas screened synthesized 0 2 True 01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
10 43085454784535 43179860065303 2026-08-29T02:21:57Z 2026-09-02T08:17:04Z 2026-09-07T06:08:37Z 2026-09-10T16:41:30Z 本地check ppc的完整方法及代码,助你GLB PPA开发一臂之力 【Alpha Idea】维基百科关注度的"突压"信号(sent)在德国DEU市场的因子化尝试 https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535 https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303 engineering ideas synthesized 0 3 True 03-engineering/2026-operating-lessons.md;08-alpha-optimization/portfolio-and-correlation.md 01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
11 43067045830679 43179521660823 2026-08-28T14:10:52Z 2026-09-02T07:35:26Z 2026-09-07T04:47:29Z 2026-09-10T12:57:34Z 分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。 【Alpha Idea】不看幅度看"显著性":一个信噪比(SNR)模板在 USA / GLB / EUR 三个市场的因子化尝试 https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679 https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823 events ideas screened synthesized 0 1 True 01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
12 43058251853847 43179259800471 2026-08-28T02:23:03Z 2026-09-02T07:12:12Z 2026-09-07T07:27:18Z 2026-09-09T02:13:27Z 获取 WorldQuant 每天剩余回测次数、已回测次数 02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集 https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847 https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471 engineering guides synthesized 0 True 03-engineering/2026-operating-lessons.md 03-engineering/advanced-collection-review.md
13 43031577079575 43151729306647 2026-08-27T08:00:38Z 2026-09-01T13:11:24Z 2026-09-07T04:48:08Z 2026-09-10T12:59:46Z 新人顾问心得,尝试通过Robust测试(一边修改一边写帖子) 【Alpha Idea】机构持仓变化与拥挤反转:institutions18 在 GLB 市场的因子化尝试 https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575 https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647 lessons ideas synthesized 0 True 09-experience-lessons/failure-casebook.md 01-alpha-ideas/mechanism-cards.md;06-sources/curated.md
14 43031425132823 43147371557015 2026-08-27T07:41:24Z 2026-09-01T08:24:29Z 2026-09-07T04:48:39Z 2026-09-10T08:02:13Z 和AI学点手搓小知识-vec操作符解析 【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力! https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823 https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015 optimization events screened synthesized 0 True 00-restart/2026-timeline.md;04-platform/current-updates.md;06-sources/curated.md;09-experience-lessons/competition-evidence.md
15 43030071187479 43087031637527 2026-08-27T02:21:08Z 2026-08-29T05:39:26Z 2026-09-06T22:00:47Z 2026-09-09T01:48:36Z 01-【新人必读】新顾问入门指南! 【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型 https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479 https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527 guides events screened 1 0 True
16 43006316208151 43085454784535 2026-08-26T12:39:42Z 2026-08-29T02:21:57Z 2026-09-07T04:49:04Z 2026-09-10T16:07:50Z 【组合层心法】Combined Alpha 冲 2.0 不是堆出来的:一条四季爬升线里的少交比多交强 本地check ppc的完整方法及代码,助你GLB PPA开发一臂之力 https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151 https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535 portfolio engineering synthesized 0 True 08-alpha-optimization/portfolio-and-correlation.md 03-engineering/2026-operating-lessons.md;08-alpha-optimization/portfolio-and-correlation.md
17 43002825233687 43067045830679 2026-08-26T08:04:33Z 2026-08-28T14:10:52Z 2026-09-06T11:22:37Z 2026-09-10T15:47:31Z 🌟 玩转 Osmosis:让你的 Alphas 成为最高 2 倍收益放大器!(机制详解与实操指南) 分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。 https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687 https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679 portfolio events synthesized screened 2 0 True 04-platform/portfolio-osmosis.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
18 42981290349463 43058251853847 2026-08-25T14:24:44Z 2026-08-28T02:23:03Z 2026-09-07T06:08:53Z 2026-09-09T15:42:57Z 一个skill让AI不再混信号 获取 WorldQuant 每天剩余回测次数、已回测次数 https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463 https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847 ai engineering synthesized 0 True 02-ai-mining/2026-methods-and-failures.md 03-engineering/2026-operating-lessons.md
19 42975079714839 43031577079575 2026-08-25T08:53:50Z 2026-08-27T08:00:38Z 2026-09-07T04:49:44Z 2026-09-09T14:36:48Z 免费体验 MiniMax‑M3!GMI Cloud 限时 14 天无限制调用福利 新人顾问心得,尝试通过Robust测试(一边修改一边写帖子) https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839 https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575 events lessons screened synthesized 0 True 09-experience-lessons/failure-casebook.md
20 42972530812183 43031425132823 2026-08-25T03:58:37Z 2026-08-27T07:41:24Z 2026-09-07T04:50:15Z 2026-09-10T15:55:47Z Region Agnostic Alpha (RAA) 详解 — 新手入门指南 和AI学点手搓小知识-vec操作符解析 https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183 https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823 general optimization screened 0 True
21 42955680180247 43030071187479 2026-08-24T16:05:41Z 2026-08-27T02:21:08Z 2026-09-07T04:50:35Z 2026-09-09T12:08:33Z 【SPC实战】信号衰减5-7天:数据源“时效性”比“全面性”更重要 01-【新人必读】新顾问入门指南! https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247 https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479 general guides synthesized screened 0 1 True 04-platform/spc.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
22 42945861800983 43006316208151 2026-08-24T09:08:41Z 2026-08-26T12:39:42Z 2026-09-07T04:51:02Z 2026-09-10T11:31:24Z 【🐉龙虎榜·卷四】季度奖揭榜,VF 为纲——谁人乘龙,谁人执印? 【组合层心法】Combined Alpha 冲 2.0 不是堆出来的:一条四季爬升线里的少交比多交强 https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983 https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151 events portfolio screened synthesized 0 True 08-alpha-optimization/portfolio-and-correlation.md
23 42943436447127 43002825233687 2026-08-24T04:09:19Z 2026-08-26T08:04:33Z 2026-09-07T04:51:28Z 2026-09-10T14:16:28Z 【测试】相对文件名路径验证帖 🌟 玩转 Osmosis:让你的 Alphas 成为最高 2 倍收益放大器!(机制详解与实操指南) https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127 https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687 general portfolio screened synthesized 0 2 True 04-platform/portfolio-osmosis.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
24 42801904467607 42981290349463 2026-08-18T07:14:53Z 2026-08-25T14:24:44Z 2026-09-07T04:51:51Z 2026-09-10T14:15:39Z [AI工具]让AI打工人使用免费的deepseek(freebuff反向代理) 一个skill让AI不再混信号 https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607 https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463 ai screened synthesized 0 True 02-ai-mining/2026-methods-and-failures.md
25 42775887653399 42975079714839 2026-08-17T13:07:37Z 2026-08-25T08:53:50Z 2026-09-06T10:10:44Z 2026-09-10T15:52:17Z Combined Alpha Performance 连续四季爬升,本季度突破 2.0:一条"从负数到2"的实证轨迹 免费体验 MiniMax‑M3!GMI Cloud 限时 14 天无限制调用福利 https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399 https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839 portfolio events screened 0 True
26 42774450536343 42972530812183 2026-08-17T12:12:11Z 2026-08-25T03:58:37Z 2026-09-06T10:10:52Z 2026-09-09T23:05:54Z 【大角羊】💰 每天14:30,微信自动把昨天的 Base Payment 账单送到你手上(RA/SA 分项 · 开箱即用) Region Agnostic Alpha (RAA) 详解 — 新手入门指南 https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343 https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183 general screened 0 True
27 42772611660823 42955680180247 2026-08-17T10:05:06Z 2026-08-24T16:05:41Z 2026-09-06T22:01:20Z 2026-09-10T15:47:34Z 【经验分享】分享一个combine稳定2+,最高3.23的ppa池子分布,以及分享做ppa的经验 【SPC实战】信号衰减5-7天:数据源“时效性”比“全面性”更重要 https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823 https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247 lessons general screened synthesized 0 True 04-platform/spc.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
28 42771962021143 42945861800983 2026-08-17T08:55:07Z 2026-08-24T09:08:41Z 2026-09-07T05:43:12Z 2026-09-10T14:18:34Z 【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧! 【🐉龙虎榜·卷四】季度奖揭榜,VF 为纲——谁人乘龙,谁人执印? https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143 https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983 ai events screened 0 True
29 42757091114647 42943436447127 2026-08-16T07:52:17Z 2026-08-24T04:09:19Z 2026-09-07T05:43:28Z 2026-09-10T17:03:52Z 免费使用DeepSeek V4 Pro 【测试】相对文件名路径验证帖 https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647 https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127 general screened 3 0 True
30 42756641286295 42801904467607 2026-08-16T06:34:33Z 2026-08-18T07:14:53Z 2026-09-06T10:11:17Z 2026-09-09T08:43:39Z base记录 [AI工具]让AI打工人使用免费的deepseek(freebuff反向代理) https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295 https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607 general ai screened 0 True
31 42775887653399 2026-08-17T13:07:37Z 2026-09-10T10:49:38Z Combined Alpha Performance 连续四季爬升,本季度突破 2.0:一条"从负数到2"的实证轨迹 https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399 portfolio screened 0 True
32 42774450536343 2026-08-17T12:12:11Z 2026-09-10T05:48:14Z 【大角羊】💰 每天14:30,微信自动把昨天的 Base Payment 账单送到你手上(RA/SA 分项 · 开箱即用) https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343 general screened 0 True
33 42772611660823 2026-08-17T10:05:06Z 2026-09-10T04:32:34Z 【经验分享】分享一个combine稳定2+,最高3.23的ppa池子分布,以及分享做ppa的经验 https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823 lessons screened 0 True
34 42771962021143 2026-08-17T08:55:07Z 2026-09-09T13:33:00Z 【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧! https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143 ai screened 0 True
35 42757091114647 2026-08-16T07:52:17Z 2026-09-10T10:50:43Z 免费使用DeepSeek V4 Pro https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647 general screened 3 True
36 42756641286295 2026-08-16T06:34:33Z 2026-09-07T14:41:38Z base记录 https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295 general screened 0 True
37 42756136847639 2026-08-16T05:11:27Z 2026-09-06T10:11:25Z AI打工人适配Opencode go套餐 https://support.worldquantbrain.com/hc/en-us/community/posts/42756136847639 ai screened 0 True
38 42743732814999 2026-08-15T11:17:48Z 2026-09-06T10:11:33Z 2026-09-08T03:31:11Z Claude Code Router 和quantflow不兼容的解决办法 https://support.worldquantbrain.com/hc/en-us/community/posts/42743732814999 ai screened 0 True
39 42740521405463 2026-08-15T04:01:48Z 2026-09-06T10:11:40Z 2026-09-09T10:14:40Z 【大角羊】📱💻 电脑上的 Pi × 手机钉钉 双向通信——从零搭建全教程(零公网 · 零成本 · 开机自启)】 https://support.worldquantbrain.com/hc/en-us/community/posts/42740521405463 general screened 0 True
40 42738237663639 2026-08-15T00:37:15Z 2026-09-06T10:11:47Z 2026-09-08T03:31:10Z Claude Code 第三方模型使用搜索的利器——EXA https://support.worldquantbrain.com/hc/en-us/community/posts/42738237663639 ai screened 0 True
41 42721824181271 2026-08-14T14:28:28Z 2026-09-06T10:11:53Z 2026-09-08T10:00:54Z 把 Self-Correlation 搬到本地:用 daily-pnl 精确复现平台口径(实测最大误差 0.00004) https://support.worldquantbrain.com/hc/en-us/community/posts/42721824181271 portfolio synthesized 0 True 03-engineering/correlation.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
42 42720875852439 2026-08-14T13:56:37Z 2026-09-06T10:11:57Z 2026-09-10T08:23:10Z 【7月新顾问分享】新人如何从每天0产出到每天稳定产出alpha经验分享 https://support.worldquantbrain.com/hc/en-us/community/posts/42720875852439 lessons screened 0 True
43 42714622464407 2026-08-14T06:16:44Z 2026-09-06T22:00:58Z 2026-09-09T14:41:30Z CNHKMCP QuantFlow 提示词 https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407 ai screened 1 True
44 42691768951447 2026-08-13T14:10:35Z 2026-09-06T10:12:05Z CLIProxyAPI桌面版,搭配opencode-go,实现与QuantFlow的配合 https://support.worldquantbrain.com/hc/en-us/community/posts/42691768951447 engineering screened 0 True
45 42686571665303 2026-08-13T09:20:16Z 2026-09-06T10:12:11Z 2026-09-09T17:47:20Z 【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha https://support.worldquantbrain.com/hc/en-us/community/posts/42686571665303 general screened 0 True
46 42662873714711 2026-08-12T13:39:07Z 2026-09-06T10:12:18Z 2026-09-09T18:59:19Z AI模板库分享 https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711 ai screened 0 True
47 42587179348119 2026-08-09T13:34:48Z 2026-09-06T10:12:24Z GBR/DEU新地区不出货?多图解析新地区Alpha首周全球提交现况 https://support.worldquantbrain.com/hc/en-us/community/posts/42587179348119 general screened 0 True
48 42585946296855 2026-08-09T11:25:38Z 2026-09-06T10:12:32Z 分享一个连接插件中prodmemo和python的一个小脚本,帮助大家可以将页面上缓存的pc拿到python里用 https://support.worldquantbrain.com/hc/en-us/community/posts/42585946296855 engineering synthesized 0 True 03-engineering/2026-operating-lessons.md
49 42549574041367 2026-08-07T15:11:16Z 2026-09-06T10:12:41Z 2026-09-10T18:55:47Z 普通 Alpha 到顶级 Alpha 的优化执行手册 https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367 optimization synthesized 0 True 08-alpha-optimization/diagnostic-workflow.md
50 42519002511767 2026-08-06T13:40:05Z 2026-09-07T06:45:10Z 2026-09-09T17:47:22Z 【经验分享】Python Alpha 30名心得:从 FastExpr 到 Python,我用 17 个 alpha 趟出来的一条路 https://support.worldquantbrain.com/hc/en-us/community/posts/42519002511767 lessons synthesized 0 True 00-restart/corrections.md;02-ai-mining/python-alpha.md;06-sources/curated.md
51 42513832186263 2026-08-06T08:10:32Z 2026-09-06T10:12:57Z 【7月新顾问分享】从“用户阶段好用”到“顾问阶段跑通” https://support.worldquantbrain.com/hc/en-us/community/posts/42513832186263 general screened 0 True
52 42513455206423 2026-08-06T07:24:54Z 2026-09-06T10:13:04Z 2026-09-08T01:17:09Z 【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强,我个人认为skill是无用之举,并且会限制你的ai去挖掘更多方向 【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强,我个人认为skill是无用之举,并且会限制你的ai去挖掘更多方向 https://support.worldquantbrain.com/hc/en-us/community/posts/42513455206423 lessons synthesized 0 True 02-ai-mining/research-workflow.md;06-sources/curated.md
53 42509573118999 2026-08-06T01:10:42Z 2026-09-06T10:13:17Z 2026-09-09T01:48:44Z AI: GLB analyst16 -- 从"潜力 Alpha"到"成功 Alpha":一次成功挖掘regular alpha的复盘 AI: GLB analyst16 -- 从"潜力 Alpha"到"成功 Alpha":一次成功挖掘regular alpha的复盘 https://support.worldquantbrain.com/hc/en-us/community/posts/42509573118999 lessons screened 7 True
54 42487308197783 2026-08-05T12:29:10Z 2026-09-07T07:25:25Z 2026-09-09T01:48:43Z TRAE 自动化定时任务 + 电脑控制:让 AI的Alpha 优化永不卡死,全程零人工盯屏 https://support.worldquantbrain.com/hc/en-us/community/posts/42487308197783 optimization screened 0 True
55 42460800447895 2026-08-04T14:16:29Z 2026-09-06T10:13:28Z 2026-09-09T01:48:41Z 关于华子哥插件显示数据集表现的方法 https://support.worldquantbrain.com/hc/en-us/community/posts/42460800447895 data screened 0 True
56 42455010729367 2026-08-04T09:08:28Z 2026-09-06T10:13:38Z 2026-09-08T04:37:34Z 【经验分享】省钱!!Context 与 Token 极致瘦身的 3 大技巧 https://support.worldquantbrain.com/hc/en-us/community/posts/42455010729367 lessons screened 0 True
57 42425230653719 2026-08-03T11:12:47Z 2026-09-06T10:13:44Z 2026-09-09T08:57:13Z 【资源分享】基于腾讯IMA的 WorldQuant BRAIN 论坛高价值(GM)经验总结知识库 https://support.worldquantbrain.com/hc/en-us/community/posts/42425230653719 lessons screened 1 True
58 42423993843735 2026-08-03T09:16:29Z 2026-09-06T15:03:55Z 2026-09-09T06:13:30Z 【2026.08月活动】给回测服务器上点压力!提升回测数量是提交alpha的前提 https://support.worldquantbrain.com/hc/en-us/community/posts/42423993843735 events screened 10 True
59 42423399281815 2026-08-03T08:06:20Z 2026-09-06T10:14:03Z 2026-09-09T12:13:16Z 【经验分享】:弱推理模型提示词工程思路 https://support.worldquantbrain.com/hc/en-us/community/posts/42423399281815 lessons screened 0 True
60 42407253630359 2026-08-02T06:45:01Z 2026-09-06T10:14:10Z 2026-09-09T11:47:39Z 【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster!(下篇) https://support.worldquantbrain.com/hc/en-us/community/posts/42407253630359 general screened 10 True
61 42406158561943 2026-08-02T04:01:39Z 2026-09-06T10:14:21Z 2026-09-09T06:25:32Z 【工程优化】Agent 挖 Alpha 时 Token 黑洞:raw 留磁盘,对话只读 decision https://support.worldquantbrain.com/hc/en-us/community/posts/42406158561943 optimization synthesized 7 True 02-ai-mining/research-workflow.md;03-engineering/architecture.md;06-sources/curated.md
62 42403326870423 2026-08-01T23:06:55Z 2026-08-31T04:35:05Z 2026-09-09T06:25:51Z 【工作流分享】我用reasonix 以正式版deepseek4flash 13小时花费3.5rmb 挖到一个美国因子 https://support.worldquantbrain.com/hc/en-us/community/posts/42403326870423 ai screened 7 True
63 42359440646551 2026-07-31T02:03:08Z 2026-08-31T02:54:25Z 2026-09-10T08:54:18Z 使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC https://support.worldquantbrain.com/hc/en-us/community/posts/42359440646551 ai screened 11 True
64 42304810788375 2026-07-29T07:28:45Z 2026-09-06T13:09:26Z 2026-09-09T06:26:21Z 【Quant101】工具开源:FastPlus —— 大模型友好的本地 Fast Expression 解析器 https://support.worldquantbrain.com/hc/en-us/community/posts/42304810788375 ai screened 2 True
65 42304698341399 2026-07-29T07:08:46Z 2026-09-06T06:42:12Z 新顾问专属|GAC 2026火热进行中,8月9日前所有GLB D1 Pure PowerPool Alpha均可参赛! https://support.worldquantbrain.com/hc/en-us/community/posts/42304698341399 general screened 4 True
66 42302637812503 2026-07-29T03:17:49Z 2026-09-07T07:46:17Z 2026-09-10T16:42:52Z 📢 BRAIN 中国区意见与建议留言墙 https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503 ai screened 102 True
67 42302363145879 2026-07-29T03:00:25Z 2026-09-04T08:52:16Z 2026-09-08T03:31:25Z 【龙虎榜·卷三】Combine新章鸣锣,VF季榜神州十八骑绝尘,榜更迟来群雄逐鹿,新赛季首更谁立潮头? https://support.worldquantbrain.com/hc/en-us/community/posts/42302363145879 lessons screened 1 True
68 42274443124119 2026-07-28T04:37:43Z 2026-09-06T14:58:44Z 2026-09-09T13:20:37Z 【工作流分享】我把整套 BRAIN 挖矿流程写成了 5 个 Agent Skill(含使用教程 + 真实实验记录 + 全套文件打包下载) https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119 ai synthesized 48 True 02-ai-mining/2026-methods-and-failures.md;02-ai-mining/five-agent-skills-review.md;02-ai-mining/research-workflow.md;06-sources/curated.md
69 42259186135831 2026-07-27T17:54:46Z 2026-09-04T08:53:44Z 2026-09-10T01:49:28Z 【2个月提交220个RA经验分享】跨地区通用规律:哪些经验换个 Region 还能用? https://support.worldquantbrain.com/hc/en-us/community/posts/42259186135831 lessons synthesized 9 True 08-alpha-optimization/diagnostic-workflow.md;09-experience-lessons/failure-casebook.md
70 42258807786391 2026-07-27T17:43:50Z 2026-09-07T07:40:24Z 2026-09-09T08:41:14Z 【2个月提交220个RA经验分享】ASI 从论坛知识到实战验证:SLOW 中性化是王道 https://support.worldquantbrain.com/hc/en-us/community/posts/42258807786391 lessons synthesized 6 True 09-experience-lessons/failure-casebook.md
71 42216209199255 2026-07-25T09:32:43Z 2026-09-04T08:56:59Z 2026-09-10T06:50:36Z 【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结 https://support.worldquantbrain.com/hc/en-us/community/posts/42216209199255 lessons screened 3 True
72 42215740602135 2026-07-25T08:45:29Z 2026-09-04T14:46:10Z 2026-09-10T06:50:50Z 快给你们的帖子化妆吧!一套实测可用的 HTML 排版组件 https://support.worldquantbrain.com/hc/en-us/community/posts/42215740602135 general screened 2 True
73 42215210781719 2026-07-25T07:43:59Z 2026-09-06T15:07:50Z 2026-09-09T07:41:54Z 成为 Grandmaster 后,我复盘了 Q2 的 224 个 Alpha:相比过去,哪些真的改变了? https://support.worldquantbrain.com/hc/en-us/community/posts/42215210781719 lessons screened 17 True
74 42211897526295 2026-07-25T02:29:49Z 2026-09-05T00:55:49Z 2026-09-10T06:51:46Z 【SPC深度实战】从数据源到信号衰减——Systematic Predictions Challenge 排名优化的完整框架 https://support.worldquantbrain.com/hc/en-us/community/posts/42211897526295 optimization screened 0 True
75 42187906212247 2026-07-24T08:28:52Z 2026-09-04T09:01:52Z 2026-09-10T06:52:43Z 冷门数据集分享【earnings】 https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247 data synthesized 7 True 01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
76 42187744015767 2026-07-24T08:12:51Z 2026-08-31T04:09:35Z 2026-09-09T08:44:35Z 使用rank_by_side改善2year_sharpe/ladder_sharpe https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767 optimization synthesized 11 True 08-alpha-optimization/diagnostic-workflow.md
77 42185098677399 2026-07-24T02:58:26Z 2026-09-05T07:49:49Z 2026-09-09T09:48:42Z 分享自己写的超多功能的客户端(效率神器) https://support.worldquantbrain.com/hc/en-us/community/posts/42185098677399 general screened 7 True
78 42184733027991 2026-07-24T02:18:40Z 2026-09-06T03:36:50Z 浅谈我的一二三阶开发流程----记7.23日新人答疑课 https://support.worldquantbrain.com/hc/en-us/community/posts/42184733027991 general synthesized 6 True 02-ai-mining/research-workflow.md;06-sources/curated.md
79 42161798745879 2026-07-23T09:22:01Z 2026-09-06T11:31:07Z 2026-09-09T17:47:26Z 从新手到GM顾问:我的Alpha挖掘系统化方法论分享 https://support.worldquantbrain.com/hc/en-us/community/posts/42161798745879 general screened 7 True
80 42160945573271 2026-07-23T07:42:15Z 2026-09-06T06:42:27Z 用Python alpha 剔除/保留特定国家/行业进行回测的初步尝试 https://support.worldquantbrain.com/hc/en-us/community/posts/42160945573271 engineering screened 7 True
81 42160836246039 2026-07-23T07:26:46Z 2026-09-05T00:26:28Z GOLD→MASTER→GM,VF0.96,我的11月至6月总结。 https://support.worldquantbrain.com/hc/en-us/community/posts/42160836246039 lessons screened 6 True
82 42160653418647 2026-07-23T07:06:37Z 2026-09-06T06:42:27Z 通过Labs查看group类型字段的字符串与对应数字id的方法(附部分对应表格) https://support.worldquantbrain.com/hc/en-us/community/posts/42160653418647 data synthesized 0 True 07-professional-knowledge/data-and-signal-semantics.md
83 42078917602455 2026-07-20T10:08:29Z 2026-08-29T02:50:51Z 2026-09-09T06:26:21Z 【Quant101】AI因子挖掘实战:零成本用AI挖掘一个 High Turnover PPA https://support.worldquantbrain.com/hc/en-us/community/posts/42078917602455 optimization screened 16 True
84 42078729821591 2026-07-20T09:49:27Z 2026-09-05T00:25:15Z 【字段处理】nan 不是一种:断粮型该填、真缺型别填(GLB/MINVOL1M & IND/TOP500/D1) https://support.worldquantbrain.com/hc/en-us/community/posts/42078729821591 data synthesized 9 True 07-professional-knowledge/data-and-signal-semantics.md
85 42065802192023 2026-07-19T12:27:25Z 2026-08-29T02:53:46Z 2026-09-09T06:47:49Z [Token王] 2026Q2 全球六维数据分析 https://support.worldquantbrain.com/hc/en-us/community/posts/42065802192023 general screened 7 True
86 42065262268567 2026-07-19T11:29:39Z 2026-09-05T00:25:15Z 【换手治理】低换手≠稳健:turnover 的三个隐形侵蚀点,和 trade_when 别用反了(USA/TOP3000/D1) https://support.worldquantbrain.com/hc/en-us/community/posts/42065262268567 optimization synthesized 3 True 08-alpha-optimization/diagnostic-workflow.md
87 42064574062359 2026-07-19T10:02:02Z 2026-08-29T02:56:24Z 最近跑 alpha 后沉淀的几个少踩坑经验 https://support.worldquantbrain.com/hc/en-us/community/posts/42064574062359 lessons screened 2 True
88 42064544905495 2026-07-19T09:53:45Z 2026-08-29T02:58:20Z 最近跑 alpha 后沉淀的几个少踩坑经验 https://support.worldquantbrain.com/hc/en-us/community/posts/42064544905495 lessons screened 3 True
89 42062231758103 2026-07-19T03:51:11Z 2026-08-29T02:59:29Z 2026-09-10T06:52:45Z 【GLB】冷门数据集分享 https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103 data synthesized 6 True 07-professional-knowledge/data-and-signal-semantics.md
90 42061123738903 2026-07-19T01:29:50Z 2026-09-06T06:42:28Z Python alpha官方webinar视频代码补档:ACO + Online alphas https://support.worldquantbrain.com/hc/en-us/community/posts/42061123738903 engineering screened 4 True
91 42060935441943 2026-07-19T01:05:26Z 2026-09-06T06:42:28Z 官方webinar不分享源代码?用skill一键完整提取视频中的代码 https://support.worldquantbrain.com/hc/en-us/community/posts/42060935441943 ai screened 1 True
92 42047259261335 2026-07-18T04:01:02Z 2026-09-05T00:25:15Z 从 Fast 翻译到 Python Alpha 别急着炫技:截面/时序错位是头号杀手,事件漂移和中性化层级是隐形雷 https://support.worldquantbrain.com/hc/en-us/community/posts/42047259261335 optimization synthesized 2 True 02-ai-mining/python-alpha.md;06-sources/curated.md
93 42045578950551 2026-07-18T01:16:32Z 2026-09-07T06:45:10Z 2026-09-07T14:05:02Z 【经验分享】从Gold到Master:一个普通顾问的升级之路 https://support.worldquantbrain.com/hc/en-us/community/posts/42045578950551 lessons screened 4 True
94 42044407938839 2026-07-17T23:55:28Z 2026-08-29T03:05:13Z 在回测页面新窗口打开Alpha 详情页和在详情页便携复制信息的油猴脚本 https://support.worldquantbrain.com/hc/en-us/community/posts/42044407938839 engineering screened 0 True
95 42029118285847 2026-07-17T14:49:02Z 2026-09-05T00:25:16Z rank / zscore / group_rank 别乱用:中性化前这一步,决定你 OS 稳不稳 https://support.worldquantbrain.com/hc/en-us/community/posts/42029118285847 optimization screened 4 True
96 42022555985047 2026-07-17T08:57:03Z 2026-09-04T16:04:05Z 2026-09-10T15:03:11Z 【SPC宝可梦】收集多位投资大师Promot https://support.worldquantbrain.com/hc/en-us/community/posts/42022555985047 general screened 0 True
97 42021722069143 2026-07-17T07:32:26Z 2026-09-05T00:27:21Z 【工具优化】回测页面中Alpha详情的跳转按钮没了?插件来实现! https://support.worldquantbrain.com/hc/en-us/community/posts/42021722069143 optimization screened 1 True
98 42021244122775 2026-07-17T06:37:04Z 2026-09-04T18:00:25Z 2026-09-09T08:57:55Z SPC 竞赛 Prompt 生成完整指南 https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775 general screened 1 True
99 42020342676759 2026-07-17T04:56:47Z 2026-09-04T15:52:25Z 2026-09-10T03:43:10Z 【代码分享】免费获取SPC比赛所需ID数据 https://support.worldquantbrain.com/hc/en-us/community/posts/42020342676759 engineering screened 1 True
100 42019924663319 2026-07-17T04:09:47Z 2026-08-29T03:11:38Z 这次升级,让我非常的意外! https://support.worldquantbrain.com/hc/en-us/community/posts/42019924663319 general screened 0 True
101 42019332809111 2026-07-17T03:11:51Z 2026-08-29T03:13:14Z 【新手顾问经验分享】从“随机试因子”到“研究生产系统”:一套面向 RA 与 PPA 的 Alpha 研究框架 https://support.worldquantbrain.com/hc/en-us/community/posts/42019332809111 lessons screened 2 True
102 42019010387479 2026-07-17T02:43:30Z 2026-08-29T03:14:30Z 2026-09-10T06:51:47Z 【踩坑记录】Python Alpha 开发中容易触发的 5 个"隐藏规则" https://support.worldquantbrain.com/hc/en-us/community/posts/42019010387479 lessons screened 0 True
103 42018671130391 2026-07-17T02:14:19Z 2026-09-06T12:24:05Z 2026-09-10T10:15:15Z 【经验分享】Alpha 过拟合的早期信号与应对策略 https://support.worldquantbrain.com/hc/en-us/community/posts/42018671130391 lessons synthesized 2 True 09-experience-lessons/failure-casebook.md
104 42015743397655 2026-07-16T23:02:32Z 2026-08-29T03:16:35Z Prompt 竞赛指南 https://support.worldquantbrain.com/hc/en-us/community/posts/42015743397655 general screened 0 True
105 42007074836247 2026-07-16T17:36:24Z 2026-09-02T11:38:05Z Power Pool Competition拿奖就像开盲盒?USA D1 Fast Dataset Power Pool拿到第二名的分析与思考 https://support.worldquantbrain.com/hc/en-us/community/posts/42007074836247 events synthesized 0 True 09-experience-lessons/competition-evidence.md
106 41995684431767 2026-07-16T09:16:12Z 2026-09-05T00:25:16Z Python alpha 里 np.nan_to_num 填 0 是在造伪信号:缺失值这么补才不坑 https://support.worldquantbrain.com/hc/en-us/community/posts/41995684431767 engineering screened 0 True
113 41939959839895 2026-07-14T09:52:26Z 2026-09-05T00:25:17Z trade_when真不是装饰:把"只在某类行情里灵"的脆弱信号,用条件收住 https://support.worldquantbrain.com/hc/en-us/community/posts/41939959839895 optimization screened 0 True
114 41937689411479 2026-07-14T05:39:35Z 2026-08-29T05:37:54Z 【GLB/D1 PPAC复盘】第一次拿到PPAC第24名的复盘 https://support.worldquantbrain.com/hc/en-us/community/posts/41937689411479 lessons screened 0 True
115 41909117583383 2026-07-13T07:41:26Z 2026-09-05T00:29:20Z 【差生文具多】WQ助手1.03版本(安卓版本) https://support.worldquantbrain.com/hc/en-us/community/posts/41909117583383 general screened 5 True
116 41908323673111 2026-07-13T06:19:18Z 2026-09-05T00:25:18Z 2026-09-09T08:48:36Z 字段堆越多alpha越牛?我替你们试过了,真不是这么回事 https://support.worldquantbrain.com/hc/en-us/community/posts/41908323673111 data synthesized 2 True 07-professional-knowledge/data-and-signal-semantics.md
117 41903649174807 2026-07-12T22:22:13Z 2026-08-29T05:41:31Z 【新人笔记】Pairwise Correlation:提交前先想清楚提交顺序 https://support.worldquantbrain.com/hc/en-us/community/posts/41903649174807 portfolio synthesized 2 True 08-alpha-optimization/diagnostic-workflow.md
118 41898564566167 2026-07-12T15:18:27Z 2026-08-31T05:13:16Z 2026-09-09T02:34:11Z 新人半年一个季度一次跳跃:gold->expert->master https://support.worldquantbrain.com/hc/en-us/community/posts/41898564566167 general screened 1 True
119 41898002651287 2026-07-12T14:31:29Z 2026-08-29T05:43:36Z 【经验分享】VF0.37->0.95->0.97!我的方法论和工作流都在这了 https://support.worldquantbrain.com/hc/en-us/community/posts/41898002651287 lessons screened 3 True
120 41897133795479 2026-07-12T13:05:00Z 2026-09-05T00:25:18Z 一个表达式IS很漂亮,提交半年后突然拉胯?我踩过的时间维度坑 https://support.worldquantbrain.com/hc/en-us/community/posts/41897133795479 general screened 0 True
121 41895342323095 2026-07-12T09:23:12Z 2026-09-04T03:32:01Z 2026-09-10T16:29:16Z 【新顾问友好】【工具分享】挖出来因子不知道哪个值得交?来看看!含webui界面的alpha后向筛选工具(开源) https://support.worldquantbrain.com/hc/en-us/community/posts/41895342323095 engineering screened 0 True
122 41881412101399 2026-07-11T11:29:02Z 2026-09-05T00:25:19Z 【细节坑】中性化顺序不是随便排的:先 industry 还是先 group,结果差很多 https://support.worldquantbrain.com/hc/en-us/community/posts/41881412101399 optimization screened 2 True
123 41880799695127 2026-07-11T10:14:17Z 2026-09-07T08:12:29Z [代码优化]ProdMemo v2.0:在浏览器本地计算 Self Corr https://support.worldquantbrain.com/hc/en-us/community/posts/41880799695127 optimization screened 2 True
124 41878175264663 2026-07-11T04:13:48Z 2026-08-29T05:49:19Z 【python alpha】IND区域 Python Alpha 优化经验分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41878175264663 lessons screened 1 True
125 41877985926423 2026-07-11T03:58:23Z 2026-09-05T00:26:28Z token太贵怎么办, GLM-5.2 免费了 https://support.worldquantbrain.com/hc/en-us/community/posts/41877985926423 events screened 3 True
126 41877348653335 2026-07-11T02:49:35Z 2026-07-29T16:03:59Z 2026-09-10T06:51:48Z 【经验分享】SUPER Alpha 组合表达式(Combination)的多时间尺度融合 — combo_a 与风险调整权重 https://support.worldquantbrain.com/hc/en-us/community/posts/41877348653335 lessons screened 1 True
127 41860731598487 2026-07-10T15:11:51Z 2026-08-31T02:33:15Z [代码分享] BRAIN Alpha 批量提交工具 — PPA 备注自动管理 + 429 自适应退避 https://support.worldquantbrain.com/hc/en-us/community/posts/41860731598487 ai screened 0 True
128 41856507417623 2026-07-10T12:39:26Z 2026-09-03T04:52:58Z 从「 IDE的MCP挨个手动重启」到「一次配置,全部打通」:我的 BRAIN MCP 桥接架构分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41856507417623 ai synthesized 0 True 03-engineering/architecture.md;06-sources/curated.md
129 41854026316055 2026-07-10T09:39:49Z 2026-09-05T00:25:19Z 【验证纪律】同一表达式跨 universe 跑:region regime 错配导致的指标分裂 https://support.worldquantbrain.com/hc/en-us/community/posts/41854026316055 general synthesized 0 True 08-alpha-optimization/diagnostic-workflow.md
130 41853221944727 2026-07-10T08:07:46Z 2026-08-29T08:45:38Z 【AI打工人】0基础新手指南。我们安装的Skill和MCP到底有什么,怎么用? https://support.worldquantbrain.com/hc/en-us/community/posts/41853221944727 ai screened 0 True
131 41849925214231 2026-07-10T02:03:06Z 2026-08-15T13:56:06Z 2026-09-10T06:52:46Z 降低【turnover】的几种方法对比分析 https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231 optimization synthesized 0 True 08-alpha-optimization/diagnostic-workflow.md
132 41843067537431 2026-07-09T20:57:11Z 2026-07-24T07:03:13Z Power Pool Competition拿奖就像开盲盒?USA D1 Fast Dataset Power Pool拿到第二名的分析与思考 https://support.worldquantbrain.com/hc/en-us/community/posts/41843067537431 events synthesized 0 True 09-experience-lessons/competition-evidence.md
133 41830530812823 2026-07-09T14:35:37Z 2026-08-23T12:35:16Z 新手顾问Combined Selected Alpha Performance第一次更新冲上5.1 https://support.worldquantbrain.com/hc/en-us/community/posts/41830530812823 portfolio screened 1 True
134 41825836449047 2026-07-09T11:08:53Z 2026-09-05T04:13:14Z 2026-09-08T13:50:21Z 【大角羊】一分钟掌握参加SPC 2026要点! https://support.worldquantbrain.com/hc/en-us/community/posts/41825836449047 general screened 0 True
135 41804720051607 2026-07-08T15:47:44Z 2026-07-30T16:04:33Z cnhkmcp 使用时经常需要重启和使用create_multi_simulation超时的问题 https://support.worldquantbrain.com/hc/en-us/community/posts/41804720051607 ai screened 0 True
136 41801462727191 2026-07-08T14:19:05Z 2026-08-29T06:03:12Z 2026-09-10T06:50:51Z 【SPC 2026】一文看懂 Systematic Prediction Challenge,写提示词就能参加! https://support.worldquantbrain.com/hc/en-us/community/posts/41801462727191 ai synthesized 0 True 04-platform/spc.md;06-sources/curated.md
137 41796491619351 2026-07-08T10:32:54Z 2026-09-06T06:42:29Z 多图解析GLB最新3x High Turnover Theme国区提交现况 https://support.worldquantbrain.com/hc/en-us/community/posts/41796491619351 optimization screened 2 True
138 41771840601495 2026-07-07T14:25:07Z 2026-09-02T09:37:35Z 2026-09-10T06:50:53Z 【Super Alpha Combo 灵感】分享几个有意思的 Combo 表达式:获得更多三五! https://support.worldquantbrain.com/hc/en-us/community/posts/41771840601495 ideas screened 0 True
139 41735891987479 2026-07-06T09:42:06Z 2026-09-05T00:25:19Z 废因子的二次利用:用低 Sharpe 稳定信号做自定义中性化 https://support.worldquantbrain.com/hc/en-us/community/posts/41735891987479 optimization screened 1 True
140 41734005749399 2026-07-06T06:03:18Z 2026-08-15T14:56:59Z USA/D1 Power Pool July'26 — PPA六种中性化方式实测对比 https://support.worldquantbrain.com/hc/en-us/community/posts/41734005749399 optimization screened 0 True
141 41732813691287 2026-07-06T03:30:04Z 2026-08-25T13:29:10Z 【经验分享】MEA地区高级算子探索篇:ts_entropy https://support.worldquantbrain.com/hc/en-us/community/posts/41732813691287 lessons screened 13 True
142 41719890581911 2026-07-05T04:44:58Z 2026-07-31T03:17:46Z 【代码优化】代码提交ppa和sa时调用AI自动/手动写描述 https://support.worldquantbrain.com/hc/en-us/community/posts/41719890581911 optimization screened 2 True
143 41707021146263 2026-07-04T09:22:13Z 2026-08-18T03:22:14Z 基于 MEA区TOP400因子,解决指标Weight Concentration过高、2Y Sharpe过低的优化实战总结 https://support.worldquantbrain.com/hc/en-us/community/posts/41707021146263 lessons screened 1 True
144 41706827651991 2026-07-04T08:53:46Z 2026-08-24T01:18:08Z 2026-09-10T17:05:13Z [all alpha can do] wqb_cli 0.3.2 震撼发布:从零打造 Agent-Native 的 WorldQuant BRAIN 真实操作层 https://support.worldquantbrain.com/hc/en-us/community/posts/41706827651991 ai synthesized 14 True 00-restart/2026-timeline.md;03-engineering/architecture.md;06-sources/curated.md
145 41692781472919 2026-07-03T16:09:22Z 2026-09-06T15:03:58Z 2026-09-08T03:31:04Z [26年7月打卡活动] 坚持提交 Alpha,最高赢取 300 积分!兑换BRAIN周边与token https://support.worldquantbrain.com/hc/en-us/community/posts/41692781472919 events screened 21 True
146 41684771561751 2026-07-03T09:43:59Z 2026-08-19T09:55:46Z 【心得分享】从入门到进阶——Alpha 优化全攻略 https://support.worldquantbrain.com/hc/en-us/community/posts/41684771561751 lessons screened 0 True
147 41684251807639 2026-07-03T08:53:42Z 2026-07-29T08:29:13Z 【实用工具】WorldQuant BRAIN Super Alpha 多地区生成器 复制可用 支持own和not own https://support.worldquantbrain.com/hc/en-us/community/posts/41684251807639 portfolio screened 1 True
148 41684104419095 2026-07-03T08:34:18Z 2026-07-23T09:24:03Z 教训贴 - 学而时习之。 https://support.worldquantbrain.com/hc/en-us/community/posts/41684104419095 lessons screened 0 True
149 41655567026967 2026-07-02T09:07:02Z 2026-08-07T10:49:02Z fast2python关于复现fast op分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41655567026967 engineering screened 8 True
150 41655387004439 2026-07-02T08:52:32Z 2026-09-05T06:07:08Z WorldQuant BRAIN MCP 工具频繁崩溃?一行代码修复连接断开的坑 https://support.worldquantbrain.com/hc/en-us/community/posts/41655387004439 ai screened 2 True
151 41654205318807 2026-07-02T06:32:45Z 2026-09-01T12:59:27Z 求助帖---华子哥的插件如何查看数据集的表现 https://support.worldquantbrain.com/hc/en-us/community/posts/41654205318807 data screened 3 True
152 41653035827223 2026-07-02T04:23:28Z 2026-08-26T08:18:47Z 2026-09-07T13:18:21Z [Python alpha]基于LLms 工作流的python alpha制作经验分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41653035827223 lessons synthesized 12 True 09-experience-lessons/failure-casebook.md
153 41651283176855 2026-07-02T01:49:11Z 2026-09-03T17:20:42Z 2026-09-10T12:52:57Z Osmosis 分数自动分配脚本:OS优先、REGULAR/SUPER分池、自动补齐10个 https://support.worldquantbrain.com/hc/en-us/community/posts/41651283176855 portfolio screened 7 True
154 41625344232343 2026-07-01T06:59:13Z 2026-08-07T10:42:17Z 【经验分享】MEA地区CONCENTRATED_WEIGHT 阻塞解决记录 https://support.worldquantbrain.com/hc/en-us/community/posts/41625344232343 lessons screened 7 True
155 41625263438999 2026-07-01T06:48:57Z 2026-08-29T09:01:30Z 【代码分享】一个小工具:新人往哪里挖因子 https://support.worldquantbrain.com/hc/en-us/community/posts/41625263438999 engineering screened 0 True
156 41568235513623 2026-06-29T09:20:34Z 2026-07-21T07:25:31Z 每次实操都要留下可复用的东西,让错误和经验都变成资产 https://support.worldquantbrain.com/hc/en-us/community/posts/41568235513623 lessons screened 6 True
157 41567966789655 2026-06-29T08:54:54Z 2026-07-24T03:57:15Z 新人坐牢3个月后vf从0.5=>0.86,稳中求进 https://support.worldquantbrain.com/hc/en-us/community/posts/41567966789655 lessons screened 0 True
158 41563959159319 2026-06-29T01:58:42Z 2026-09-02T08:02:12Z 2026-09-07T10:33:25Z 【经验分享】新手出分VF0.5-->0.96-->1-->1,Combine0.69-->0.39-->1.66-->2.03,如何从懵懂到开悟! https://support.worldquantbrain.com/hc/en-us/community/posts/41563959159319 lessons screened 23 True
159 41556669366551 2026-06-28T15:20:46Z 2026-07-24T10:29:26Z 不懂就问,各位大神这个问题该怎么解决? https://support.worldquantbrain.com/hc/en-us/community/posts/41556669366551 general screened 1 True
160 41553665016983 2026-06-28T10:02:03Z 2026-07-26T04:47:01Z 2026-09-10T06:52:44Z HKG PV Alpha 优化心得:rank(winsorize)+ts_quantile+decay=0 三重组合拳 https://support.worldquantbrain.com/hc/en-us/community/posts/41553665016983 lessons screened 0 True
161 41552805539991 2026-06-28T07:29:20Z 2026-07-23T09:38:25Z 【经验分享】这样的alpha到底应不应该交? https://support.worldquantbrain.com/hc/en-us/community/posts/41552805539991 lessons screened 0 True
162 41551682155799 2026-06-28T04:41:20Z 2026-09-03T11:15:13Z 【Python Alpha 挑战赛】高换手率因子优化经验分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41551682155799 lessons synthesized 8 True 08-alpha-optimization/diagnostic-workflow.md
163 41551045362071 2026-06-28T03:14:14Z 2026-08-23T14:03:54Z 【代码工具分享】让 Alpha 回测告别手工时代:一条命令跑完整个研究闭环 https://support.worldquantbrain.com/hc/en-us/community/posts/41551045362071 engineering synthesized 0 True 03-engineering/2026-operating-lessons.md
164 41550810962455 2026-06-28T02:51:55Z 2026-08-22T12:06:33Z 【经验分享】VF0.5-0.93-0.88-0.96-0.88-0.93,我交了什么样的Alpha? https://support.worldquantbrain.com/hc/en-us/community/posts/41550810962455 lessons screened 5 True
165 41550783184663 2026-06-28T02:44:23Z 2026-08-28T11:18:24Z 2026-09-10T01:49:43Z 【MCP WorkFlow】靠这套GLB地区优化工作流,RA直接入账55刀(附核心模板) https://support.worldquantbrain.com/hc/en-us/community/posts/41550783184663 optimization synthesized 8 True 08-alpha-optimization/diagnostic-workflow.md
166 41540700959639 2026-06-27T12:41:58Z 2026-07-24T10:33:57Z [Python Alpha 挑战赛] Monte Carlo GBM + 贝叶斯自适应:AI Agent 量化研究工作流实战 https://support.worldquantbrain.com/hc/en-us/community/posts/41540700959639 ai synthesized 1 True 01-alpha-ideas/relationship-and-extension-cards.md;02-ai-mining/2026-methods-and-failures.md
167 41540545206679 2026-06-27T12:32:05Z 2026-08-19T10:49:19Z 【Quant101】基于FastExpr的高效PythonAlpha架构设计——From Fast to Python Skill https://support.worldquantbrain.com/hc/en-us/community/posts/41540545206679 ai synthesized 5 True 02-ai-mining/2026-methods-and-failures.md
168 41510344038551 2026-06-26T09:58:11Z 2026-07-23T09:36:18Z 【osmosis】首次分配osmosis,入围「Osmosis 破浪挑战赛」启航组TOP20的一些总结 https://support.worldquantbrain.com/hc/en-us/community/posts/41510344038551 lessons screened 0 True
171 41485794329111 2026-06-25T15:53:28Z 2026-08-19T15:09:39Z 大模型量化研究通用提示词 https://support.worldquantbrain.com/hc/en-us/community/posts/41485794329111 ai screened 3 True
172 41477736120983 2026-06-25T10:46:37Z 2026-09-06T14:41:09Z 【经验分享】VF0.5 - 0.8- 0.7 - 0.96,我的 VF 过山车全复盘 https://support.worldquantbrain.com/hc/en-us/community/posts/41477736120983 lessons screened 7 True
173 41476771798039 2026-06-25T09:12:45Z 2026-09-05T00:28:37Z OS comb从稳健提升到雪崩,我的一次教训。 https://support.worldquantbrain.com/hc/en-us/community/posts/41476771798039 lessons synthesized 3 True 09-experience-lessons/failure-casebook.md
174 41469699090071 2026-06-24T22:45:50Z 2026-08-02T03:42:54Z 2026-09-09T08:43:09Z 我的AI工作流:从低谷到突破,AI成了我的研究搭档 https://support.worldquantbrain.com/hc/en-us/community/posts/41469699090071 ai screened 3 True
175 41459028441623 2026-06-24T16:23:21Z 2026-08-19T17:27:39Z [经验分享]Osmosis分配的三种思路 https://support.worldquantbrain.com/hc/en-us/community/posts/41459028441623 lessons screened 2 True
176 41458691230615 2026-06-24T16:12:12Z 2026-07-11T04:22:07Z MCP 实战中的三个效率瓶颈和我的绕行方案 https://support.worldquantbrain.com/hc/en-us/community/posts/41458691230615 ai screened 0 True
177 41449260982423 2026-06-24T08:44:11Z 2026-08-18T07:59:46Z 【python alpha挑战赛】fast to python alpha skill 【python alpha挑战赛】fast to python alpha skill https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423 ai synthesized 16 True 02-ai-mining/2026-methods-and-failures.md
178 41447270247703 2026-06-24T04:47:37Z 2026-08-06T02:05:48Z 【Python Alpha】trade_when 参数调优 https://support.worldquantbrain.com/hc/en-us/community/posts/41447270247703 optimization synthesized 15 True 08-alpha-optimization/diagnostic-workflow.md
179 41446358126743 2026-06-24T03:12:35Z 2026-07-24T10:27:04Z [工具分享]还在用向日葵?试试这款远程工具吧,免费流畅! https://support.worldquantbrain.com/hc/en-us/community/posts/41446358126743 engineering screened 1 True
180 41446189246743 2026-06-24T02:57:34Z 2026-08-24T11:56:35Z [一键运行版]AI工作流里准确校验表达式 https://support.worldquantbrain.com/hc/en-us/community/posts/41446189246743 ai screened 11 True
181 41430666584471 2026-06-23T16:06:52Z 2026-07-20T11:17:38Z 【复利工作流探索・第 1 篇】流程框架分工总览:如何打造可以持续迭代增值的挖矿体系 https://support.worldquantbrain.com/hc/en-us/community/posts/41430666584471 ai screened 16 True
182 41430630302871 2026-06-23T16:04:11Z 2026-07-04T09:07:54Z 【复利工作流探索・第 1 篇】流程框架分工总览:如何打造可以持续迭代增值的挖矿体系 https://support.worldquantbrain.com/hc/en-us/community/posts/41430630302871 ai screened 0 True
183 41428076834583 2026-06-23T14:48:40Z 2026-07-29T15:58:21Z os rank全球第一对我的os combine的影响?以及如何通过os rank判断自己的oscombine的涨跌! https://support.worldquantbrain.com/hc/en-us/community/posts/41428076834583 portfolio synthesized 7 True 08-alpha-optimization/portfolio-and-correlation.md
184 41421236450967 2026-06-23T08:42:05Z 2026-07-15T09:16:06Z 使用蒙特卡洛来实现python alpha代码 https://support.worldquantbrain.com/hc/en-us/community/posts/41421236450967 engineering screened 4 True
185 41421186876439 2026-06-23T08:36:36Z 2026-08-31T15:51:21Z [Python Alpha 挑战赛] Regular Alpha → Python Alpha 转换实战指南 https://support.worldquantbrain.com/hc/en-us/community/posts/41421186876439 engineering screened 8 True
186 41420742165527 2026-06-23T07:51:08Z 2026-09-06T07:52:17Z HKG sentiment (snl27/snt27) 三种 vec_sum 后处理路径实测对比 https://support.worldquantbrain.com/hc/en-us/community/posts/41420742165527 general screened 0 True
187 41418252156439 2026-06-23T02:58:03Z 2026-08-02T03:07:01Z Python Alpha 数据预处理完全指南:从 Raw Data 到 Clean Signal 的五步法 https://support.worldquantbrain.com/hc/en-us/community/posts/41418252156439 engineering screened 6 True
188 41418196103191 2026-06-23T02:51:58Z 2026-07-24T10:23:52Z 隐藏技巧: 批量用alpha_id查询alpha https://support.worldquantbrain.com/hc/en-us/community/posts/41418196103191 general screened 0 True
189 41417418697111 2026-06-23T01:38:06Z 2026-08-26T14:55:34Z 2026-09-08T15:39:55Z 利用AI优化alpha,成功提交的过程 https://support.worldquantbrain.com/hc/en-us/community/posts/41417418697111 optimization screened 0 True
190 41409109779607 2026-06-22T19:19:08Z 2026-09-02T18:50:55Z 用 Codex + Claude Code 做 WorldQuant Alpha:一个简单实用的多 Agent 工作流 https://support.worldquantbrain.com/hc/en-us/community/posts/41409109779607 ai screened 7 True
191 41397704497303 2026-06-22T13:37:58Z 2026-07-24T06:26:13Z 【求助贴】关于Python生成Alpha表达式的方法 https://support.worldquantbrain.com/hc/en-us/community/posts/41397704497303 engineering screened 0 True
192 41396933582231 2026-06-22T13:10:05Z 2026-07-23T09:57:14Z 【写给新顾问】这个因子值不值得提?3步帮你快速厘清! https://support.worldquantbrain.com/hc/en-us/community/posts/41396933582231 general screened 0 True
193 41392995550231 2026-06-22T08:51:19Z 2026-07-23T09:44:22Z 2026-09-10T15:39:44Z 【AI提示词分享】给claude code加戒律的提示词,提高效率 https://support.worldquantbrain.com/hc/en-us/community/posts/41392995550231 ai screened 0 True
194 41391880122007 2026-06-22T06:41:16Z 2026-07-23T09:43:07Z 最近一轮 Super Alpha 组件候选复盘:高 Fitness 不等于可提交 https://support.worldquantbrain.com/hc/en-us/community/posts/41391880122007 lessons screened 0 True
195 41377679573143 2026-06-21T03:37:53Z 2026-08-30T17:48:14Z 节省网络获取pc的一点想法 https://support.worldquantbrain.com/hc/en-us/community/posts/41377679573143 general screened 20 True
196 41377147135255 2026-06-21T02:19:06Z 2026-08-31T07:12:26Z 【大角羊】OSM Combine匀速提升:-3.20~-1.25~0.63~2.44 https://support.worldquantbrain.com/hc/en-us/community/posts/41377147135255 portfolio screened 8 True
197 41363895396247 2026-06-20T03:57:49Z 2026-07-24T10:28:04Z 2026-09-08T18:17:38Z 【代码分享】自动提交alpha脚本,睡前上班自动筛选、提交、语音播报,断粮保底神器【开箱即用】 https://support.worldquantbrain.com/hc/en-us/community/posts/41363895396247 engineering screened 1 True
198 41363885291031 2026-06-20T03:56:04Z 2026-08-10T15:58:44Z 2026-09-09T04:05:23Z 想让 Claude 通宵挖 alpha、早上只看结果?我加了一层 simulation wrapper https://support.worldquantbrain.com/hc/en-us/community/posts/41363885291031 ai synthesized 6 True 03-engineering/architecture.md;06-sources/curated.md
199 41321765292567 2026-06-18T14:47:07Z 2026-08-31T15:58:03Z [Python Alpha 挑战赛]使用蒙特卡洛来实现python alpha https://support.worldquantbrain.com/hc/en-us/community/posts/41321765292567 engineering screened 11 True
200 41320039211671 2026-06-18T13:51:10Z 2026-08-23T08:33:41Z Genius 六维 Tie breaker 实战手册(来自 AI 同事 GLM5.2) https://support.worldquantbrain.com/hc/en-us/community/posts/41320039211671 ai screened 0 True
201 41318082888343 2026-06-18T12:35:57Z 2026-08-07T10:55:59Z 根据margin来管理PPA TAG https://support.worldquantbrain.com/hc/en-us/community/posts/41318082888343 optimization screened 2 True
202 41316959711895 2026-06-18T11:36:58Z 2026-08-28T07:32:10Z 筛选可优化RA进阶版 https://support.worldquantbrain.com/hc/en-us/community/posts/41316959711895 optimization screened 14 True
203 41292678360727 2026-06-17T14:06:03Z 2026-08-26T03:25:01Z 频率感知的 Seed 构造 × CW 前置分层诊断 × 多 GEM 降相关:让自动化 Alpha 挖掘在"源头"而非"后处理"解决问题 https://support.worldquantbrain.com/hc/en-us/community/posts/41292678360727 portfolio synthesized 11 True 02-ai-mining/research-workflow.md;06-sources/curated.md
204 41284510093591 2026-06-17T04:16:04Z 2026-08-28T07:52:15Z 【Python Alpha】把alpha丢进傅里叶变换后指标真给整过去了 https://support.worldquantbrain.com/hc/en-us/community/posts/41284510093591 engineering screened 20 True
205 41284360565399 2026-06-17T04:02:12Z 2026-08-26T06:51:09Z 2026-09-10T03:34:36Z 基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出 https://support.worldquantbrain.com/hc/en-us/community/posts/41284360565399 ai screened 44 True
206 41279111112855 2026-06-16T22:23:41Z 2026-07-08T09:34:30Z 2026-09-07T20:49:02Z CHN Python Alpha 踩坑实录:risk72 死磕 prod_corr 无果,换 virgin 数据集才过关 https://support.worldquantbrain.com/hc/en-us/community/posts/41279111112855 lessons synthesized 17 True 08-alpha-optimization/diagnostic-workflow.md;09-experience-lessons/failure-casebook.md
207 41254129745815 2026-06-16T03:08:27Z 2026-07-07T14:12:32Z 【gemini-cli停用】迁移至Antigravity-cli教程 https://support.worldquantbrain.com/hc/en-us/community/posts/41254129745815 ai screened 6 True
208 41236357050903 2026-06-15T15:37:54Z 2026-08-17T02:52:03Z 【经验分享】我的 WQ Brain 本地工具箱:模板管理器、Alpha 列表、Genius 三大件 https://support.worldquantbrain.com/hc/en-us/community/posts/41236357050903 lessons screened 16 True
209 41228556172951 2026-06-15T10:50:25Z 2026-07-07T14:04:41Z 【免费GLM-5.2来了】智谱官方活动分享——zcode新用户免费用5天GLM5.2 https://support.worldquantbrain.com/hc/en-us/community/posts/41228556172951 events screened 4 True
222 41162316064023 2026-06-12T01:25:43Z 2026-08-03T08:27:51Z 【Alpha灵感】MEA地区靠SUE模板点亮了Fnd https://support.worldquantbrain.com/hc/en-us/community/posts/41162316064023 ideas synthesized 0 True 01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md
223 41162148315799 2026-06-12T01:15:20Z 2026-07-23T04:46:56Z [Python Alpha 挑战赛] Python Alpha 回测太慢?聊聊我的性能优化三板斧 https://support.worldquantbrain.com/hc/en-us/community/posts/41162148315799 optimization screened 14 True
224 41142979050775 2026-06-11T13:23:59Z 2026-08-29T02:35:11Z 多源信号组合的经济学尝试和感悟--目前陆续有产出 https://support.worldquantbrain.com/hc/en-us/community/posts/41142979050775 lessons screened 1 True
225 41141847644311 2026-06-11T12:43:54Z 2026-07-07T14:06:33Z 2026-09-09T13:55:09Z 换个角度,理解一下trade_when(x, y, z) 方法 https://support.worldquantbrain.com/hc/en-us/community/posts/41141847644311 optimization screened 12 True
226 41138717791895 2026-06-11T09:21:48Z 2026-07-23T19:13:57Z [Python Alpha 挑战赛] python alpha换手率压不下来?利用store!让它学会安静 —— store+死区降低换手率! https://support.worldquantbrain.com/hc/en-us/community/posts/41138717791895 engineering screened 14 True
227 41138382717719 2026-06-11T08:46:30Z 2026-08-31T07:15:32Z Osmosis 连续两周>0.5,均值 0.69,我的分配思路分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41138382717719 portfolio screened 32 True
228 41137009390231 2026-06-11T06:27:20Z 2026-08-31T03:50:13Z [Python Alpha 挑战赛]Python Alpha:自由编程的正确打开方式 https://support.worldquantbrain.com/hc/en-us/community/posts/41137009390231 engineering screened 10 True
229 41135490599063 2026-06-11T03:41:09Z 2026-08-27T10:08:56Z [Python Alpha 挑战赛]Python Alpha两阶段筛选法:FastExpr快速验证 + Python深度优化 https://support.worldquantbrain.com/hc/en-us/community/posts/41135490599063 optimization synthesized 9 True 00-restart/2026-timeline.md;02-ai-mining/python-alpha.md;06-sources/curated.md
230 41134957392663 2026-06-11T02:54:33Z 2026-08-31T15:54:45Z 2026-09-08T17:21:30Z 双字段 Alpha 构建 https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663 ideas synthesized 4 True 01-alpha-ideas/relationship-and-extension-cards.md
231 41134649919383 2026-06-11T02:29:05Z 2026-08-04T13:20:02Z [Python Alpha 挑战赛] 一句prompt一次实现prod0.71 --> prod0.69 https://support.worldquantbrain.com/hc/en-us/community/posts/41134649919383 engineering screened 15 True
232 41133909608087 2026-06-11T01:33:58Z 2026-07-21T08:42:59Z 2026-09-10T12:37:40Z [Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41133909608087 ai screened 3 True
233 41128676944407 2026-06-10T21:03:28Z 2026-07-18T22:12:10Z 【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI) 【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI) https://support.worldquantbrain.com/hc/en-us/community/posts/41128676944407 ai screened 1 True
234 41119909511319 2026-06-10T16:37:11Z 2026-07-24T10:43:38Z [Python Alpha 挑战赛] 用期权隐含波动率偏斜(IV Skew)构建Alpha——Python Alpha实战分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41119909511319 engineering screened 10 True
235 41105956280855 2026-06-10T03:21:14Z 2026-07-08T06:56:43Z 【Quant101】FieldPer 拯救计划:Skill 围栏 https://support.worldquantbrain.com/hc/en-us/community/posts/41105956280855 ai screened 0 True
236 41105918774807 2026-06-10T03:13:56Z 2026-09-06T05:07:38Z 【Quant101】OpCount 拯救计划:因子化简 https://support.worldquantbrain.com/hc/en-us/community/posts/41105918774807 general synthesized 2 True 07-professional-knowledge/data-and-signal-semantics.md
240 41076241014423 2026-06-09T03:50:43Z 2026-08-01T14:27:06Z SUPER Alpha 构建实战:Selection 与 Combo 表达式设计策略 https://support.worldquantbrain.com/hc/en-us/community/posts/41076241014423 portfolio synthesized 0 True 08-alpha-optimization/portfolio-and-correlation.md
241 41065497021335 2026-06-08T19:04:45Z 2026-09-02T07:03:32Z 【吹哨人】不再水贴!最新 MCP 自带 brain-forum-browse Skill,对 AI 说「逛一逛论坛」即可自动逛论坛 https://support.worldquantbrain.com/hc/en-us/community/posts/41065497021335 ai screened 46 True
242 41061358159255 2026-06-08T17:04:32Z 2026-08-18T12:49:20Z 【经验分享】你说你找不到alpha?一文带你避开我踩过的坑 https://support.worldquantbrain.com/hc/en-us/community/posts/41061358159255 lessons screened 0 True
243 41059854821783 2026-06-08T16:21:55Z 2026-08-31T13:48:53Z 2026-09-08T04:37:35Z 【稳住Max simulation streak】windows配置定时任务 https://support.worldquantbrain.com/hc/en-us/community/posts/41059854821783 general screened 0 True
244 41047901195799 2026-06-08T06:39:54Z 2026-08-19T12:49:56Z [python Alpha 挑战赛] 从“使用操作符”到“设计框架”:一次因子结构压缩与状态化研究实践 https://support.worldquantbrain.com/hc/en-us/community/posts/41047901195799 optimization screened 19 True
245 41039581066647 2026-06-07T17:37:18Z 2026-08-07T11:06:07Z Combined 从1.07到2.98 分享 https://support.worldquantbrain.com/hc/en-us/community/posts/41039581066647 portfolio screened 1 True
246 41037391218583 2026-06-07T14:33:18Z 2026-09-06T08:26:41Z WorldQuant BRAIN Alpha研究实战:从数据探索到LangGraph工作流 https://support.worldquantbrain.com/hc/en-us/community/posts/41037391218583 ai synthesized 28 True 02-ai-mining/2026-methods-and-failures.md
253 41025007067287 2026-06-06T17:42:57Z 2026-08-05T07:40:05Z 【经验分享】我的第二个上线 Python Alpha:把一条 FASTEXPR 因子「重写成 Python」的完整工作流 https://support.worldquantbrain.com/hc/en-us/community/posts/41025007067287 lessons synthesized 15 True 09-experience-lessons/failure-casebook.md
254 41024337928343 2026-06-06T16:57:45Z 2026-09-04T08:15:51Z 【经验分享】我的第一个上线 Python Alpha 复盘:用隐含波动率 Delta-Skew 做截面反转 https://support.worldquantbrain.com/hc/en-us/community/posts/41024337928343 lessons screened 12 True
255 41021984423063 2026-06-06T14:19:37Z 2026-07-09T03:10:51Z 高VF的经验和VF崩盘的反思(0.99>0.93>0.99>0.98>0.97>0.7) https://support.worldquantbrain.com/hc/en-us/community/posts/41021984423063 lessons synthesized 22 True 09-experience-lessons/failure-casebook.md
256 41020681850519 2026-06-06T12:44:00Z 2026-09-06T11:07:03Z 2026-09-09T13:18:20Z 【AI工具】新版AI打工人配置指南 - PC & Mac & Linux https://support.worldquantbrain.com/hc/en-us/community/posts/41020681850519 ai screened 48 True
257 41000341056791 2026-06-05T16:21:58Z 2026-08-09T16:33:51Z 近8000刀!Master赚到了GM的Quarterly Payment! https://support.worldquantbrain.com/hc/en-us/community/posts/41000341056791 general screened 26 True
258 40995374876183 2026-06-05T13:41:55Z 2026-08-31T03:50:33Z [Python Alpha 挑战赛] Python Alpha 的一种双模式回测工具设计 https://support.worldquantbrain.com/hc/en-us/community/posts/40995374876183 engineering screened 19 True
259 40972941718807 2026-06-04T16:29:22Z 2026-08-28T10:13:01Z CONCENTRATED WEIGHT 系统性排查与修复手册-1(基于实战经验的 CW 攻防全指南) https://support.worldquantbrain.com/hc/en-us/community/posts/40972941718807 lessons screened 29 True
260 40965093558679 2026-06-04T11:24:04Z 2026-08-23T12:35:29Z antigravitycli运行mcp工作流 https://support.worldquantbrain.com/hc/en-us/community/posts/40965093558679 ai screened 18 True
261 40964044763031 2026-06-04T09:57:44Z 2026-07-30T07:49:36Z 【经验分享】用自动化工作流在 BRAIN 上量产 Alpha 【经验分享】用自动化工作流在 BRAIN 上量产 Alpha https://support.worldquantbrain.com/hc/en-us/community/posts/40964044763031 lessons screened 19 True
262 40962586503191 2026-06-04T07:22:27Z 2026-08-23T13:59:21Z 【经验分享】关于我Combine名列前茅却只定级Expert这件事😩 https://support.worldquantbrain.com/hc/en-us/community/posts/40962586503191 lessons synthesized 18 True 09-experience-lessons/failure-casebook.md
263 40962462282007 2026-06-04T07:03:41Z 2026-07-19T05:51:41Z MEA TOP400 从 CONCENTRATED_WEIGHT 阻塞到全部通过:一次完整的 Alpha 优化记录 https://support.worldquantbrain.com/hc/en-us/community/posts/40962462282007 optimization synthesized 12 True 08-alpha-optimization/diagnostic-workflow.md
264 40960476615319 2026-06-04T03:48:48Z 2026-08-13T14:32:22Z 【新人向-如何快速查到本次PPA所有数据集及其字段】USA/D1 Fast Datasets Power Pool June`26 theme! https://support.worldquantbrain.com/hc/en-us/community/posts/40960476615319 data screened 12 True
266 40957810418199 2026-06-04T00:26:10Z 2026-09-06T14:23:26Z DCC 第三名经验分享 https://support.worldquantbrain.com/hc/en-us/community/posts/40957810418199 lessons screened 16 True
267 40937398436119 2026-06-03T13:09:52Z 2026-07-07T14:03:41Z 【免费AI工具系列】DAT三家的最新AI桌面助手,附模型推荐和福利活动盘点 https://support.worldquantbrain.com/hc/en-us/community/posts/40937398436119 events screened 9 True
268 40936186021271 2026-06-03T12:24:51Z 2026-09-04T14:52:00Z SuperAlpha 去重的一点小坑:只看 selection 可能还不够 https://support.worldquantbrain.com/hc/en-us/community/posts/40936186021271 portfolio synthesized 0 True 03-engineering/experiment-ledger.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md
269 40929650605207 2026-06-03T02:22:32Z 2026-08-29T00:27:26Z 2026-09-10T09:58:24Z 二季度了2个月,和大家分享一些alpha挖掘的思路 https://support.worldquantbrain.com/hc/en-us/community/posts/40929650605207 general screened 27 True
270 40902892248983 2026-06-02T07:01:01Z 2026-08-31T08:11:29Z 行业中性加时序标准化:一个干净的 Alpha 模板 https://support.worldquantbrain.com/hc/en-us/community/posts/40902892248983 ideas synthesized 16 True 01-alpha-ideas/relationship-and-extension-cards.md;07-professional-knowledge/data-and-signal-semantics.md
271 40876222943895 2026-06-01T12:46:10Z 2026-07-07T14:18:32Z 【又来个免费AI】超快的阶跃Step 3.7 Flash,Hermes Agent 可以免费用一个月 https://support.worldquantbrain.com/hc/en-us/community/posts/40876222943895 ai screened 8 True
272 40875429141015 2026-06-01T12:11:50Z 2026-08-29T23:23:48Z 【免费API系列3】全球前十的AI lab——Agnes AI 的免费API,文本/图片/视频模型全免费 https://support.worldquantbrain.com/hc/en-us/community/posts/40875429141015 ai screened 7 True
273 40873662176535 2026-06-01T10:20:04Z 2026-09-04T11:55:57Z 2026-09-07T08:41:01Z OS RANK全球第一!我是如何做到的? https://support.worldquantbrain.com/hc/en-us/community/posts/40873662176535 optimization screened 19 True
274 40872804113175 2026-06-01T09:06:01Z 2026-07-07T13:55:11Z 【经验分享】Roo Code 插件停止维护了,解决方案在这 https://support.worldquantbrain.com/hc/en-us/community/posts/40872804113175 lessons screened 4 True
275 40870826319511 2026-06-01T05:07:32Z 2026-08-31T07:11:51Z 2026-09-10T14:50:24Z [Python Alpha 挑战赛]半自动化的python alpha挖掘思路 https://support.worldquantbrain.com/hc/en-us/community/posts/40870826319511 engineering screened 15 True
276 40857367883159 2026-05-31T04:51:16Z 2026-07-09T03:10:59Z 一个很小但很有用的工具:Alpha Backtest Ledger,避免重复回测 https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159 engineering synthesized 10 True 00-restart/2026-timeline.md;03-engineering/2026-operating-lessons.md;03-engineering/experiment-ledger.md;06-sources/curated.md
277 40847481080087 2026-05-30T14:03:10Z 2026-09-05T18:23:41Z 【Alpha灵感】使用nip族数据点亮news塔 https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087 ideas synthesized 20 True 01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md
278 40817725354903 2026-05-29T08:05:03Z 2026-07-20T03:35:35Z 【大角羊】总收入突破万刀,感恩与大家一路同行! https://support.worldquantbrain.com/hc/en-us/community/posts/40817725354903 general screened 13 True
279 40815296759703 2026-05-29T03:03:56Z 2026-07-07T14:24:53Z 2026-09-09T09:44:43Z [Python Alpha 挑战赛] 从数据定义到硬核推土机:手搓 ECDF 与高斯映射,深挖“最悲观预期”长牛动量 https://support.worldquantbrain.com/hc/en-us/community/posts/40815296759703 engineering screened 9 True
280 40797859802647 2026-05-28T15:14:04Z 2026-08-07T10:56:32Z Python Alpha会议要点与竞赛分析报告——20260528 https://support.worldquantbrain.com/hc/en-us/community/posts/40797859802647 events screened 6 True
281 40796757798807 2026-05-28T14:38:37Z 2026-09-04T08:15:02Z [Python Alpha 挑战赛] 基于skill: brain-simAlphasinBatch-and-track 的 Python Alpha 迭代工作流 https://support.worldquantbrain.com/hc/en-us/community/posts/40796757798807 ai screened 14 True
282 40790666727575 2026-05-28T08:53:56Z 2026-09-04T08:12:53Z 【Alpha 模板】Earnings模板分享,低相关性,助你横向点塔(干货满满,不来将会错失一个亿) https://support.worldquantbrain.com/hc/en-us/community/posts/40790666727575 ideas synthesized 17 True 01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md
283 40790558975767 2026-05-28T08:45:07Z 2026-08-31T03:51:26Z [Python Alpha 挑战赛]一句话让AI批量生成Python Alpha https://support.worldquantbrain.com/hc/en-us/community/posts/40790558975767 ai screened 7 True
284 40788850736023 2026-05-28T05:14:34Z 2026-08-31T03:52:53Z [Python Alpha 速查] Python Alpha 实战全景:256 个包、API 工程、三类探索方向 https://support.worldquantbrain.com/hc/en-us/community/posts/40788850736023 engineering screened 13 True
285 40786815350167 2026-05-28T01:30:31Z 2026-07-07T13:57:42Z 2026-09-08T12:51:09Z 【经验分享】在手机上操作AI打工人 https://support.worldquantbrain.com/hc/en-us/community/posts/40786815350167 lessons screened 7 True
286 40768096146327 2026-05-27T13:50:08Z 2026-07-20T11:15:55Z [Python Alpha 挑战赛]基于多层记忆的PythonAlpha自动探索ai-agent https://support.worldquantbrain.com/hc/en-us/community/posts/40768096146327 ai synthesized 4 True 02-ai-mining/2026-methods-and-failures.md
287 40765160386711 2026-05-27T11:45:18Z 2026-07-16T08:12:08Z 【免费API系列】最新的天工agent模型SkyClaw-v1.0限时免费用,听说蛮厉害的 https://support.worldquantbrain.com/hc/en-us/community/posts/40765160386711 ai screened 6 True
288 40763583634839 2026-05-27T09:11:17Z 2026-09-02T12:21:16Z Worldquant Brain——我的人生启蒙导师 【传奇耐打王系列四】 https://support.worldquantbrain.com/hc/en-us/community/posts/40763583634839 ai screened 17 True
295 40735661471383 2026-05-26T09:55:25Z 2026-08-29T02:14:08Z 这个模版到底怎么做?【传奇耐打王系列三】 https://support.worldquantbrain.com/hc/en-us/community/posts/40735661471383 general screened 14 True
296 40734437350679 2026-05-26T07:35:08Z 2026-09-07T01:14:33Z 这个因子到底有没有混信号?【传奇耐打王系列一】 https://support.worldquantbrain.com/hc/en-us/community/posts/40734437350679 general screened 17 True
297 40734489248151 2026-05-26T07:34:44Z 2026-08-29T02:16:12Z Python alpha 提交经验分享 https://support.worldquantbrain.com/hc/en-us/community/posts/40734489248151 lessons screened 19 True
298 40732429672343 2026-05-26T03:17:52Z 2026-08-28T07:34:49Z 2026-09-10T15:02:58Z 【经验分享】我是如何从0到1做出python alpha的(附提示词) https://support.worldquantbrain.com/hc/en-us/community/posts/40732429672343 lessons screened 5 True
299 40719428121623 2026-05-25T14:37:20Z 2026-07-15T09:07:54Z MCP 服务器支持 Python Alpha(language="PYTHON"),同时保持原有 FASTEXPR 功能完全不受影响 https://support.worldquantbrain.com/hc/en-us/community/posts/40719428121623 ai screened 8 True
300 40703455289623 2026-05-24T14:39:29Z 2026-08-21T08:33:31Z 【AI打工人】代码公开,0基础使用,给AI流水线生成的alpha加上名字 https://support.worldquantbrain.com/hc/en-us/community/posts/40703455289623 ai screened 8 True
301 40698184990615 2026-05-24T02:51:31Z 2026-09-02T10:49:18Z osmosis自动设置 https://support.worldquantbrain.com/hc/en-us/community/posts/40698184990615 portfolio screened 9 True
307 40580373831447 2026-05-19T13:23:30Z 2026-09-03T03:22:56Z 分享一个类似codex的软件,阿里的最新Qoder,目前可以免费使用两周 https://support.worldquantbrain.com/hc/en-us/community/posts/40580373831447 ai screened 2 True
308 40576501149463 2026-05-19T09:29:50Z 2026-06-25T14:57:44Z 【大角羊】经验分享:一分钟学会解封账号! https://support.worldquantbrain.com/hc/en-us/community/posts/40576501149463 lessons screened 9 True
309 40544447671959 2026-05-18T02:36:10Z 2026-08-16T02:36:32Z 【即插即用】⚡OS自动重分配⚡️到恰好10万分 https://support.worldquantbrain.com/hc/en-us/community/posts/40544447671959 general screened 10 True
310 40533711115927 2026-05-17T10:01:03Z 2026-07-26T07:12:26Z 【Combined Alpha Performance】踩坑分享,纯新手comb -2+ 【Combined Alpha Performance】踩坑分享,纯新手comb -2+ https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927 lessons synthesized 11 True 08-alpha-optimization/portfolio-and-correlation.md;09-experience-lessons/failure-casebook.md
311 40532948003479 2026-05-17T07:52:43Z 2026-08-13T13:58:43Z 不使用 GitHub,如何把代码在不同机器之间同步 https://support.worldquantbrain.com/hc/en-us/community/posts/40532948003479 engineering screened 0 True
312 40531705016855 2026-05-17T04:34:24Z 2026-08-07T10:47:28Z 通过 Zendesk API 直接获取 WQB 平台资源 — 告别浏览器依赖 https://support.worldquantbrain.com/hc/en-us/community/posts/40531705016855 engineering synthesized 4 True 03-engineering/2026-operating-lessons.md
313 40531412200471 2026-05-17T03:51:16Z 2026-08-26T10:56:00Z 2026-09-10T04:54:52Z 用AI优化【Japan Robustness Sharpe】的一些工作流经验分享 https://support.worldquantbrain.com/hc/en-us/community/posts/40531412200471 lessons screened 0 True
314 40531102400663 2026-05-17T03:13:53Z 2026-07-08T13:55:25Z OpenCode+MCP,分析一个数据集(包含提示词) https://support.worldquantbrain.com/hc/en-us/community/posts/40531102400663 data screened 8 True
315 40530659645719 2026-05-17T02:09:56Z 2026-07-07T14:13:22Z 2026-09-08T14:43:57Z 挖掘 Token 黑洞 01:MCP Simulation 如何吞掉 70%+ 的可读上下文 https://support.worldquantbrain.com/hc/en-us/community/posts/40530659645719 ai synthesized 11 True 02-ai-mining/2026-methods-and-failures.md
316 40520794084119 2026-05-16T13:52:25Z 2026-09-02T16:34:47Z vf从0.95暴跌到0.57,cb从1点多到0.几点的反思 https://support.worldquantbrain.com/hc/en-us/community/posts/40520794084119 lessons screened 9 True
317 40490830379415 2026-05-15T08:28:18Z 2026-09-07T05:39:02Z 【免费API】deepseekv4系列+AI编程神器9router https://support.worldquantbrain.com/hc/en-us/community/posts/40490830379415 ai screened 6 True
318 40458012001815 2026-05-14T01:31:38Z 2026-07-25T11:21:49Z Python纯代码获取论坛内容(不使用任何无头浏览器等操作) https://support.worldquantbrain.com/hc/en-us/community/posts/40458012001815 engineering synthesized 2 True 03-engineering/2026-operating-lessons.md
319 40434113248791 2026-05-13T10:17:54Z 2026-07-21T03:10:00Z 【不太一样的ownSA自动化】聚类助你突破ownSA瓶颈,有点抽象,欢迎大家批评指正,附开箱即用代码 https://support.worldquantbrain.com/hc/en-us/community/posts/40434113248791 engineering screened 4 True
320 40433337996183 2026-05-13T08:58:57Z 2026-09-06T02:41:29Z 【经验分享】涅槃重生:vf从0.18到0.97,combine从-1.25到2.02! https://support.worldquantbrain.com/hc/en-us/community/posts/40433337996183 lessons screened 33 True
321 40433238987159 2026-05-13T08:46:13Z 2026-08-28T18:02:50Z 【alpha灵感】双字段alpha构建提示次,助力各位60塔 https://support.worldquantbrain.com/hc/en-us/community/posts/40433238987159 ideas synthesized 26 True 01-alpha-ideas/relationship-and-extension-cards.md
322 40431103477527 2026-05-13T04:25:38Z 2026-06-29T14:28:55Z 有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不 有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不 https://support.worldquantbrain.com/hc/en-us/community/posts/40431103477527 ai screened 9 True
323 40406240166807 2026-05-12T10:37:45Z 2026-07-28T03:42:27Z 【代码优化】三行代码解决MCP回测卡顿断线的问题 https://support.worldquantbrain.com/hc/en-us/community/posts/40406240166807 optimization screened 10 True
324 40373405530647 2026-05-11T03:11:42Z 2026-09-06T15:08:16Z 2026-09-10T02:00:43Z BRAIN Consultant 兼职定位与行为边界的建议和分享 BRAIN Consultant 兼职定位与行为边界的建议和分享 https://support.worldquantbrain.com/hc/en-us/community/posts/40373405530647 ai screened 61 True
325 40373352844439 2026-05-11T03:07:53Z 2026-06-29T14:28:24Z 借助与AI和MCP,我是怎样分析一个数据集的? https://support.worldquantbrain.com/hc/en-us/community/posts/40373352844439 data screened 14 True
326 40372795793687 2026-05-11T02:04:31Z 2026-06-25T14:54:04Z 一个新的免费token plan: 商汤-日日新,支持deep seek v4 flash, 附minimax2.7, gemini pro3对比 一个新的免费token plan: 商汤-日日新,支持deep seek v4 flash, 附minimax2.7, gemini pro3对比 https://support.worldquantbrain.com/hc/en-us/community/posts/40372795793687 events screened 12 True
327 40347330265879 2026-05-09T06:17:45Z 2026-07-07T13:52:09Z 【龙虎榜·卷二】Combine惊雷再起,VF季决尘埃落定,神秘GM满值归来,万刀之上几何? https://support.worldquantbrain.com/hc/en-us/community/posts/40347330265879 lessons screened 11 True
328 40346082255255 2026-05-09T03:28:51Z 2026-09-04T08:15:24Z 2026-09-10T05:34:19Z 【经验总结】Osmosis / OSM:根本原理、Alpha 池筛选与点数分配方法 https://support.worldquantbrain.com/hc/en-us/community/posts/40346082255255 lessons synthesized 6 True 08-alpha-optimization/portfolio-and-correlation.md
329 40321767904023 2026-05-08T08:38:44Z 2026-07-18T16:38:43Z 【经验分享】Combine大幅提升,增幅高达1.74 https://support.worldquantbrain.com/hc/en-us/community/posts/40321767904023 lessons screened 14 True
330 40297238763159 2026-05-07T12:43:54Z 2026-09-04T08:55:02Z 2026-09-09T00:39:26Z 分享我的 AI 因子挖掘流程:20 天 11 塔,尽量自动化,打工人友好 https://support.worldquantbrain.com/hc/en-us/community/posts/40297238763159 ai screened 19 True
331 40294373064855 2026-05-07T09:18:06Z 2026-06-30T15:43:49Z 2026-09-10T23:23:28Z 稳稳拿下gm,combine到六维的耕耘经验 https://support.worldquantbrain.com/hc/en-us/community/posts/40294373064855 lessons screened 16 True
332 40292420301591 2026-05-07T05:28:27Z 2026-06-29T14:28:24Z 【工具分享】Pkgdiff:在线免费给cnhkmcp做版本差异分析 https://support.worldquantbrain.com/hc/en-us/community/posts/40292420301591 ai screened 6 True
333 40290434309655 2026-05-07T02:02:22Z 2026-06-29T14:28:23Z 最近跑通的一套 Alpha 研究“反馈回路”:少一点玄学,多一点可验证 https://support.worldquantbrain.com/hc/en-us/community/posts/40290434309655 general synthesized 6 True 02-ai-mining/2026-methods-and-failures.md
334 40287368788375 2026-05-06T22:44:53Z 2026-08-27T17:36:56Z 【技术科普】在论坛发布彩色的帖子 https://support.worldquantbrain.com/hc/en-us/community/posts/40287368788375 general screened 2 True
338 40153456172567 2026-05-01T12:41:40Z 2026-09-03T08:33:16Z 痛失GM,新手的Q1总结 https://support.worldquantbrain.com/hc/en-us/community/posts/40153456172567 lessons screened 9 True
339 40150797833239 2026-05-01T08:29:11Z 2026-09-02T04:16:47Z WorldQuant BRAIN MCP 工具调用架构升级:从 Stdio 到 HTTP API https://support.worldquantbrain.com/hc/en-us/community/posts/40150797833239 ai screened 5 True
340 40134245568663 2026-04-30T16:58:44Z 2026-08-26T18:09:21Z 【Alpha灵感】全球第一个MEA因子(零PC alpha),我是怎么做出来的? https://support.worldquantbrain.com/hc/en-us/community/posts/40134245568663 ideas synthesized 11 True 01-alpha-ideas/relationship-and-extension-cards.md
341 40091088861591 2026-04-29T04:36:13Z 2026-08-07T11:03:19Z 2026-09-11T00:34:14Z 【工具优化】技能brain-data-scope(华子哥插件插件的数据分析模块) https://support.worldquantbrain.com/hc/en-us/community/posts/40091088861591 optimization screened 8 True
342 40089426663959 2026-04-29T01:44:21Z 2026-09-04T14:49:44Z 2026-09-09T09:41:52Z 【OB】一个自进化的 RAG 搜索系统🎯 https://support.worldquantbrain.com/hc/en-us/community/posts/40089426663959 general screened 15 True
343 40074294140695 2026-04-28T16:35:22Z 2026-06-27T04:00:31Z 免费申请小米百万亿 Token 创造者激励计划 https://support.worldquantbrain.com/hc/en-us/community/posts/40074294140695 events screened 3 True
344 40062800087575 2026-04-28T06:37:00Z 2026-06-28T08:17:20Z 小米 MiMo-V2.5 开源及 100T Token 免费申请活动分享 https://support.worldquantbrain.com/hc/en-us/community/posts/40062800087575 events screened 3 True
345 40031467208983 2026-04-27T03:06:25Z 2026-08-08T18:17:02Z 【💻云服务器】一键抢购腾讯元4核4G服务器 https://support.worldquantbrain.com/hc/en-us/community/posts/40031467208983 engineering screened 0 True
350 39947433598871 2026-04-23T01:05:41Z 2026-08-22T05:25:44Z 【学习笔记】Fast+Slow 快慢因子组合:解决因子实操难题的思路探讨 https://support.worldquantbrain.com/hc/en-us/community/posts/39947433598871 portfolio screened 2 True
351 39947266331031 2026-04-23T00:58:16Z 2026-06-29T06:30:32Z 【顾问心得】Osmosis 分数总不稳?我跟 AI 学习组合逻辑 https://support.worldquantbrain.com/hc/en-us/community/posts/39947266331031 lessons screened 2 True
352 39945764650263 2026-04-22T23:11:21Z 2026-09-06T06:11:03Z 【经验分享】我如何坚持半年只用 AI 找 Alpha:WorldQuant BRAIN 上的 Agent 搭建、优化与反思 https://support.worldquantbrain.com/hc/en-us/community/posts/39945764650263 lessons synthesized 29 True 09-experience-lessons/failure-casebook.md
353 39923106285207 2026-04-22T07:24:19Z 2026-06-27T02:52:29Z 【征文邀请】那些你在IQC踩过的坑,可能正是今年选手最需要的答案 【征文邀请】那些你在IQC踩过的坑,可能正是今年选手最需要的答案 https://support.worldquantbrain.com/hc/en-us/community/posts/39923106285207 general screened 6 True
354 39922788056343 2026-04-22T06:45:00Z 2026-09-06T01:57:44Z 2026-09-09T05:42:45Z 【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster!(上篇) https://support.worldquantbrain.com/hc/en-us/community/posts/39922788056343 general screened 75 True
355 39922320882455 2026-04-22T05:47:36Z 2026-08-07T10:56:38Z 正版AI工具包合集优惠推荐 Lenny‘s newsletter bundle 无封号困扰 https://support.worldquantbrain.com/hc/en-us/community/posts/39922320882455 guides screened 2 True
356 39920503976087 2026-04-22T02:17:02Z 2026-09-02T03:41:38Z 如何通过【Robust universe Sharpe and returns】检测的一些尝试 https://support.worldquantbrain.com/hc/en-us/community/posts/39920503976087 optimization synthesized 7 True 08-alpha-optimization/diagnostic-workflow.md
357 39907023480599 2026-04-21T16:20:17Z 2026-07-20T11:19:17Z 【WQ Manager】大更新!新增Base Payment排行榜! https://support.worldquantbrain.com/hc/en-us/community/posts/39907023480599 general screened 14 True
358 39899189437847 2026-04-21T10:16:07Z 2026-07-27T23:53:09Z 【工具分享】(即插即用)AI写description费token?直接用网页版就好了 https://support.worldquantbrain.com/hc/en-us/community/posts/39899189437847 ai screened 0 True
359 39873247817495 2026-04-20T12:33:20Z 2026-08-19T03:15:20Z 一键自动化回测代码分享 https://support.worldquantbrain.com/hc/en-us/community/posts/39873247817495 engineering screened 0 True
360 39870945020183 2026-04-20T09:49:12Z 2026-08-07T10:58:38Z 2026-09-09T02:29:34Z 【代码分享】AI生成Alpha总是”凭空想象"?给它喂论文,鱼饵才对味! https://support.worldquantbrain.com/hc/en-us/community/posts/39870945020183 ai screened 8 True
361 39870662977687 2026-04-20T09:19:58Z 2026-07-14T10:53:29Z 经验分享:最近做 Regular 点塔时反复踩到的几个坑 https://support.worldquantbrain.com/hc/en-us/community/posts/39870662977687 lessons synthesized 8 True 09-experience-lessons/failure-casebook.md
362 39868267753623 2026-04-20T04:14:46Z 2026-08-30T09:29:48Z Pipeline MCP 深度版:面向多样性、高质量、低相关性 Alpha 持续生产的编排架构实践 https://support.worldquantbrain.com/hc/en-us/community/posts/39868267753623 portfolio synthesized 8 True 03-engineering/2026-operating-lessons.md
363 39859045823511 2026-04-19T13:14:48Z 2026-08-22T11:52:09Z 【经验分享】新人顾问0.5--->0.62--->0.95--->0.99vf经验分享 https://support.worldquantbrain.com/hc/en-us/community/posts/39859045823511 lessons screened 7 True
364 39858612511383 2026-04-19T12:35:29Z 2026-06-28T08:19:08Z 【经验分享】云端磁盘深度清理,让云端更加流畅丝滑 https://support.worldquantbrain.com/hc/en-us/community/posts/39858612511383 lessons screened 2 True
365 39857630237591 2026-04-19T10:23:42Z 2026-08-23T13:07:29Z 我的Alpha提交算法进化史:从团划分剪枝到最大权重独立集 https://support.worldquantbrain.com/hc/en-us/community/posts/39857630237591 general synthesized 4 True 08-alpha-optimization/portfolio-and-correlation.md
366 39854893045655 2026-04-19T02:51:39Z 2026-06-27T03:37:49Z 2026-09-07T12:28:49Z 穿透参数迷雾:量化策略的敏感度分析与鲁棒性构建 https://support.worldquantbrain.com/hc/en-us/community/posts/39854893045655 general synthesized 5 True 08-alpha-optimization/diagnostic-workflow.md
367 39854742805271 2026-04-19T02:26:34Z 2026-07-29T07:02:19Z 26.04.19 新顾问培训AI打工人安装 codebuddy配置版. https://support.worldquantbrain.com/hc/en-us/community/posts/39854742805271 events screened 13 True
368 39845230299927 2026-04-18T12:59:03Z 2026-08-01T17:39:01Z 【Alpha灵感】AI搜索字段极性配对,构建低PC因子(附提示词) https://support.worldquantbrain.com/hc/en-us/community/posts/39845230299927 ideas synthesized 15 True 00-restart/2026-timeline.md;01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md
369 39826862025879 2026-04-17T16:35:24Z 2026-07-15T11:04:57Z World Quant漫画(第三期) https://support.worldquantbrain.com/hc/en-us/community/posts/39826862025879 general screened 12 True
370 39822852669079 2026-04-17T14:36:50Z 2026-07-17T04:47:53Z 多图解析USA最新3x High Turnover Theme国区提交现况 https://support.worldquantbrain.com/hc/en-us/community/posts/39822852669079 optimization screened 6 True
371 39759673422487 2026-04-15T09:27:39Z 2026-08-13T14:05:49Z 在wq半年:从1.5刀到100刀,我是怎么做到连续三个月vf1.0+comb2.94的 https://support.worldquantbrain.com/hc/en-us/community/posts/39759673422487 lessons screened 12 True
372 39759058734359 2026-04-15T08:23:19Z 2026-07-29T07:24:15Z 【新人心魔】打破心魔之旅:这样的因子到底要不要交? https://support.worldquantbrain.com/hc/en-us/community/posts/39759058734359 general screened 9 True
373 39756841978519 2026-04-15T03:48:36Z 2026-08-01T03:45:22Z 2026-09-08T13:50:31Z 【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析 https://support.worldquantbrain.com/hc/en-us/community/posts/39756841978519 general screened 9 True
374 39729140385559 2026-04-14T06:17:42Z 2026-07-24T14:15:00Z 2026-09-08T06:02:21Z 【差生文具多】WQ助手1.02版(安卓版本+windows版本) https://support.worldquantbrain.com/hc/en-us/community/posts/39729140385559 general screened 14 True
375 39728814444695 2026-04-14T05:42:52Z 2026-07-30T02:16:37Z 26年Q1 Genius定级已更新,Q2赛季加油! https://support.worldquantbrain.com/hc/en-us/community/posts/39728814444695 general screened 20 True
376 39710403268759 2026-04-13T15:33:25Z 2026-06-30T15:41:20Z 【资源分享】免费的claude opus 4.6 api - Replit https://support.worldquantbrain.com/hc/en-us/community/posts/39710403268759 ai screened 11 True
377 39690289189015 2026-04-12T13:31:17Z 2026-06-29T20:16:29Z 【大角羊】一分钟掌握参加Orthogonal HTVR Theme要点(三倍加成)! https://support.worldquantbrain.com/hc/en-us/community/posts/39690289189015 general screened 14 True
379 39648644834967 2026-04-10T07:51:37Z 2026-07-27T23:26:48Z ppa一键untag代码 https://support.worldquantbrain.com/hc/en-us/community/posts/39648644834967 engineering screened 3 True
380 39623025163415 2026-04-09T10:18:10Z 2026-06-29T02:46:14Z 别再在几百条 alpha里盲选了!我用“相关性分族 + 组内排序” 1 分钟提取数据集回测结果里最值得保留的那些alpha https://support.worldquantbrain.com/hc/en-us/community/posts/39623025163415 portfolio screened 10 True
381 39621432305175 2026-04-09T07:28:57Z 2026-09-04T08:13:43Z 【AIAC2.0 冠军】关于比赛过程中一些经验的交流 https://support.worldquantbrain.com/hc/en-us/community/posts/39621432305175 lessons screened 9 True
382 39567420541079 2026-04-07T11:00:52Z 2026-09-04T09:29:19Z 2026-09-10T06:57:01Z 【个人经验】PPA 因子筛选标准与实战心得(适合新手参考) https://support.worldquantbrain.com/hc/en-us/community/posts/39567420541079 lessons screened 12 True
383 39565397650839 2026-04-07T07:21:14Z 2026-04-15T16:44:18Z 低成本使用ai,助力回测! https://support.worldquantbrain.com/hc/en-us/community/posts/39565397650839 ai screened 1 True
384 39531360358295 2026-04-05T17:23:40Z 2026-08-26T06:44:04Z 【新人向】是否还在对华子哥数据WebDataRAW不会解压而感到苦恼!即插即用代码来了,仅需Excel就可以进行数据分析! https://support.worldquantbrain.com/hc/en-us/community/posts/39531360358295 engineering screened 28 True
385 39524416948887 2026-04-05T01:07:37Z 2026-07-16T01:00:28Z 通俗易懂,从另一个角度理解一下方法vector_neut(x, y)、ts_vector_neut(x, y, d)、ts_vector_proj(x, y, d) https://support.worldquantbrain.com/hc/en-us/community/posts/39524416948887 general synthesized 11 True 07-professional-knowledge/data-and-signal-semantics.md
388 39466506480663 2026-04-02T07:29:51Z 2026-07-28T07:51:41Z 【Consultant 101】手把手教你搭建本地因子库 ② https://support.worldquantbrain.com/hc/en-us/community/posts/39466506480663 engineering synthesized 1 True 03-engineering/architecture.md;06-sources/curated.md
389 39439719861399 2026-04-01T08:57:47Z 2026-07-30T02:16:40Z 征集|Brain 用户访谈志愿者|参与可获 200 积分 https://support.worldquantbrain.com/hc/en-us/community/posts/39439719861399 events screened 34 True
390 39438387680919 2026-04-01T05:55:12Z 2026-08-19T12:50:04Z 【26年4月主题活动】IQC 邀请 + Combined Alpha Performance 提升计划 (最高可获得300积分) https://support.worldquantbrain.com/hc/en-us/community/posts/39438387680919 events screened 25 True
391 39408397746199 2026-03-31T02:44:55Z 2026-08-20T14:58:14Z 2026-09-08T01:53:13Z 【OSMOSIS新人友好版】真正的一键打分:指定区域清空+补齐10类+标签过滤 https://support.worldquantbrain.com/hc/en-us/community/posts/39408397746199 portfolio screened 21 True
392 39368763910807 2026-03-29T08:40:07Z 2026-06-29T00:02:35Z 【ValueFactor】关于这次更新VF从0.98突然暴跌至0.75的反思与警示 https://support.worldquantbrain.com/hc/en-us/community/posts/39368763910807 lessons synthesized 19 True 09-experience-lessons/failure-casebook.md
393 39367839107095 2026-03-29T05:37:12Z 2026-08-30T14:24:22Z 2026-09-11T00:19:43Z 手把手教学:新顾问如何安装APP+AI打工人模块 https://support.worldquantbrain.com/hc/en-us/community/posts/39367839107095 ai screened 25 True
394 39354616684439 2026-03-28T07:33:39Z 2026-06-10T00:20:34Z 2026-09-10T03:45:40Z 【工作流分享】基于openclaw的自动化agent工作流 https://support.worldquantbrain.com/hc/en-us/community/posts/39354616684439 ai screened 8 True
395 39354351739415 2026-03-28T06:32:44Z 2026-07-16T08:04:28Z 【QUANT101】什么是 Non-Compensated Alpha? 如何筛选 Compensated Alpha? https://support.worldquantbrain.com/hc/en-us/community/posts/39354351739415 general synthesized 4 True 03-engineering/2026-operating-lessons.md
396 39354315278103 2026-03-28T06:31:40Z 2026-06-10T00:20:46Z 【Agent Memory模块探索】用Supermemory在WorldQuant平台自动化挖掘Alpha因子 https://support.worldquantbrain.com/hc/en-us/community/posts/39354315278103 portfolio screened 7 True
397 39330854528151 2026-03-27T08:00:33Z 2026-09-06T17:51:56Z 经验分享-Combine提升之路-过山车的经历真刺激,从负数到2的来时路 https://support.worldquantbrain.com/hc/en-us/community/posts/39330854528151 lessons screened 13 True
398 39329143529751 2026-03-27T03:47:42Z 2026-06-29T13:49:39Z 【限时羊毛】只要邀请完成平台使用邮箱注册,即可获得IQC限定雨伞和背包! https://support.worldquantbrain.com/hc/en-us/community/posts/39329143529751 events screened 18 True
399 39319955780887 2026-03-26T19:08:49Z 2026-09-06T11:38:31Z 【经验分享】用AI 跑了几百次回测还找不到优质信号,到底是池塘没鱼还是鱼饵不对?燃烧token!给 AI 装上导航! https://support.worldquantbrain.com/hc/en-us/community/posts/39319955780887 guides synthesized 83 True 02-ai-mining/2026-methods-and-failures.md
400 39306926420887 2026-03-26T11:18:56Z 2026-09-03T09:02:59Z 半自动化提交 试试这套代码’,高效省心 半自动化提交 试试这套代码’,高效省心 https://support.worldquantbrain.com/hc/en-us/community/posts/39306926420887 engineering screened 3 True
401 39305892045719 2026-03-26T09:35:11Z 2026-07-31T14:29:03Z 我依靠这套代码,半个月点了10个塔 https://support.worldquantbrain.com/hc/en-us/community/posts/39305892045719 engineering screened 19 True
402 39304762113815 2026-03-26T07:13:47Z 2026-09-05T08:40:38Z 2026-09-10T04:17:24Z Harness engineering下的AI Quant https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815 ai screened 54 True
403 39303870526487 2026-03-26T05:03:57Z 2026-06-10T17:44:05Z ProdCorr改造插件,【即插即用】,直观显示Category,IS Testing Status 一键直达alphaid页面 ProdCorr改造插件,【即插即用】,直观显示Category,IS Testing Status 一键直达alphaid页面 https://support.worldquantbrain.com/hc/en-us/community/posts/39303870526487 portfolio screened 17 True
404 39302047350423 2026-03-26T01:37:21Z 2026-06-10T00:21:20Z 【Agent Memory 模块】OpenClaw节省Token的插件:PowerMem安装 【Agent Memory 模块】OpenClaw节省Token的插件:PowerMem安装 https://support.worldquantbrain.com/hc/en-us/community/posts/39302047350423 ai screened 3 True
405 39289349830295 2026-03-25T17:07:49Z 2026-07-24T10:44:09Z 微信Clawbot接通AI打工人 https://support.worldquantbrain.com/hc/en-us/community/posts/39289349830295 ai screened 7 True
406 39285932794391 2026-03-25T15:18:01Z 2026-09-06T15:18:05Z 鼠鼠靠着做WQ重启人生 https://support.worldquantbrain.com/hc/en-us/community/posts/39285932794391 general screened 67 True
407 39255045175191 2026-03-24T12:51:53Z 2026-08-22T04:18:03Z 积极拥抱AI-关于Claude-Code的agent-team功能的探索 https://support.worldquantbrain.com/hc/en-us/community/posts/39255045175191 ai screened 15 True
408 39253260827543 2026-03-24T11:12:58Z 2026-08-23T02:37:46Z 2026-09-09T06:38:17Z 【工作流分享】Gold可用的Super Alpha挖掘策略 https://support.worldquantbrain.com/hc/en-us/community/posts/39253260827543 portfolio screened 1 True
409 39252022275223 2026-03-24T09:05:46Z 2026-08-25T05:11:11Z 【邪修】当龙虾没有饲料了怎么办?白嫖啊! https://support.worldquantbrain.com/hc/en-us/community/posts/39252022275223 general screened 10 True
410 39251610735639 2026-03-24T08:15:29Z 2026-08-20T04:13:25Z 2026-09-08T01:53:14Z 【VF 0.95收入经验分享】高VF如何拿到更高的base https://support.worldquantbrain.com/hc/en-us/community/posts/39251610735639 lessons screened 13 True
411 39251361791255 2026-03-24T07:48:59Z 2026-06-10T00:22:14Z Kiro + MCP学习记录 https://support.worldquantbrain.com/hc/en-us/community/posts/39251361791255 ai screened 0 True
412 39251146195607 2026-03-24T07:11:39Z 2026-06-27T11:51:55Z 我如何用 Codex 有soul 做 WorldQuant 自动量化研究,越用越聪明 我如何用 Codex 有soul 做 WorldQuant 自动量化研究,越用越聪明 https://support.worldquantbrain.com/hc/en-us/community/posts/39251146195607 ai screened 8 True
413 39250162065943 2026-03-24T04:58:59Z 2026-09-06T22:04:35Z 【我退税1W,你呢】2025年个税汇算清缴已开始,看看你是不是可以退税? https://support.worldquantbrain.com/hc/en-us/community/posts/39250162065943 general screened 41 True
414 39249632575511 2026-03-24T03:46:09Z 2026-07-01T12:47:01Z 【ValueFactor】经验分享,纯新手VF 0.5 -> 0.97 -> 0.99 https://support.worldquantbrain.com/hc/en-us/community/posts/39249632575511 lessons screened 6 True
415 39249078858647 2026-03-24T02:46:56Z 2026-08-18T11:50:52Z osmosis point一键备份及恢复 https://support.worldquantbrain.com/hc/en-us/community/posts/39249078858647 portfolio screened 0 True
421 39224495902103 2026-03-23T07:55:35Z 2026-06-10T00:22:56Z 新晋顾问26天经验与踩坑分享 https://support.worldquantbrain.com/hc/en-us/community/posts/39224495902103 lessons screened 17 True
422 39224451555223 2026-03-23T07:47:43Z 2026-06-10T00:23:00Z 成为顾问的100天感想:道阻且长,唯有沉心学习。 https://support.worldquantbrain.com/hc/en-us/community/posts/39224451555223 general screened 8 True
423 39224259294999 2026-03-23T07:15:35Z 2026-08-06T03:19:39Z 【代码分享】遇到429时,我用代码写了个一套管理机制来动态控制并发数 https://support.worldquantbrain.com/hc/en-us/community/posts/39224259294999 engineering synthesized 0 True 03-engineering/2026-operating-lessons.md
424 39223126454679 2026-03-23T04:23:56Z 2026-07-16T00:19:02Z 2026-09-09T11:03:09Z 【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用 https://support.worldquantbrain.com/hc/en-us/community/posts/39223126454679 optimization screened 12 True
425 39223135297431 2026-03-23T04:22:04Z 2026-06-29T00:04:20Z "看一眼线",那是在看啥,Alpha"续航力评分"工具 https://support.worldquantbrain.com/hc/en-us/community/posts/39223135297431 engineering screened 11 True
426 39215982466071 2026-03-22T16:09:07Z 2026-08-08T00:46:41Z [skills小工具]将数据库中数据封装成skills,用于AI工作流 https://support.worldquantbrain.com/hc/en-us/community/posts/39215982466071 ai synthesized 5 True 02-ai-mining/2026-methods-and-failures.md
427 39213565539095 2026-03-22T12:00:01Z 2026-07-29T14:28:19Z 【Quant101】手把手教你搭建本地因子库 ① https://support.worldquantbrain.com/hc/en-us/community/posts/39213565539095 engineering screened 11 True
428 39211291325335 2026-03-22T04:36:51Z 2026-08-26T06:57:45Z 成为Expert的VF爬升之路:0.68-0.98-0.99 https://support.worldquantbrain.com/hc/en-us/community/posts/39211291325335 lessons screened 6 True
429 39202207210135 2026-03-21T13:59:19Z 2026-08-18T08:34:04Z 2026-09-07T11:47:49Z [代码优化]精准Osmosis10万点数(误差只有1) https://support.worldquantbrain.com/hc/en-us/community/posts/39202207210135 portfolio screened 3 True
430 39201891253911 2026-03-21T13:28:41Z 2026-06-27T03:44:35Z iflow cli将4月停止维护,提前使用opencode免费使用MiMo模型MiniMax等模型 https://support.worldquantbrain.com/hc/en-us/community/posts/39201891253911 ai screened 12 True
431 39195490429847 2026-03-20T23:15:50Z 2026-07-28T12:18:09Z WorldQuant BRAIN 量化策略影响力有向图解析:那些决定成败的关键回路 https://support.worldquantbrain.com/hc/en-us/community/posts/39195490429847 ai screened 9 True
432 39183798681239 2026-03-20T16:23:31Z 2026-06-10T00:23:49Z 将从网页拉取的数据存储到数据库 https://support.worldquantbrain.com/hc/en-us/community/posts/39183798681239 engineering screened 5 True
442 39061898258071 2026-03-16T05:55:04Z 2026-07-28T11:16:57Z workbuddy让回测更方便 https://support.worldquantbrain.com/hc/en-us/community/posts/39061898258071 engineering screened 14 True
443 39050410166807 2026-03-15T13:53:18Z 2026-09-03T01:53:10Z 关于IS ladder sharpe优化的一点实践经验 https://support.worldquantbrain.com/hc/en-us/community/posts/39050410166807 lessons screened 5 True
444 39035430170135 2026-03-14T14:22:46Z 2026-07-30T02:58:45Z 【经验分享】第一个35SA的生成之路-你认为的好对SA来说不一定真的好 https://support.worldquantbrain.com/hc/en-us/community/posts/39035430170135 lessons screened 16 True
445 39034638600343 2026-03-14T13:10:48Z 2026-06-10T00:24:52Z 写了一个专门生成提交alpha 的open claw 的skill 写了一个专门生成提交alpha 的open claw 的skill https://support.worldquantbrain.com/hc/en-us/community/posts/39034638600343 ai screened 4 True
446 39034538171159 2026-03-14T13:02:40Z 2026-08-27T12:51:09Z 【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的               【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的 https://support.worldquantbrain.com/hc/en-us/community/posts/39034538171159 ai screened 8 True
447 39008832536599 2026-03-13T10:36:09Z 2026-06-10T00:25:00Z 【你用什么模型?】主流大模型评测 https://support.worldquantbrain.com/hc/en-us/community/posts/39008832536599 ai screened 1 True
448 39007426454423 2026-03-13T07:33:02Z 2026-07-15T11:05:00Z 预测你的Osmosis combined performance排名! 看看你排在哪里? - by 亚当 预测你的Osmosis combined performance排名! 看看你排在哪里? - by 亚当 https://support.worldquantbrain.com/hc/en-us/community/posts/39007426454423 portfolio screened 3 True
449 39007288486679 2026-03-13T07:11:51Z 2026-07-20T11:19:16Z 【base经验分享方向帖 】带你分析vf0.77 如何吃到50刀 上篇 https://support.worldquantbrain.com/hc/en-us/community/posts/39007288486679 lessons screened 10 True
450 38989280956951 2026-03-12T15:18:17Z 2026-09-05T14:52:59Z 2026-09-08T11:56:02Z AI教我写模板 https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951 ai screened 9 True
451 38980270292631 2026-03-12T04:28:30Z 2026-08-24T11:13:04Z 16815刀季度奖经验分享-小虎 https://support.worldquantbrain.com/hc/en-us/community/posts/38980270292631 events synthesized 43 True 09-experience-lessons/competition-evidence.md
452 38979392093591 2026-03-12T02:49:10Z 2026-06-30T18:10:16Z 差一点就能提交的alpha怎么救?我的10个方法 https://support.worldquantbrain.com/hc/en-us/community/posts/38979392093591 general screened 0 True
453 38979342434455 2026-03-12T02:46:36Z 2026-08-06T06:46:57Z 【工具分享】用Claude Code + MCP搭建全自动因子挖掘流水线的实践 https://support.worldquantbrain.com/hc/en-us/community/posts/38979342434455 ai screened 23 True
454 38953629858327 2026-03-11T06:39:16Z 2026-06-27T11:49:20Z 【VF0.74 BASE居然也能40刀!】每日base方向帖 https://support.worldquantbrain.com/hc/en-us/community/posts/38953629858327 lessons screened 31 True
455 38932709256727 2026-03-10T14:03:07Z 2026-09-01T11:50:14Z 2026-09-09T03:25:50Z 【经验分享】我的上分之路:Gold→Master→Grandmaster https://support.worldquantbrain.com/hc/en-us/community/posts/38932709256727 lessons screened 39 True
456 38927243023383 2026-03-10T08:05:28Z 2026-08-13T11:18:06Z 【贺六浑】从大厂内卷到18线小城:稳吃保底与我的两次GM进阶之路 https://support.worldquantbrain.com/hc/en-us/community/posts/38927243023383 lessons screened 32 True
457 38927191768343 2026-03-10T07:58:12Z 2026-08-13T11:18:06Z USA analyst一些具有经济学意义的重组数据字段 https://support.worldquantbrain.com/hc/en-us/community/posts/38927191768343 data synthesized 23 True 01-alpha-ideas/relationship-and-extension-cards.md;07-professional-knowledge/data-and-signal-semantics.md
458 38909536551575 2026-03-09T17:08:15Z 2026-06-10T00:26:42Z 【贺六浑】OpenClaw 快速安装与避坑指南 https://support.worldquantbrain.com/hc/en-us/community/posts/38909536551575 general screened 17 True
469 38818912466199 2026-03-05T07:12:10Z 2026-06-10T00:27:35Z OpenCode 零基础入门指南 https://support.worldquantbrain.com/hc/en-us/community/posts/38818912466199 general screened 8 True
470 38791976126999 2026-03-04T09:41:15Z 2026-06-10T00:27:40Z 【AI工具推荐】OpenClaw平替--OpenWork,适用于windows系统。 https://support.worldquantbrain.com/hc/en-us/community/posts/38791976126999 ai screened 15 True
471 38791576234647 2026-03-04T08:58:53Z 2026-08-31T16:06:50Z TRAE配置MCP和Skills(最新) https://support.worldquantbrain.com/hc/en-us/community/posts/38791576234647 ai screened 8 True
472 38768672144151 2026-03-03T14:20:03Z 2026-07-24T04:36:19Z 【日常生活贴】我的量化日记第十季 【日常生活贴】我的量化日记第十季 https://support.worldquantbrain.com/hc/en-us/community/posts/38768672144151 lessons screened 1189 True
473 38767793594775 2026-03-03T13:47:25Z 2026-08-24T12:07:38Z 【经验分享】菜鸟日记——代码小白如何稳住6个月VF0.9+ https://support.worldquantbrain.com/hc/en-us/community/posts/38767793594775 lessons screened 24 True
474 38761123396375 2026-03-03T03:24:32Z 2026-07-30T02:16:42Z 【26年3月主题活动】2026 全球量化挑战赛(IQC)推荐计划 & Osmosis 大挑战 https://support.worldquantbrain.com/hc/en-us/community/posts/38761123396375 events screened 51 True
475 38738996110743 2026-03-02T14:23:47Z 2026-06-29T13:54:04Z 我这个expert,领了半个master的奖金!!! https://support.worldquantbrain.com/hc/en-us/community/posts/38738996110743 events screened 23 True
476 38736030987927 2026-03-02T12:21:30Z 2026-07-27T01:46:40Z [代码优化]将历史回测存储至MongoDB中 https://support.worldquantbrain.com/hc/en-us/community/posts/38736030987927 optimization screened 8 True
477 38720223996439 2026-03-01T08:50:29Z 2026-06-10T00:30:14Z 成为expert,vf连续三个月上0.9!!! https://support.worldquantbrain.com/hc/en-us/community/posts/38720223996439 lessons screened 15 True
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480 38669179039255 2026-02-26T19:36:10Z 2026-08-30T01:57:22Z EUR TOPCS1600的经验:解决Robust universe Sharpe / Sub-universe Sharpe / Weight concentration 问题 https://support.worldquantbrain.com/hc/en-us/community/posts/38669179039255 lessons synthesized 31 True 08-alpha-optimization/diagnostic-workflow.md
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500 38376574647447 2026-02-13T08:20:39Z 2026-07-19T18:05:59Z 【经验分享】新人如何Combine 2.3, VF 0.9 https://support.worldquantbrain.com/hc/en-us/community/posts/38376574647447 lessons screened 8 True
501 38375309010327 2026-02-13T05:22:07Z 2026-06-10T00:34:48Z 📢 AI Alpha 竞赛:提交前最终自查清单 (Final Self-Check List) https://support.worldquantbrain.com/hc/en-us/community/posts/38375309010327 ai screened 10 True
502 38373794487063 2026-02-13T02:44:02Z 2026-06-10T00:34:53Z 【工具分享】简单便捷地给大模型添加skills https://support.worldquantbrain.com/hc/en-us/community/posts/38373794487063 ai screened 6 True
503 38353367804695 2026-02-12T13:39:47Z 2026-06-27T11:50:19Z 【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新! 快来看看本次 value factor 和 combined 更新情况吧! 【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新! 快来看看本次 value factor 和 combined 更新情况吧! https://support.worldquantbrain.com/hc/en-us/community/posts/38353367804695 lessons screened 4 True
504 38349347744407 2026-02-12T08:05:12Z 2026-07-09T03:10:05Z 终于走出雾霾区,体验了一把“一柱擎天”的喜悦!!!(vf: 0.5 -> 0.14 -> 0.13 -> 0.38 ->0.81->0.95) https://support.worldquantbrain.com/hc/en-us/community/posts/38349347744407 lessons screened 17 True
505 38348972485911 2026-02-12T07:15:22Z 2026-06-10T00:35:09Z 0.74VF也能1RA吃到14刀! https://support.worldquantbrain.com/hc/en-us/community/posts/38348972485911 lessons screened 11 True
506 38320422749463 2026-02-11T07:22:25Z 2026-06-10T00:35:14Z 【经验分享】如何从expert直升GM https://support.worldquantbrain.com/hc/en-us/community/posts/38320422749463 lessons screened 18 True
517 38249576693911 2026-02-08T04:57:26Z 2026-07-31T16:43:02Z [必要检查:OS比赛分数统计]OS比赛分数统计 https://support.worldquantbrain.com/hc/en-us/community/posts/38249576693911 general screened 5 True
518 38235318555415 2026-02-07T05:44:22Z 2026-06-10T00:39:04Z 【送AI Token】参加今日培训AI工具助你研究效率翻倍,更有token券相送 https://support.worldquantbrain.com/hc/en-us/community/posts/38235318555415 events screened 1 True
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521 38210807994519 2026-02-06T09:28:25Z 2026-07-29T16:04:46Z OSMOSIS 分数分配策略 by TIGER:big head 分配法 https://support.worldquantbrain.com/hc/en-us/community/posts/38210807994519 portfolio screened 10 True
522 38209592294167 2026-02-06T06:42:41Z 2026-06-10T00:43:16Z VF第一次更新从0.5-0.88的感想 https://support.worldquantbrain.com/hc/en-us/community/posts/38209592294167 lessons screened 4 True
523 38187278934551 2026-02-05T14:15:07Z 2026-06-29T14:22:04Z data存储与主题数据高效获取方法 https://support.worldquantbrain.com/hc/en-us/community/posts/38187278934551 general screened 9 True
525 38182883500055 2026-02-05T09:48:58Z 2026-07-29T14:44:42Z OS更新后对于“这个因子到底能不能交”的一点思考 【传奇耐打王系列一】 https://support.worldquantbrain.com/hc/en-us/community/posts/38182883500055 general screened 9 True
526 38182819864471 2026-02-05T09:38:03Z 2026-08-26T13:53:46Z 【差生文具多】WQ助手1.01版本(安卓版本) https://support.worldquantbrain.com/hc/en-us/community/posts/38182819864471 general screened 12 True
527 38154547987607 2026-02-04T08:15:31Z 2026-06-10T00:43:46Z 【ValueFactor提升经验】从0.26->0.53->0.56->0.9->0.95的经验之谈 https://support.worldquantbrain.com/hc/en-us/community/posts/38154547987607 lessons screened 10 True
528 38151220803095 2026-02-04T02:22:18Z 2026-09-03T09:07:10Z 2026-09-09T03:30:16Z AI打工人配置指南 - Windows\Mac\Linux https://support.worldquantbrain.com/hc/en-us/community/posts/38151220803095 ai screened 113 True
529 38149908964759 2026-02-04T01:09:24Z 2026-06-10T00:43:55Z 【AI打工人Step4运行问题】针对Mac系统的代码调整 https://support.worldquantbrain.com/hc/en-us/community/posts/38149908964759 ai screened 4 True
530 38121900955415 2026-02-03T05:48:25Z 2026-06-10T00:44:00Z 新人期升段失败 ,vf0.5-0.93的个人小结 https://support.worldquantbrain.com/hc/en-us/community/posts/38121900955415 lessons screened 18 True
531 38121748548759 2026-02-03T05:25:48Z 2026-07-17T22:01:22Z 【WQ数据监控】wqmanager.qzz.io 一览wq-leaderboard数据 https://support.worldquantbrain.com/hc/en-us/community/posts/38121748548759 general screened 25 True
532 38121562587543 2026-02-03T05:01:45Z 2026-06-10T00:44:11Z 萌新第一次定级怎么做到comb-1.48但是Velue Factor0.9的(踩坑教程) https://support.worldquantbrain.com/hc/en-us/community/posts/38121562587543 lessons screened 6 True
533 38121310515223 2026-02-03T04:33:20Z 2026-09-03T09:42:11Z 2026-09-10T04:38:42Z PPA活动主题限制下,提交ra点塔的一点心得。 https://support.worldquantbrain.com/hc/en-us/community/posts/38121310515223 events screened 17 True
534 38120459173143 2026-02-03T03:10:49Z 2026-07-22T02:09:44Z PC限流的破解小窍门:基于SC的PC优化方法 https://support.worldquantbrain.com/hc/en-us/community/posts/38120459173143 optimization synthesized 4 True 08-alpha-optimization/diagnostic-workflow.md
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536 38120016912407 2026-02-03T02:28:52Z 2026-06-29T02:45:50Z 【BRAIN顾问的春节精彩瞬间】马上有福·BRAIN新春喜乐会 🏮 https://support.worldquantbrain.com/hc/en-us/community/posts/38120016912407 ai screened 159 True
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539 38037870580375 2026-01-30T02:11:13Z 2026-06-10T00:44:42Z [找灵感] 我遇到的找灵感时账号登录问题 https://support.worldquantbrain.com/hc/en-us/community/posts/38037870580375 ideas screened 6 True
540 38025695370775 2026-01-29T18:31:48Z 2026-08-09T16:28:34Z 【效率王】APP重磅升级功能:来点Alpha--重新定义AI时代123阶 https://support.worldquantbrain.com/hc/en-us/community/posts/38025695370775 ai screened 60 True
541 38021301172759 2026-01-29T16:12:12Z 2026-06-10T00:44:54Z 关于ts_decay_linear的妙用 https://support.worldquantbrain.com/hc/en-us/community/posts/38021301172759 optimization screened 19 True
542 38013614427671 2026-01-29T09:43:31Z 2026-08-31T06:22:43Z Gemini CLI正确开启skills以及alpha迭代优化工作流 https://support.worldquantbrain.com/hc/en-us/community/posts/38013614427671 optimization screened 16 True
543 38013569192983 2026-01-29T09:32:22Z 2026-06-10T00:45:04Z 使用mcp+ai挖掘alpha过程中节约token的小技巧 https://support.worldquantbrain.com/hc/en-us/community/posts/38013569192983 ai screened 8 True
544 38011740910743 2026-01-29T05:25:34Z 2026-08-07T10:56:00Z 英伟达免费模型接入Claude Code使用AI打工人 https://support.worldquantbrain.com/hc/en-us/community/posts/38011740910743 ai screened 13 True
545 38010074902295 2026-01-29T02:45:43Z 2026-04-30T22:54:38Z 我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化,记录一下过程 我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化,记录一下过程 https://support.worldquantbrain.com/hc/en-us/community/posts/38010074902295 optimization screened 3 True
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572 37762717623063 2026-01-18T16:52:39Z 2026-06-10T00:47:18Z 【AI桌面插件】作为智能助手寻找 Alpha 模版和灵感 https://support.worldquantbrain.com/hc/en-us/community/posts/37762717623063 ideas screened 5 True
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576 37745706080407 2026-01-17T08:00:15Z 2026-06-22T00:23:32Z 【SKILLS everywhere】自动同步skills,从claude到gemini,codex,iflow https://support.worldquantbrain.com/hc/en-us/community/posts/37745706080407 ai screened 6 True
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614 37503393839895 2026-01-07T15:32:28Z 2026-02-28T07:18:35Z 2026-09-08T01:53:19Z [Gemini大王]同时调取多个Gemini Cli完成不同工作 https://support.worldquantbrain.com/hc/en-us/community/posts/37503393839895 ai screened 3 True
615 37495491312407 2026-01-07T06:52:07Z 2026-01-17T12:29:52Z 【代码优化】一句话debug:429?多try一下就好啦! https://support.worldquantbrain.com/hc/en-us/community/posts/37495491312407 optimization screened 2 True
616 37495033591447 2026-01-07T05:55:18Z 2026-08-24T04:48:37Z QuantGo Kit:基于Grafana的WorldQuant量化可视化篇 https://support.worldquantbrain.com/hc/en-us/community/posts/37495033591447 general screened 5 True
617 37494588760343 2026-01-07T04:56:49Z 2026-05-17T07:10:31Z 【代码优化】缘分一道桥429 频繁报错 + 解析误判的一个实用修法(亲测有效) https://support.worldquantbrain.com/hc/en-us/community/posts/37494588760343 optimization screened 4 True
625 37427295710359 2026-01-04T09:45:08Z 2026-08-01T04:49:27Z [SuperAlpha] 基于SuperAlpha数据分析师--Own极简回测次数源源不断三五(附代码) https://support.worldquantbrain.com/hc/en-us/community/posts/37427295710359 portfolio screened 19 True
626 37389747140119 2026-01-02T06:57:14Z 2026-02-02T08:11:24Z Brain Labs填充缺失值使用未来数据吗? https://support.worldquantbrain.com/hc/en-us/community/posts/37389747140119 ai screened 2 True
627 37388868198423 2026-01-02T04:37:56Z 2026-08-14T05:27:45Z 2025年踩坑经验总结 vf 0.5->0.13->0.38->0.81; Combined Alpha Performance 0.68->0.06->-0.58->0.36; https://support.worldquantbrain.com/hc/en-us/community/posts/37388868198423 lessons synthesized 5 True 09-experience-lessons/failure-casebook.md
628 37388646548119 2026-01-02T04:12:54Z 2026-09-06T12:19:42Z [工具分享]一键 Robust Sharpe优化辅助 [工具分享]一键 Robust Sharpe优化辅助 https://support.worldquantbrain.com/hc/en-us/community/posts/37388646548119 optimization screened 9 True
629 37386294914199 2026-01-01T23:54:25Z 2026-07-12T10:24:28Z [cnhkmcp APP] 导出带settings的json批量回测--断点续传,智能重试 https://support.worldquantbrain.com/hc/en-us/community/posts/37386294914199 ai screened 1 True
630 37377610926999 2026-01-01T07:46:19Z 2026-07-25T10:32:22Z 获取生产相关性代码改进 https://support.worldquantbrain.com/hc/en-us/community/posts/37377610926999 portfolio screened 1 True
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@@ -1,6 +1,8 @@
# WorldQuant 研究重启知识库
整理时间:2026-09-07,Asia/Shanghai。论坛严格按 **2026-01-01 起的发帖时间**筛选;旧帖即使今年更新、被邮件或合集引用,也不纳入论坛研究来源。面向个人研究,不包含已运行或保证有效的 Alpha。
首次整理:2026-09-07;论坛最近同步:2026-09-11,Asia/Shanghai。论坛严格按 **2026-01-01 起的发帖时间**筛选;旧帖即使今年更新、被邮件或合集引用,也不纳入论坛研究来源。面向个人研究,不包含已运行或保证有效的 Alpha。
9 月 11 日增量:论坛索引现有 **629 篇帖子、9,587 条评论**,新增收录 6 篇(其中 1 篇为 9 月 5 日漏收来源),并补齐原有三篇帖子的 6 条历史评论。新增 ARC2026 官方 FAQ 复核、跨区域重跑经验及论坛公告,见 [平台更新](04-platform/current-updates.md) 和 [工程经验](03-engineering/2026-operating-lessons.md)。首次完整比较基线已建立;旧帖更新时间变化不能直接等同正文编辑,详见 [来源与覆盖](06-sources/README.md)。
**先更新研究方向,再恢复回测规模。** 当前最值得投入的是有经济解释的低相关信号、能保留失败证据的 AI 实验闭环,以及组合层的增量价值。不要把“提交数量”“Token 消耗”当作研究进展。
@@ -33,6 +35,6 @@
官方文章和官方邮件用于确认规则;论坛正文和评论用于获得研究线索。作者报告的 Sharpe、收益、耗时和成功率均未在本次任务中复现。“建议”“实验设计”是基于材料整理的研究方案,不是平台要求。
已获取 708 封范围内邮件的 MIME 正文、中文论坛今年新发的 **623 篇帖子及其 9,572 条评论**。今年帖子完成标题与正文主旨初筛,按研究价值进一步精读正文和实质评论;没有逐条精读全部评论,图片中的全部公式与回测截图也未逐张核验。来源覆盖与阅读层次见 [覆盖记录](06-sources/README.md),每帖类别、评论采集数与本库引用位置见 [2026 阅读索引](06-sources/forum-review-2026.csv)。未导出邮件全文、认证信息、Cookie、退订令牌或会议私人加入链接。
9 月 7 日历史基线取得 708 封范围内邮件的 MIME 正文、中文论坛今年新发的 **623 篇帖子及其 9,572 条评论**;本周没有同步邮件。历史帖子完成标题与正文主旨初筛,按研究价值进一步精读正文和实质评论;没有逐条精读全部评论,图片中的全部公式与回测截图也未逐张核验。来源覆盖与阅读层次见 [覆盖记录](06-sources/README.md),每帖类别、评论采集数与本库引用位置见 [2026 阅读索引](06-sources/forum-review-2026.csv)。未导出邮件全文、认证信息、Cookie、退订令牌或会议私人加入链接。
文件位于当前工作树 `docs/worldquant-knowledge-base/`。用户提供的 `docs/worldquant-mail-index.html` 在指定主目录及本工作树均未找到,因此重建了来源目录。现有系统方案与代码未改动。
+27 -20
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@@ -1,5 +1,5 @@
import { useEffect, useState } from "react";
import { Toast } from "@douyinfe/semi-ui-19";
import { Table, Toast } from "@douyinfe/semi-ui-19";
import { api, formatNumber, formatTime, stateLabels } from "../api";
import { PnlChart } from "../components/PnlChart";
import type { Alpha, Pnl, Research } from "../types";
@@ -62,26 +62,33 @@ export function AlphaToolCard({ call, onAction, timezone }: ToolCardProps) {
<small>
{alpha.id} · {alpha.region ?? "地区未提供"}
</small>
<table>
<thead>
<tr>
<th>Sharpe</th>
<th>Fitness</th>
<th>Turnover</th>
</tr>
</thead>
<tbody>
<tr>
<td>{formatNumber(alpha.sharpe)}</td>
<td>{formatNumber(alpha.fitness)}</td>
<td>
{alpha.turnover == null
<Table<Alpha>
dataSource={[alpha]}
rowKey="id"
pagination={false}
size="small"
tableLayout="fixed"
columns={[
{
title: "Sharpe",
key: "sharpe",
render: (_, alpha) => formatNumber(alpha.sharpe),
},
{
title: "Fitness",
key: "fitness",
render: (_, alpha) => formatNumber(alpha.fitness),
},
{
title: "Turnover",
key: "turnover",
render: (_, alpha) =>
alpha.turnover == null
? "未提供"
: `${formatNumber(alpha.turnover * 100)}%`}
</td>
</tr>
</tbody>
</table>
: `${formatNumber(alpha.turnover * 100)}%`,
},
]}
/>
<small>本地快照 · {formatTime(alpha.synced_at, timezone)}</small>
</div>
))}
+1 -17
View File
@@ -369,26 +369,10 @@
text-align: left;
overflow-wrap: anywhere;
}
.ai-alpha-results table {
width: 100%;
text-align: left;
.ai-alpha-results .semi-table {
margin-top: var(--space-2);
border-collapse: collapse;
table-layout: fixed;
font-variant-numeric: tabular-nums;
}
.ai-alpha-results th,
.ai-alpha-results td {
white-space: nowrap;
overflow: hidden;
text-overflow: ellipsis;
font-weight: 400;
padding: var(--space-1) 0;
}
.ai-alpha-results th {
color: var(--muted);
font-size: 12px;
}
.ai-resize {
position: absolute;
left: -4px;
+44 -33
View File
@@ -5,6 +5,7 @@ import {
Button,
Input,
Spin,
Table,
Tag,
Toast,
} from "@douyinfe/semi-ui-19";
@@ -374,46 +375,56 @@ export function AccountPage({
))}
</div>
<div className="usage-table-wrap">
<table className="usage-table">
<thead>
<tr>
<th>用量类型</th>
<th>今日</th>
<th>昨日</th>
<th>每日上限</th>
<th>剩余额度</th>
</tr>
</thead>
<tbody>
{(
[
["submissions", "Alpha 提交"],
["simulations", "回测"],
] as const
).map(([key, label]) => (
<tr key={key}>
<th scope="row">{label}</th>
<td>
{usage?.[key]?.today == null
? "尚无当日记录"
: count(usage[key]?.today)}
</td>
<td title={usage?.[key]?.yesterday_date ?? undefined}>
<Table<{ key: "submissions" | "simulations"; label: string }>
className="usage-table"
dataSource={[
{ key: "submissions", label: "Alpha 提交" },
{ key: "simulations", label: "回测" },
]}
rowKey="key"
pagination={false}
size="small"
style={{ minWidth: 640 }}
columns={[
{ title: "用量类型", dataIndex: "label", width: 120 },
{
title: "今日",
key: "today",
render: (_, { key }) =>
usage?.[key]?.today == null
? "尚无当日记录"
: count(usage[key]?.today),
},
{
title: "昨日",
key: "yesterday",
render: (_, { key }) => (
<span title={usage?.[key]?.yesterday_date ?? undefined}>
{count(usage?.[key]?.yesterday)}
</td>
<td>
</span>
),
},
{
title: "每日上限",
key: "limit",
render: (_, { key }) => (
<>
{usage?.[key]?.limit == null
? "平台未返回"
: count(usage[key]?.limit)}
{key === "simulations" &&
usage?.simulations?.limit != null &&
"(本地设定)"}
</td>
<td>{count(usage?.[key]?.remaining)}</td>
</tr>
))}
</tbody>
</table>
</>
),
},
{
title: "剩余额度",
key: "remaining",
render: (_, { key }) => count(usage?.[key]?.remaining),
},
]}
/>
</div>
<p className="usage-note">
回测按本地每日额度计算剩余次数;活动统计可能延迟,当日次数未知时不估算余额。
+48 -32
View File
@@ -1,5 +1,5 @@
import { useEffect, useState } from "react";
import { Banner, Button, Input, Spin } from "@douyinfe/semi-ui-19";
import { Banner, Button, Input, Spin, Table } from "@douyinfe/semi-ui-19";
import { api, formatTime } from "../api";
import type { Account } from "../types";
import "./home.css";
@@ -312,27 +312,50 @@ function PyramidPanel({
</span>
</div>
<div className="home-table-wrap">
<table>
<thead>
<tr>
<th>地区</th>
<th>延迟</th>
<th>数据类别</th>
<th>{metric}</th>
</tr>
</thead>
<tbody>
{rows.map((row, index) => (
<tr
key={`${row.region}:${row.delay}:${row.category_id}:${index}`}
>
<td>{row.region}</td>
<td>D{row.delay}</td>
<td>
<Table<PyramidRow>
dataSource={rows}
rowKey={(row) =>
row ? `${row.region}:${row.delay}:${row.category_id}` : ""
}
pagination={false}
size="small"
sticky
style={{ minWidth: 440 }}
empty={
state.data.items.length
? "没有匹配的 Pyramid 类别。"
: "平台暂未返回 Pyramid 数据。"
}
columns={[
{
title: "地区",
key: "region",
width: 64,
render: (_, row) => row.region,
},
{
title: "延迟",
key: "delay",
width: 64,
render: (_, row) => <>D{row.delay}</>,
},
{
title: "数据类别",
key: "category",
render: (_, row) => (
<>
<strong>{row.category_name}</strong>
<small>{row.category_id}</small>
</td>
<td>
</>
),
},
{
title: metric,
key: "value",
width: 110,
align: "right",
render: (_, row) => (
<>
<div className="home-value">
{row.value === null
? "—"
@@ -345,18 +368,11 @@ function PyramidPanel({
}}
/>
</div>
</td>
</tr>
))}
</tbody>
</table>
{!rows.length && (
<div className="home-empty">
{state.data.items.length
? "没有匹配的 Pyramid 类别。"
: "平台暂未返回 Pyramid 数据。"}
</div>
)}
</>
),
},
]}
/>
</div>
<footer>
{metric === "Alpha 数量" && (
+76 -58
View File
@@ -1,5 +1,5 @@
import { useEffect, useState } from "react";
import { Banner, Button, Input, Toast } from "@douyinfe/semi-ui-19";
import { Banner, Button, Input, Table, Toast } from "@douyinfe/semi-ui-19";
import { api, formatTime, post } from "../api";
import "./mcp-keys.css";
@@ -23,6 +23,7 @@ type TokenPage = {
const scopes = [
["research:read", "读取研究数据", "查询目录、历史、运行与结果"],
["research:refresh", "刷新研究数据", "更新缓存、检查自相关及恢复 WorldQuant 认证"],
["research:write", "保存研究模板", "保存大模型总结的模板及来源,供后续批量回测"],
["backtests:execute", "执行回测", "提交新的回测批次"],
["backtests:control", "控制回测", "暂停、继续、停止与恢复采集"],
] as const;
@@ -246,71 +247,88 @@ export function MCPKeysPage() {
已创建的 Key <span className="mcp-key-count">{data?.total ?? 0}</span>
</h2>
<div className="mcp-key-table">
<table>
<thead>
<tr>
<th>名称</th>
<th>权限</th>
<th>状态</th>
<th>创建时间</th>
<th>到期时间</th>
<th>操作</th>
</tr>
</thead>
<tbody>
{data?.items.map((item) => (
<tr key={item.id}>
<td>
<Table<Token>
dataSource={data?.items ?? []}
rowKey="id"
pagination={false}
size="small"
style={{ minWidth: 1040 }}
loading={loading}
empty="暂无 MCP Key。"
columns={[
{
title: "名称",
key: "name",
width: 240,
render: (_, item) => (
<>
<strong>{item.name}</strong>
<small>{item.id}</small>
</td>
<td>
{item.scopes.map((scope) => (
<small key={scope}>
{scopes.find(([value]) => value === scope)?.[1] ??
scope}
</small>
))}
</td>
<td>{labels[item.status]}</td>
<td>{formatTime(item.created_at)}</td>
<td>{formatTime(item.expires_at)}</td>
<td>
{item.revoked_at ? (
"—"
) : revoking === item.id ? (
<div>
<p>撤销后新请求立即失效,已受理回测继续执行。</p>
<Button
type="danger"
disabled={busy}
onClick={() => void revoke(item.id)}
>
确认撤销
</Button>
<Button
disabled={busy}
onClick={() => setRevoking(null)}
>
取消
</Button>
</div>
) : (
</>
),
},
{
title: "权限",
key: "scopes",
width: 200,
render: (_, item) =>
item.scopes.map((scope) => (
<small key={scope}>
{scopes.find(([value]) => value === scope)?.[1] ?? scope}
</small>
)),
},
{
title: "状态",
key: "status",
width: 100,
render: (_, item) => labels[item.status],
},
{
title: "创建时间",
key: "created_at",
width: 180,
render: (_, item) => formatTime(item.created_at),
},
{
title: "到期时间",
key: "expires_at",
width: 180,
render: (_, item) => formatTime(item.expires_at),
},
{
title: "操作",
key: "actions",
render: (_, item) =>
item.revoked_at ? (
"—"
) : revoking === item.id ? (
<div>
<p>撤销后新请求立即失效,已受理回测继续执行。</p>
<Button
type="danger"
disabled={busy}
onClick={() => setRevoking(item.id)}
onClick={() => void revoke(item.id)}
>
撤销
确认撤销
</Button>
)}
</td>
</tr>
))}
</tbody>
</table>
<Button disabled={busy} onClick={() => setRevoking(null)}>
取消
</Button>
</div>
) : (
<Button
type="danger"
disabled={busy}
onClick={() => setRevoking(item.id)}
>
撤销
</Button>
),
},
]}
/>
</div>
{!loading && !data?.items.length && <p>暂无 MCP Key。</p>}
<div className="mcp-key-actions">
<Button
disabled={offset === 0 || loading || busy}
-33
View File
@@ -126,31 +126,6 @@ body[theme-mode="dark"] .home-date-fields input {
max-height: 420px;
overflow: auto;
}
.home-panel table {
width: 100%;
border-collapse: separate;
border-spacing: 0;
text-align: left;
font-size: 13px;
}
.home-panel th {
position: sticky;
top: 0;
z-index: 1;
background: var(--canvas);
font-weight: 500;
color: var(--muted);
white-space: nowrap;
}
.home-panel td,
.home-panel th {
padding: 12px 16px;
border-bottom: 1px solid var(--line);
}
.home-panel td:first-child,
.home-panel td:nth-child(2) {
white-space: nowrap;
}
.home-panel td strong {
font-weight: 400;
overflow-wrap: anywhere;
@@ -161,10 +136,6 @@ body[theme-mode="dark"] .home-date-fields input {
color: var(--muted);
overflow-wrap: anywhere;
}
.home-panel td:last-child {
min-width: 96px;
text-align: right;
}
.home-value {
font-variant-numeric: tabular-nums;
font-weight: 500;
@@ -210,8 +181,4 @@ body[theme-mode="dark"] .home-date-fields input {
.home-heading {
align-items: flex-start;
}
.home-panel td,
.home-panel th {
padding: 10px;
}
}
+2 -14
View File
@@ -84,21 +84,9 @@
.mcp-key-table {
overflow: auto;
}
.mcp-key-table table {
width: 100%;
border-collapse: collapse;
text-align: left;
}
.mcp-key-table th,
.mcp-key-table td {
padding: 12px;
border-bottom: 1px solid var(--semi-color-border);
.mcp-key-table .semi-table-row-cell {
vertical-align: top;
}
.mcp-key-table th {
color: var(--semi-color-text-2);
font-weight: 500;
white-space: nowrap;
overflow-wrap: anywhere;
}
.mcp-key-count {
color: var(--semi-color-text-2);
@@ -0,0 +1,30 @@
import { Button, Popconfirm } from "@douyinfe/semi-ui-19";
/** Remove a research item from its list while keeping historical references. */
export function DeleteResearchButton({
name,
label,
disabled,
onConfirm,
}: {
name: string;
label: string;
disabled?: boolean;
onConfirm: () => Promise<void>;
}) {
return (
<Popconfirm
title={`删除${label}“${name}”?`}
okText="删除"
cancelText="取消"
okType="danger"
cancelButtonProps={{ autoFocus: true }}
disabled={disabled}
onConfirm={onConfirm}
>
<Button type="danger" theme="borderless" disabled={disabled}>
删除
</Button>
</Popconfirm>
);
}
+84 -37
View File
@@ -1,5 +1,12 @@
import { useState } from "react";
import { Banner, Button, Checkbox, Tag, Toast } from "@douyinfe/semi-ui-19";
import {
Banner,
Button,
Checkbox,
Table,
Tag,
Toast,
} from "@douyinfe/semi-ui-19";
import { post, formatTime } from "../api";
import type { UIAction } from "../ai/types";
import type { Experiment } from "./workspaceTypes";
@@ -7,13 +14,18 @@ import { EvaluationPanel } from "./EvaluationPanel";
import { LineagePanel } from "./LineagePanel";
import { ResearchSelect } from "./ResearchSelect";
import { validationLabel } from "./workspaceTypes";
import { DeleteResearchButton } from "./DeleteResearchButton";
export function ExperimentView({
experiment,
onAction,
onDelete,
deleting,
}: {
experiment: Experiment;
onAction: (action: UIAction) => void;
onDelete?: () => Promise<void>;
deleting?: boolean;
}) {
const [selected, setSelected] = useState<string[]>([]);
const [assessment, setAssessment] = useState(false);
@@ -61,38 +73,59 @@ export function ExperimentView({
</Button>
</div>
<p>{experiment.hypothesis}</p>
{experiment.archived ? (
<Banner
type="info"
description="此生成记录已删除,当前显示保留的候选与来源。"
/>
) : (
onDelete && (
<DeleteResearchButton
name={experiment.name}
label="生成记录"
disabled={busy || deleting}
onConfirm={onDelete}
/>
)
)}
<Banner
type="info"
description="候选已保存为不可变研究记录。本地校验不保证平台可执行;在回测预览中确认后才开始模拟。"
/>
<div className="research-table-scroll">
<table className="research-table">
<thead>
<tr>
<th>选择</th>
<th>候选表达式</th>
<th>市场与设置</th>
<th>校验</th>
</tr>
</thead>
<tbody>
{experiment.candidates.map((candidate) => (
<tr key={candidate.client_item_id}>
<td>
<Checkbox
aria-label={`选择候选 ${candidate.client_item_id}`}
disabled={candidate.validation.status !== "valid"}
checked={selected.includes(candidate.client_item_id)}
onChange={(event) =>
setSelected((old) =>
event.target.checked
? [...old, candidate.client_item_id]
: old.filter((id) => id !== candidate.client_item_id),
)
}
/>
</td>
<td>
<Table<Experiment["candidates"][number]>
className="research-table"
dataSource={experiment.candidates}
rowKey="client_item_id"
pagination={false}
size="small"
style={{ minWidth: 840 }}
empty="暂无候选表达式。"
columns={[
{
title: "选择",
key: "selection",
width: 64,
render: (_, candidate) => (
<Checkbox
aria-label={`选择候选 ${candidate.client_item_id}`}
disabled={candidate.validation.status !== "valid"}
checked={selected.includes(candidate.client_item_id)}
onChange={(event) =>
setSelected((old) =>
event.target.checked
? [...old, candidate.client_item_id]
: old.filter((id) => id !== candidate.client_item_id),
)
}
/>
),
},
{
title: "候选表达式",
key: "expression",
render: (_, candidate) => (
<>
<code>{candidate.expression}</code>
<details>
<summary>绑定与改动</summary>
@@ -107,15 +140,29 @@ export function ExperimentView({
)}
</pre>
</details>
</td>
<td>
</>
),
},
{
title: "市场与设置",
key: "settings",
width: 240,
render: (_, candidate) => (
<>
{candidate.settings.region} / {candidate.settings.universe} /
D{candidate.settings.delay}
<br />
{candidate.settings.neutralization} · decay{" "}
{candidate.settings.decay}
</td>
<td>
</>
),
},
{
title: "校验",
key: "validation",
width: 180,
render: (_, candidate) => (
<>
<Tag
color={
candidate.validation.status === "valid"
@@ -139,11 +186,11 @@ export function ExperimentView({
</p>
)),
)}
</td>
</tr>
))}
</tbody>
</table>
</>
),
},
]}
/>
</div>
<div className="research-lineage">
<strong>研究来源</strong>
+97 -36
View File
@@ -5,6 +5,7 @@ import {
Button,
Input,
Pagination,
Table,
TextArea,
Toast,
} from "@douyinfe/semi-ui-19";
@@ -13,6 +14,7 @@ import { IconAIEditLevel3 } from "@douyinfe/semi-icons";
import { api, post } from "../api";
import type { PageContext, UIAction } from "../ai/types";
import { TemplateEditor } from "./TemplateEditor";
import { DeleteResearchButton } from "./DeleteResearchButton";
import { ResearchSelect } from "./ResearchSelect";
import { blankTemplate } from "./workspaceTypes";
import type { Asset, InputSnapshot, Template } from "./workspaceTypes";
@@ -71,6 +73,9 @@ export function FeaturesPage({
.then(([list, fixed]) => {
setItems(list.items);
setTotal(list.total);
setPage((current) =>
Math.min(current, Math.max(1, Math.ceil(list.total / 25))),
);
setInputs(fixed.items);
})
.catch((e) => {
@@ -131,6 +136,21 @@ export function FeaturesPage({
setRevision((n) => n + 1);
return saved;
}
async function remove(item: FeatureAsset) {
await api(`/research/assets/${item.id}?version=${item.version}`, {
method: "DELETE",
});
setItems((old) => old.filter((entry) => entry.id !== item.id));
setTotal((old) => Math.max(0, old - 1));
if (asset?.id === item.id) {
setDetailOpen(false);
setAsset(null);
setDraft(blank());
setVersions([]);
}
setRevision((n) => n + 1);
Toast.success("特征方案已删除");
}
return (
<section className="research-workspace research-list-page">
{error && !detailOpen && <Banner type="danger" description={error} />}
@@ -176,40 +196,67 @@ export function FeaturesPage({
</>
}
>
<table className="research-table">
<thead>
<tr>
<th>方案名称</th>
<th>版本</th>
<th>经济假设</th>
<th>固定输入</th>
<th>处理步骤</th>
</tr>
</thead>
<tbody>
{items.map((item) => (
<tr key={item.id}>
<td>
<Button
theme="borderless"
onClick={() => void run("load", () => load(item))}
>
{item.name}
</Button>
</td>
<td>v{item.version}</td>
<td>{item.content.hypothesis || "—"}</td>
<td>{item.content.input_ids.length}</td>
<td>{item.content.steps.length}</td>
</tr>
))}
</tbody>
</table>
{!items.length && (
<p className="research-list-empty">
暂无特征方案,请新建方案或调整筛选条件。
</p>
)}
<Table<FeatureAsset>
className="research-table"
dataSource={items}
rowKey="id"
pagination={false}
size="small"
sticky
style={{ minWidth: 800 }}
empty="暂无特征方案,请新建方案或调整筛选条件。"
columns={[
{
title: "方案名称",
key: "name",
width: 200,
render: (_, item) => (
<Button
theme="borderless"
onClick={() => void run("load", () => load(item))}
>
{item.name}
</Button>
),
},
{
title: "版本",
key: "version",
width: 80,
render: (_, item) => <>v{item.version}</>,
},
{
title: "经济假设",
key: "hypothesis",
render: (_, item) => item.content.hypothesis || "—",
},
{
title: "固定输入",
key: "inputs",
width: 100,
render: (_, item) => item.content.input_ids.length,
},
{
title: "处理步骤",
key: "steps",
width: 100,
render: (_, item) => item.content.steps.length,
},
{
title: "操作",
key: "actions",
width: 80,
render: (_, item) => (
<DeleteResearchButton
name={item.name}
label="特征方案"
disabled={!!busy}
onConfirm={() => run("delete", () => remove(item))}
/>
),
},
]}
/>
</ResearchList>
<ResearchDetail
width="min(100vw, max(640px, 60vw))"
@@ -218,6 +265,12 @@ export function FeaturesPage({
onClose={() => setDetailOpen(false)}
>
{error && <Banner type="danger" description={error} />}
{asset?.archived && (
<Banner
type="info"
description="此特征方案已删除,当前显示保留的历史版本。"
/>
)}
<div className="research-main">
<div className="inline-actions">
{asset && (
@@ -401,7 +454,7 @@ export function FeaturesPage({
<Button
theme="solid"
loading={busy === "save"}
disabled={Boolean(busy)}
disabled={Boolean(busy) || asset?.archived}
onClick={() =>
void run("save", async () => {
await save();
@@ -412,7 +465,7 @@ export function FeaturesPage({
保存特征方案
</Button>
<Button
disabled={Boolean(busy)}
disabled={Boolean(busy) || asset?.archived}
loading={busy === "convert"}
onClick={() =>
void run("convert", async () => {
@@ -432,6 +485,14 @@ export function FeaturesPage({
>
保存并转为模板
</Button>
{asset && !asset.archived && (
<DeleteResearchButton
name={asset.name}
label="特征方案"
disabled={!!busy}
onConfirm={() => run("delete", () => remove(asset))}
/>
)}
</div>
<p className="research-hint">
保存步骤不会计算原始时间序列。转换后的模板保留此方案的完整版本,回测前仍需展开校验并确认候选。
+38 -22
View File
@@ -1,4 +1,4 @@
import { Banner, Button, Tag, Toast } from "@douyinfe/semi-ui-19";
import { Banner, Button, Table, Tag, Toast } from "@douyinfe/semi-ui-19";
import { useState } from "react";
import { post } from "../api";
import type { UIAction } from "../ai/types";
@@ -98,27 +98,43 @@ export function FlowRunView({
</pre>
</details>
<div className="research-table-scroll">
<table className="research-table">
<thead>
<tr>
<th>轮次 / 阶段</th>
<th>状态</th>
<th>产物与候选池</th>
</tr>
</thead>
<tbody>
{run.steps.map((step) => (
<tr key={step.id}>
<td>
<Table<FlowRun["steps"][number]>
className="research-table"
dataSource={run.steps}
rowKey="id"
pagination={false}
size="small"
style={{ minWidth: 680 }}
empty="暂无运行步骤。"
columns={[
{
title: "轮次 / 阶段",
key: "stage",
width: 170,
render: (_, step) => (
<>
{step.round} ·{" "}
{run.definition.nodes.find((n) => n.id === step.node_id)
?.label || step.node_id}
</td>
<td>
</>
),
},
{
title: "状态",
key: "status",
width: 140,
render: (_, step) => (
<>
{flowStatus[step.status] || step.status}
{step.error && <p>{step.error}</p>}
</td>
<td>
</>
),
},
{
title: "产物与候选池",
key: "output",
render: (_, step) => (
<>
<div className="inline-actions">
{step.output.template && (
<Button
@@ -184,11 +200,11 @@ export function FlowRunView({
{JSON.stringify(step.output, null, 2)}
</pre>
</details>
</td>
</tr>
))}
</tbody>
</table>
</>
),
},
]}
/>
</div>
</section>
);
+35 -28
View File
@@ -6,6 +6,7 @@ import {
Button,
Checkbox,
Input,
Table,
TextArea,
} from "@douyinfe/semi-ui-19";
import { api, patch, post, formatTime } from "../api";
@@ -138,34 +139,40 @@ export function OperatorsPage({ active }: { active: boolean }) {
</div>
}
>
<table className="research-table">
<thead>
<tr>
<th>算子</th>
<th>分类</th>
<th>定义</th>
</tr>
</thead>
<tbody>
{result.items.map((item) => (
<tr key={item.name}>
<td>
<Button theme="borderless" onClick={() => setSelected(item)}>
{item.local.favorite ? "已收藏 · " : ""}
{item.name}
</Button>
</td>
<td>{item.category}</td>
<td>
<code>{item.definition}</code>
</td>
</tr>
))}
</tbody>
</table>
{!result.items.length && (
<p>暂无算子。连接平台并同步目录,或调整筛选条件。</p>
)}
<Table<Operator>
className="research-table"
dataSource={result.items}
rowKey="name"
pagination={false}
size="small"
sticky
style={{ minWidth: 700 }}
empty="暂无算子。连接平台并同步目录,或调整筛选条件。"
columns={[
{
title: "算子",
key: "name",
width: 230,
render: (_, item) => (
<Button theme="borderless" onClick={() => setSelected(item)}>
{item.local.favorite ? "已收藏 · " : ""}
{item.name}
</Button>
),
},
{
title: "分类",
key: "category",
width: 150,
render: (_, item) => item.category,
},
{
title: "定义",
key: "definition",
render: (_, item) => <code>{item.definition}</code>,
},
]}
/>
</ResearchList>
<ResearchDetail
title={selected?.name || "算子详情"}
+40 -28
View File
@@ -1,6 +1,6 @@
import { ResearchList, ResearchDetail } from "./ResearchList";
import { useEffect, useState } from "react";
import { Banner, Button, Pagination } from "@douyinfe/semi-ui-19";
import { Banner, Button, Pagination, Table } from "@douyinfe/semi-ui-19";
import { api, formatTime } from "../api";
import type { PageContext, UIAction } from "../ai/types";
import { FlowLaunchForm } from "./FlowLaunchForm";
@@ -99,33 +99,45 @@ export function PipelinePage({
</>
}
>
<table className="research-table">
<thead>
<tr>
<th>研究名称</th>
<th>状态</th>
<th>轮次</th>
<th>创建时间</th>
</tr>
</thead>
<tbody>
{items.map((item) => (
<tr key={item.id}>
<td>
<Button theme="borderless" onClick={() => select(item.id)}>
{item.name}
</Button>
</td>
<td>{flowStatus[item.status]}</td>
<td>{item.round}</td>
<td>{formatTime(item.created_at)}</td>
</tr>
))}
</tbody>
</table>
{!items.length && (
<p className="research-list-empty">暂无研究运行,请新建自动研究。</p>
)}
<Table<FlowRun>
className="research-table"
dataSource={items}
rowKey="id"
pagination={false}
size="small"
sticky
style={{ minWidth: 640 }}
empty="暂无研究运行,请新建自动研究。"
columns={[
{
title: "研究名称",
key: "name",
render: (_, item) => (
<Button theme="borderless" onClick={() => select(item.id)}>
{item.name}
</Button>
),
},
{
title: "状态",
key: "status",
width: 140,
render: (_, item) => flowStatus[item.status],
},
{
title: "轮次",
key: "round",
width: 80,
render: (_, item) => item.round,
},
{
title: "创建时间",
key: "created_at",
width: 190,
render: (_, item) => formatTime(item.created_at),
},
]}
/>
</ResearchList>
<ResearchDetail
title={creating ? "新建自动研究" : "研究运行详情"}
+87 -67
View File
@@ -6,6 +6,7 @@ import {
Input,
InputNumber,
Pagination,
Table,
TextArea,
Toast,
} from "@douyinfe/semi-ui-19";
@@ -422,76 +423,95 @@ export function QuantFlowPage({
>
{mode === "runs" ? (
<>
<table className="research-table">
<thead>
<tr>
<th>运行名称</th>
<th>状态</th>
<th>轮次</th>
<th>创建时间</th>
</tr>
</thead>
<tbody>
{runs.map((r) => (
<tr key={r.id}>
<td>
<Button
theme="borderless"
onClick={() => {
setRunId(r.id);
setRun(null);
localStorage.setItem(
"quantflow-selected-run",
r.id,
);
navigate(`/runs/${r.id}`);
}}
>
{r.name}
</Button>
</td>
<td>{flowStatus[r.status]}</td>
<td>{r.round}</td>
<td>{formatTime(r.created_at)}</td>
</tr>
))}
</tbody>
</table>
{!runs.length && (
<p className="research-list-empty">暂无流程运行记录。</p>
)}
<Table<FlowRun>
className="research-table"
dataSource={runs}
rowKey="id"
pagination={false}
size="small"
sticky
style={{ minWidth: 640 }}
empty="暂无流程运行记录。"
columns={[
{
title: "运行名称",
key: "name",
render: (_, r) => (
<Button
theme="borderless"
onClick={() => {
setRunId(r.id);
setRun(null);
localStorage.setItem("quantflow-selected-run", r.id);
navigate(`/runs/${r.id}`);
}}
>
{r.name}
</Button>
),
},
{
title: "状态",
key: "status",
width: 140,
render: (_, r) => flowStatus[r.status],
},
{
title: "轮次",
key: "round",
width: 80,
render: (_, r) => r.round,
},
{
title: "创建时间",
key: "created_at",
width: 190,
render: (_, r) => formatTime(r.created_at),
},
]}
/>
</>
) : (
<>
<table className="research-table">
<thead>
<tr>
<th>流程名称</th>
<th>版本</th>
<th>节点数量</th>
<th>连接数量</th>
</tr>
</thead>
<tbody>
{assets.map((a) => (
<tr key={a.id}>
<td>
<Button theme="borderless" onClick={() => void open(a)}>
{a.name}
</Button>
</td>
<td>v{a.version}</td>
<td>{a.content.nodes.length}</td>
<td>{a.content.edges.length}</td>
</tr>
))}
</tbody>
</table>
{!assets.length && (
<p className="research-list-empty">
暂无流程,请新建流程或复制固定配方。
</p>
)}
<Table<WorkflowAsset>
className="research-table"
dataSource={assets}
rowKey="id"
pagination={false}
size="small"
sticky
style={{ minWidth: 640 }}
empty="暂无流程,请新建流程或复制固定配方。"
columns={[
{
title: "流程名称",
key: "name",
render: (_, a) => (
<Button theme="borderless" onClick={() => void open(a)}>
{a.name}
</Button>
),
},
{
title: "版本",
key: "version",
width: 80,
render: (_, a) => <>v{a.version}</>,
},
{
title: "节点数量",
key: "nodes",
width: 110,
render: (_, a) => a.content.nodes.length,
},
{
title: "连接数量",
key: "edges",
width: 110,
render: (_, a) => a.content.edges.length,
},
]}
/>
</>
)}
</ResearchList>
+186 -84
View File
@@ -6,6 +6,7 @@ import {
Button,
Input,
InputNumber,
Table,
TextArea,
Toast,
} from "@douyinfe/semi-ui-19";
@@ -23,6 +24,7 @@ import {
} from "./workspaceTypes";
import { TemplateEditor } from "./TemplateEditor";
import { ExperimentView } from "./ExperimentView";
import { DeleteResearchButton } from "./DeleteResearchButton";
import { ComparisonPanel } from "./ComparisonPanel";
import "./workspace.css";
@@ -107,6 +109,12 @@ export function ResearchWorkspace({
if (sequence !== refreshSequence.current) return;
setAssetTotal(nextAssets.total);
setHistoryTotal(nextHistory.total);
setAssetPage((current) =>
Math.min(current, Math.max(0, Math.ceil(nextAssets.total / 25) - 1)),
);
setHistoryPage((current) =>
Math.min(current, Math.max(0, Math.ceil(nextHistory.total / 25) - 1)),
);
setAssets(nextAssets.items);
setInputs(nextInputs.items);
setHistory(nextHistory.items);
@@ -236,6 +244,31 @@ export function ResearchWorkspace({
setTemplate(next.content);
await refresh();
}
async function removeAsset(item: Asset) {
await api(`/research/assets/${item.id}?version=${item.version}`, {
method: "DELETE",
});
setAssets((old) => old.filter((entry) => entry.id !== item.id));
setAssetTotal((old) => Math.max(0, old - 1));
if (asset?.id === item.id) {
if (detailMode === "editor") setDetailOpen(false);
setAsset(null);
setTemplate(blankTemplate());
}
Toast.success("模板已删除");
await refresh();
}
async function removeExperiment(item: { id: string }) {
await api(`/research/experiments/${item.id}`, { method: "DELETE" });
setHistory((old) => old.filter((entry) => entry.id !== item.id));
setHistoryTotal((old) => Math.max(0, old - 1));
if (experiment?.id === item.id) {
if (detailMode === "experiment") setDetailOpen(false);
setExperiment(null);
}
Toast.success("生成记录已删除");
await refresh();
}
async function expand() {
if (dirty) throw new Error("请先保存模板版本,再生成可追溯候选");
const next = await post<Experiment>("/research/experiments", {
@@ -344,92 +377,137 @@ export function ResearchWorkspace({
>
{listMode === "assets" ? (
<>
<table className="research-table">
<thead>
<tr>
<th>模板名称</th>
<th>版本</th>
<th>表达式</th>
<th>分类</th>
</tr>
</thead>
<tbody>
{assets.map((item) => (
<tr key={item.id}>
<td>
<Button
theme="borderless"
onClick={() =>
void task("读取模板", async () => {
const next = await api<Asset>(
`/research/assets/${item.id}`,
);
setAsset(next);
setTemplate(next.content);
setExperiment(null);
setDetailMode("editor");
setDetailOpen(true);
})
}
>
{item.name}
</Button>
</td>
<td>v{item.version}</td>
<td>
<code>{item.content.expression}</code>
</td>
<td>
{item.content.category === "fragment" ? "片段" : "模板"}
</td>
</tr>
))}
</tbody>
</table>
{!assets.length && (
<p className="research-list-empty">
还没有模板。新建或导入一个模板开始研究。
</p>
)}
<Table<Asset>
className="research-table"
dataSource={assets}
rowKey="id"
pagination={false}
size="small"
sticky
style={{ minWidth: 720 }}
empty="还没有模板。新建或导入一个模板开始研究。"
columns={[
{
title: "模板名称",
key: "name",
render: (_, item) => (
<Button
theme="borderless"
onClick={() =>
void task("读取模板", async () => {
const next = await api<Asset>(
`/research/assets/${item.id}`,
);
setAsset(next);
setTemplate(next.content);
setExperiment(null);
setDetailMode("editor");
setDetailOpen(true);
})
}
>
{item.name}
</Button>
),
},
{
title: "版本",
key: "version",
width: 80,
render: (_, item) => <>v{item.version}</>,
},
{
title: "表达式",
key: "expression",
width: 260,
render: (_, item) => <code>{item.content.expression}</code>,
},
{
title: "分类",
key: "category",
width: 90,
render: (_, item) =>
item.content.category === "fragment" ? "片段" : "模板",
},
{
title: "操作",
key: "actions",
width: 80,
render: (_, item) => (
<DeleteResearchButton
name={item.name}
label="模板"
disabled={!!busy}
onConfirm={() =>
task("删除模板", () => removeAsset(item))
}
/>
),
},
]}
/>
</>
) : (
<>
<table className="research-table">
<thead>
<tr>
<th>研究名称</th>
<th>候选数量</th>
<th>创建时间</th>
</tr>
</thead>
<tbody>
{history.map((item) => (
<tr key={item.id}>
<td>
<Button
theme="borderless"
onClick={() =>
void task("读取实验", async () => {
setExperiment(
await api(`/research/experiments/${item.id}`),
);
setDetailMode("experiment");
setDetailOpen(true);
})
}
>
{item.name}
</Button>
</td>
<td>{item.total}</td>
<td>{formatTime(item.created_at)}</td>
</tr>
))}
</tbody>
</table>
{!history.length && (
<p className="research-list-empty">暂无生成记录。</p>
)}
<Table<(typeof history)[number]>
className="research-table"
dataSource={history}
rowKey="id"
pagination={false}
size="small"
sticky
style={{ minWidth: 640 }}
empty="暂无生成记录。"
columns={[
{
title: "研究名称",
key: "name",
render: (_, item) => (
<Button
theme="borderless"
onClick={() =>
void task("读取实验", async () => {
setExperiment(
await api(`/research/experiments/${item.id}`),
);
setDetailMode("experiment");
setDetailOpen(true);
})
}
>
{item.name}
</Button>
),
},
{
title: "候选数量",
key: "total",
width: 110,
render: (_, item) => item.total,
},
{
title: "创建时间",
key: "created_at",
width: 190,
render: (_, item) => formatTime(item.created_at),
},
{
title: "操作",
key: "actions",
width: 80,
render: (_, item) => (
<DeleteResearchButton
name={item.name}
label="生成记录"
disabled={!!busy}
onConfirm={() =>
task("删除生成记录", () => removeExperiment(item))
}
/>
),
},
]}
/>
</>
)}
</ResearchList>
@@ -452,10 +530,20 @@ export function ResearchWorkspace({
key={experiment.id}
experiment={experiment}
onAction={onAction}
deleting={!!busy}
onDelete={() =>
task("删除生成记录", () => removeExperiment(experiment))
}
/>
)
) : (
<div className="research-main">
{asset?.archived && (
<Banner
type="info"
description="此模板已删除,当前显示保留的历史版本;可另存新模板继续编辑。"
/>
)}
<section className="research-card">
<h3>研究输入与假设</h3>
{page === "variants" && (
@@ -619,11 +707,21 @@ export function ResearchWorkspace({
)}
<div className="research-toolbar">
<Button
disabled={!!busy}
disabled={!!busy || asset?.archived}
onClick={() => void task("保存模板", save)}
>
保存模板版本
</Button>
{asset && !asset.archived && (
<DeleteResearchButton
name={asset.name}
label="模板"
disabled={!!busy}
onConfirm={() =>
task("删除模板", () => removeAsset(asset))
}
/>
)}
<span>组合规模:{combination}</span>
</div>
<div className="research-form-grid">
@@ -776,6 +874,10 @@ export function ResearchWorkspace({
key={experiment.id}
experiment={experiment}
onAction={onAction}
deleting={!!busy}
onDelete={() =>
task("删除生成记录", () => removeExperiment(experiment))
}
/>
)}
{page === "templates" && (
+1 -28
View File
@@ -104,25 +104,8 @@
.research-table-scroll {
overflow-x: auto;
}
.research-table {
border-collapse: collapse;
width: 100%;
font-size: 13px;
}
.research-table th {
color: var(--semi-color-text-2);
font-weight: 500;
background: var(--semi-color-fill-0);
}
.research-table th,
.research-table td {
text-align: left;
.research-table .semi-table-row-cell {
vertical-align: top;
padding: 12px;
border-bottom: 1px solid var(--semi-color-border);
}
.research-table td {
max-width: 350px;
overflow-wrap: anywhere;
}
.research-table details {
@@ -356,16 +339,6 @@
overflow: auto;
overscroll-behavior: contain;
}
.research-list-scroll .research-table th {
position: sticky;
top: 0;
z-index: 1;
background: var(--canvas);
}
.research-list-empty {
padding: 40px 16px;
text-align: center;
}
.research-detail .semi-sidesheet-body {
min-height: 0;
overflow: auto;
+3
View File
@@ -24,6 +24,8 @@ export type Asset = {
name: string;
kind: string;
version: number;
latest_version?: number;
archived?: boolean;
content: Template;
provenance?: {
feature?: {
@@ -59,6 +61,7 @@ export type ResearchCandidate = Candidate & {
};
export type Experiment = {
id: string;
archived?: boolean;
name: string;
hypothesis: string;
kind: string;
-20
View File
@@ -546,26 +546,6 @@ label:not(.semi-checkbox):not(.semi-radio) {
.usage-table-wrap {
overflow-x: auto;
}
.usage-table {
width: 100%;
border-collapse: collapse;
min-width: 560px;
text-align: left;
font-size: 13px;
}
.usage-table th,
.usage-table td {
padding: var(--space-2) var(--space-3);
border-bottom: 1px solid var(--line);
font-weight: 400;
}
.usage-table thead {
background: var(--canvas);
color: var(--muted);
}
.usage-table thead th {
font-weight: 500;
}
.usage-note {
margin-top: var(--space-2);
font-size: 12px;
+9
View File
@@ -57,4 +57,13 @@ test("MCP Key menu creates, hides secrets on navigation, and revokes", async ({
page.getByRole("heading", { name: "MCP Key", exact: true }),
).toBeVisible();
await expect(page.getByLabel("新 Key 明文")).toHaveCount(0);
await page.getByLabel("Key 名称").fill("Browser test template writer");
await page.getByRole("checkbox", { name: /保存研究模板/ }).check();
await page.getByRole("button", { name: "创建 Key", exact: true }).click();
await expect(page.getByLabel("新 Key 明文")).toBeVisible();
const writers = await (await page.request.get("/api/v1/mcp-tokens")).json();
const writer = writers.items.find(
(item: { name: string }) => item.name === "Browser test template writer",
);
expect(writer.scopes).toEqual(["research:read", "research:write"]);
});