Refactor project components and workflows

.scratch/template-backtest-flow/issues/02-tools.md

@@ -0,0 +1,14 @@
+# 对齐 MCP 与内置 bot 的模板流程
+Status: ready-for-agent
+
+## 范围
+模板来源回测证据改为可选，提供时继续校验真实完整性。MCP 补齐模板版本+数据准备生成候选、分页读取固定候选、按候选 ID 批量回测，沿用权限、幂等、原子事务及审计。
+内置 bot 可直接对模板候选集合请求一次确认，不再单独准备预览；统一模板语法/组合规则与来源。通用回测、SUPER、变体与结果评估工具保持既有职责。
+
+## 验证
+覆盖无来源创建与新增版本、来源错误、分页不截断执行、生成不启动、执行权限隔离、重试幂等及内容冲突、确认前零回测、拒绝/变更确认、提交后唤醒和关联追溯。
+
+## 完成记录
+已实现可选来源证据、MCP 候选生成/分页读取/按集合执行，以及内置 bot 的一次确认回测。模板共用语法与组合一致性规则；完整候选摘要在确认时固定，执行前核对，保持模板来源与调用方审计关联。
+
+验证：相关后端测试共 132 项通过（MCP 模板与研究集成 33 项；MCP/模板工作区/AI/能力回归 99 项，其中 SDK 工具数量断言更新后单独复跑通过）。Ruff 和 git diff --check 通过。使用隔离数据库、模拟模型和平台；未执行真实平台回测。未提交或推送代码。

backend/app/backtests/ai_tools.py

@@ -96,7 +96,7 @@ async def wake_backtests(runner, result):
     runner.backtests.wake.set()
 
 
-INSTRUCTIONS = "回测先读取能力再准备固定候选预览，每次运行确认一次；后续候选新建预览。停止生成不取消回测。\n回测结果追问用 get_backtest/get_backtest_results。上下文或历史没有运行 ID 时，可用 list_backtests 按 source=chatbox 和会话 reference 找回；不得把启动返回当作结果。"
+INSTRUCTIONS = "模板集合使用 start_template_backtest 直接请求确认；其他回测先读取能力再准备固定候选预览。每次运行确认一次；后续候选新建预览。停止生成不取消回测。\n回测结果追问用 get_backtest/get_backtest_results。上下文或历史没有运行 ID 时，可用 list_backtests 按 source=chatbox 和会话 reference 找回；不得把启动返回当作结果。"
 
 
 CAPABILITIES = (

backend/app/mcp_api/server.py

@@ -35,8 +35,11 @@ TOOLS = {
     "get_data_preparation": (c.PreparationRead, "preparation", "research:read", "按集合 ID 与版本分页预览字段、类型、描述和数据集归属。提交回测时携带 preparation_refs，由服务端核对版本并固定独立输入快照；空集合不能用于研究。"),
     "search_research_templates": (c.TemplateSearch, "templates", "research:read", "分页搜索模板工坊的模板与最新版本，不执行研究。"),
     "get_research_template": (c.TemplateRead, "template", "research:read", "读取模板内容、字段定义和来源；新增版本前核对最新版本。"),
-    "create_research_template_version": (c.CreateTemplateVersion, "create_template_version", "research:write", "为已有模板新增不可变版本。先读取模板，携带 template_id、expected_version、完整 template、hypothesis、1–20 个已完成采集的 source_item_ids 及 idempotency_key。沿用创建模板的结构和来源校验；版本冲突须重新读取，不覆盖历史、不调用模型、不回测。"),
+    "create_research_template_version": (c.CreateTemplateVersion, "create_template_version", "research:write", "为已有模板新增不可变版本。先读取模板，携带 template_id、expected_version、完整 template、hypothesis 和 idempotency_key。source_item_ids 可选，提供时须为真实、已完成采集的回测项。版本冲突须重新读取；不调用模型、不回测。"),
-    "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。"),
+    "create_research_template": (c.CreateTemplate, "create_template", "research:write", "保存调用方编写的模板，不要求已有回测结果。提供 template、hypothesis、唯一名称和 idempotency_key；source_item_ids 可选，提供时须为真实、已完成采集的回测项。template 使用 {name} 占位符及对应 variables，字段定义只需类型和描述；空字段 values 由展开时的数据准备绑定，其他空参数须补充 values 或直接写入表达式。仅保存模板，不调用模型、不展开、不执行回测。"),
+    "expand_research_template": (c.TemplateExpansion, "expand_template", "research:write", "按 template_id/version、preparation_refs 和完整 settings 生成固定候选集合，支持全组合或固定 seed 随机采样。仅检查语法和数据准备/回测参数组合一致性，无逐行校验状态，不回测。返回首25项和 experiment_id，更多候选用 get_template_candidates 分页读取；用户授权后按明确 candidate_ids 调用 start_template_backtest。重试复用 idempotency_key。"),
+    "get_template_candidates": (c.TemplateCandidates, "template_candidates", "research:read", "分页读取固定模板候选集合的表达式、参数、候选 ID、模板版本、数据准备及关联回测；每页最多100条，total 不是当前页数量。"),
+    "start_template_backtest": (c.SubmitTemplateBacktest, "start_template_backtest", "backtests:execute", "对用户已授权的模板候选集合执行批量回测。提供 experiment_id、明确的 candidate_ids 和 idempotency_key；服务端使用保存的表达式和参数并保留来源，不接受重写输入。不需要另建预览，不重新校验类型或平台可用性。相同请求重试返回同一运行；新幂等键会创建新的回测，包括重复候选。立即返回运行 ID，结果另行查询。"),
     "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；check_summary 分离 Alpha 检查和 REGULAR_SUBMISSION 提交限制，原始 checks 保留；限制不代表当前额度。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。"),
@@ -70,7 +73,7 @@ class MCPResearchServer:
         self.mutation_lock = asyncio.Lock()
         self.server = Server("wq-alpha-research", version="1.0.0", on_list_tools=self.list_tools,
                              on_call_tool=self.call_tool,
-                             instructions="自由探索，直接固定候选回测，无需先建研究资产。工具不安排定时研究；结果按运行 ID 查询。")
+                             instructions="自由探索，直接固定候选回测，无需先建研究资产。使用已有模板时，expand_research_template 生成候选，get_template_candidates 分页核对，获得用户授权后 start_template_backtest 执行；无需额外预览或结果评估步骤。工具不安排定时研究；结果按运行 ID 查询。")
         from urllib.parse import urlsplit
 
         host = urlsplit(settings.public_origin).netloc
@@ -85,8 +88,8 @@ 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", "create_template", "create_template_version", "save_super_plan", "build_super_candidates"} or scope == "research:read",
+                idempotentHint=method in {"submit", "control", "create_template", "create_template_version", "save_super_plan", "build_super_candidates", "expand_template", "start_template_backtest"} or scope == "research:read",
-                openWorldHint=method in {"refresh", "submit", "metadata", "check_self_correlation", "check_submission", "authenticate", "pyramid_distribution", "preview_super_selection"}))
+                openWorldHint=method in {"refresh", "submit", "metadata", "check_self_correlation", "check_submission", "authenticate", "pyramid_distribution", "preview_super_selection", "start_template_backtest"}))
             for name, (schema, method, scope, description) in TOOLS.items()
             if scope in principal.scopes and "research:read" in principal.scopes])
 
@@ -139,7 +142,7 @@ 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", data.get("template_id", data.get("id")))),
+                        business_id=data.get("backtest_run_id", data.get("job_id", data.get("experiment_id", data.get("template_id", data.get("id"))))),
                         result_code=code, elapsed_ms=int((time.monotonic()-started)*1000)))
                 if not error:
                     if access.wake == "backtests":

backend/app/research/experiments.py

@@ -7,7 +7,15 @@ from collections import defaultdict
 from fastapi import HTTPException
 from sqlalchemy import func, select, update
 
-from ..backtests.contracts import Candidate, DraftInput, PreviewInput, SimulationSettings, Source, StartInput
+from ..backtests.contracts import (
+    Candidate,
+    DraftInput,
+    PreviewInput,
+    SimulationSettings,
+    Source,
+    StartInput,
+    fingerprint,
+)
 from ..backtests.service import Backtests, uid
 from ..catalog.research_metadata import ResearchMetadata
 from ..catalog.service import Catalog
@@ -311,6 +319,26 @@ class Experiments:
             }
         )
 
+    async def template_candidates(self, experiment_id, limit=25, offset=0):
+        """Read a bounded page of stored template candidates and their immutable references."""
+        experiment = await self.get(experiment_id)
+        if experiment["kind"] != "template":
+            raise HTTPException(422, "此入口仅用于模板候选集合")
+        candidates = experiment["candidates"]
+        template = experiment["evidence"].get("template", {})
+        return {
+            "id": experiment_id, "experiment_id": experiment_id,
+            "name": experiment["name"], "archived": experiment["archived"],
+            "template": {k: template.get(k) for k in ("id", "version", "name")},
+            "inputs": [{k: item.get(k) for k in ("id", "preparation_id", "preparation_version", "scope")}
+                       for item in experiment["inputs"]],
+            "items": [{k: c[k] for k in ("client_item_id", "expression", "settings", "alpha_type", "bindings") if k in c}
+                      for c in candidates[offset:offset + limit]],
+            "total": len(candidates), "limit": limit, "offset": offset,
+            "has_more": offset + limit < len(candidates),
+            "backtest_run_ids": experiment["backtest_run_ids"],
+        }
+
     async def archive(self, experiment_id):
         """Hide an immutable experiment; backtests and lineage must still resolve it.
 
@@ -324,7 +352,8 @@ class Experiments:
             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):
+    async def backtest_input(self, experiment_id, candidate_ids=None, source_kind=None, reference=None):
+        """Build the complete fixed selection and enforce its domain checks."""
         experiment = await self.get(experiment_id)
         candidates = experiment["candidates"]
         if candidate_ids is not None:
@@ -348,9 +377,7 @@ class Experiments:
                 scope = scope_of(SimulationSettings.model_validate(candidate["settings"]))
                 if not inputs or any(item["scope"] != scope for item in inputs):
                     raise HTTPException(422, "数据准备与回测参数组合不一致，请重新生成候选集合")
-        return await Backtests(self.db).preview(
+        return DraftInput(
-            PreviewInput(
-                inline=DraftInput(
             name=experiment["name"],
             source=Source(
                 kind=source_kind or experiment["kind"],
@@ -370,11 +397,12 @@ class Experiments:
                 for item in candidates
             ],
         )
-            ),
-            preserve_source=True,
-        )
 
-    async def start_template_backtest(self, experiment_id, body):
+    async def preview(self, experiment_id, candidate_ids=None, source_kind=None, reference=None, *, backtests=None):
+        draft = await self.backtest_input(experiment_id, candidate_ids, source_kind, reference)
+        return await (backtests or Backtests(self.db)).preview(PreviewInput(inline=draft), preserve_source=True)
+
+    async def start_template_backtest(self, experiment_id, body, *, backtests=None, confirmed_preview=None):
         """Start the explicitly selected immutable collection in the caller's transaction.
 
         Account locking covers preview creation as well as run creation, so concurrent
@@ -398,8 +426,24 @@ class Experiments:
             raise HTTPException(422, "此入口仅用于模板候选集合")
         if experiment["archived"]:
             raise HTTPException(409, "候选集合已删除")
-        preview = await self.preview(experiment_id, body.candidate_ids)
+        service = backtests or Backtests(self.db)
-        return await Backtests(self.db).start(StartInput(
+        if confirmed_preview is None:
+            preview = await self.preview(experiment_id, body.candidate_ids, backtests=service)
+        else:
+            # Approval authorizes all persisted candidates, not the first display page.
+            draft = (await self.backtest_input(experiment_id, body.candidate_ids)).model_dump(mode="json")
+            expected = fingerprint({"candidates": draft["candidates"], "source": draft["source"]})
+            saved = await self.db.get(BacktestPreview, confirmed_preview["preview_id"])
+            if (
+                saved is None
+                or saved.version != confirmed_preview["version"]
+                or saved.digest != confirmed_preview["digest"]
+                or saved.digest != expected
+                or fingerprint({"candidates": saved.candidates, "source": saved.source}) != expected
+            ):
+                raise HTTPException(409, "回测候选与确认内容不匹配，请重新确认")
+            preview = confirmed_preview
+        return await service.start(StartInput(
             preview_id=preview["preview_id"], version=preview["version"], idempotency_key=body.idempotency_key,
         ))
 

backend/app/research/workspace_tools.py

@@ -1,8 +1,10 @@
 """Research capabilities use the same versioned assets and experiment services as HTTP."""
 
+from fastapi import HTTPException
 from pydantic import Field
 
 from ..ai.capabilities import Capability
+from ..backtests.ai_tools import wake_backtests
 from ..catalog.research_metadata import ResearchMetadata
 from ..schemas import Contract
 from .assets import Assets
@@ -15,6 +17,7 @@ from .workspace_contracts import (
     Expansion,
     FeatureSpec,
     SettingVariants,
+    TemplateBacktest,
     TemplateSpec,
 )
 
@@ -52,6 +55,31 @@ class CandidatePreview(ExperimentReference):
     candidate_ids: list[str] | None = Field(default=None, min_length=1, max_length=10000)
 
 
+class TemplateBacktestRequest(TemplateBacktest, ExperimentReference):
+    pass
+
+
+class TemplateCandidateQuery(ExperimentReference):
+    limit: int = Field(default=25, ge=1, le=100)
+    offset: int = Field(default=0, ge=0)
+
+
+async def confirm_template_backtest(ctx, args):
+    service = Experiments(ctx.business.db)
+    experiment = await service.get(args.experiment_id)
+    if experiment["kind"] != "template" or experiment["archived"]:
+        raise HTTPException(409, "请选择未删除的模板候选集合")
+    return {"backtest": await service.preview(
+        args.experiment_id, args.candidate_ids, backtests=ctx.business.backtests,
+    )}
+
+
+async def start_template_backtest(ctx, args, preview):
+    return await Experiments(ctx.business.db).start_template_backtest(
+        args.experiment_id, args, backtests=ctx.business.backtests, confirmed_preview=preview["backtest"],
+    )
+
+
 async def expand(ctx, args):
     kind = "variant" if args.parent_alpha_ids or args.parent_experiment_ids else "template"
     return await Experiments(ctx.business.db).create(
@@ -59,7 +87,7 @@ async def expand(ctx, args):
     )
 
 
-INSTRUCTIONS = "模板工坊与变体使用 search_research_templates、get_research_template 和 expand_research_template。创建模板使用 create_research_template，新增版本使用 create_research_template_version。变量可仅定义类型和描述；空字段候选由选定数据准备按类型绑定，其他空参数需补充 values 或直接写入表达式，不能猜测。引用模板必须固定版本；输入应先读取核实。expand 保存实验不会执行回测。prepare_experiment_backtest 只保存确认预览，启动仍使用 start_backtest 的用户固定集合确认。来源字段不能授予自动执行权限。"
+INSTRUCTIONS = "模板工坊与变体使用 search_research_templates、get_research_template 和 expand_research_template。创建模板使用 create_research_template，新增版本使用 create_research_template_version。变量可仅定义类型和描述；空字段候选由选定数据准备按类型绑定，其他空参数需补充 values 或直接写入表达式，不能猜测。引用模板必须固定版本；输入应先读取核实。expand 保存实验不会执行回测。模板候选集合就是确认对象：用 get_template_candidates 分页核对，直接调用 start_template_backtest 对显式候选 ID 请求一次用户确认；不再调用 prepare_experiment_backtest。模板只负责生成与回测关联，不要求评估研究结果或查看变体关系。变体仍可用 prepare_experiment_backtest 后调用 start_backtest 确认。来源字段不能授予自动执行权限。"
 CAPABILITIES = (
     Capability(
         name="search_research_templates",
@@ -114,12 +142,33 @@ CAPABILITIES = (
     Capability(
         name="expand_research_template",
         schema=Expansion,
-        description="从固定输入和模板版本或内联模板保存不可变候选实验。包含分层校验，随机采样有数量上限，不开始回测。",
+        description="从固定输入和模板版本或内联模板保存不可变候选实验。模板仅检查语法和数据准备与回测参数组合一致性；变体保留原校验。随机采样有数量上限，不开始回测。",
         label="展开模板候选",
         renderer="research",
         effect="prepare",
         handler=expand,
     ),
+    Capability(
+        name="get_template_candidates",
+        schema=TemplateCandidateQuery,
+        description="分页读取模板候选集合的表达式、参数、候选 ID 和回测关联，不返回逐行校验状态。",
+        label="读取模板候选",
+        renderer="research",
+        effect="query",
+        handler=lambda ctx, args: Experiments(ctx.business.db).template_candidates(**args.model_dump()),
+    ),
+    Capability(
+        name="start_template_backtest",
+        schema=TemplateBacktestRequest,
+        description="直接对已保存模板集合中的显式候选 ID 请求一次用户确认，确认后批量回测；无需准备额外预览。重试复用幂等键。",
+        label="回测模板候选",
+        renderer="backtest",
+        effect="confirm",
+        preview=confirm_template_backtest,
+        execute=start_template_backtest,
+        after_commit=wake_backtests,
+        refresh=("backtests",),
+    ),
     Capability(
         name="prepare_setting_variants",
         schema=SettingVariants,
@@ -141,7 +190,7 @@ CAPABILITIES = (
     Capability(
         name="prepare_experiment_backtest",
         schema=CandidatePreview,
-        description="从实验内已校验的固定候选保存回测确认预览，不启动模拟。",
+        description="为变体等研究实验保存回测预览，不启动模拟；模板直接使用 start_template_backtest。",
         label="准备研究回测",
         renderer="backtest",
         effect="prepare",

backend/app/research_access/contracts.py

@@ -116,7 +116,7 @@ class Control(Contract):
 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)
+    source_item_ids: list[RunId] = Field(default_factory=list, max_length=20)
     reference: str | None = Field(default=None, max_length=200)
     idempotency_key: Identifier
 
@@ -147,6 +147,27 @@ class TemplateSearch(Page):
     q: str = Field(default="", max_length=200)
 
 
+class TemplateExpansion(Contract):
+    template_id: RunId
+    version: int = Field(ge=1)
+    preparation_refs: list[PreparationReference] = Field(min_length=1, max_length=20)
+    settings: CompleteSettings
+    mode: Literal["all", "random"] = "all"
+    limit: int = Field(default=100, ge=1, le=10000)
+    seed: int = 0
+    idempotency_key: Identifier
+
+
+class TemplateCandidates(Page):
+    experiment_id: RunId
+
+
+class SubmitTemplateBacktest(Contract):
+    experiment_id: RunId
+    candidate_ids: list[Identifier] = Field(min_length=1, max_length=10000)
+    idempotency_key: Identifier
+
+
 class CatalogSearch(Contract):
     filters: CatalogFilters
     dataset_id: str | None = Field(default=None, min_length=1, max_length=200)

backend/app/research_access/service.py

@@ -83,7 +83,11 @@ class ResearchAccess(SuperResearchAccess):
                     "create_with": "create_research_template", "required_scope": "research:write",
                     "version_with": "create_research_template_version",
                     "read_with": "get_research_template", "search_with": "search_research_templates",
-                    "authored_by": "caller", "max_source_items": 20,
+                    "authored_by": "caller", "source_items_required": False, "max_source_items": 20,
+                    "expand_with": "expand_research_template", "candidates_with": "get_template_candidates",
+                    "backtest_with": "start_template_backtest", "execution_scope": "backtests:execute",
+                    "max_candidates": 10000, "page_size_max": 100,
+                    "validation": "syntax_and_preparation_settings_combination",
                     "source_items_with": "get_backtest_results", "starts_backtests": False,
                     "web_url": f"{self.public_origin}/#templates",
                 },
@@ -311,6 +315,52 @@ class ResearchAccess(SuperResearchAccess):
         result["web_url"] = f"{self.public_origin}/#templates"
         return await self.remember(operation, args, digest, result, business_id=args.template_id)
 
+    async def expand_template(self, args):
+        """Idempotently freeze a version and preparations; never start execution."""
+        from ..research.experiments import Experiments
+        from ..research.workspace_contracts import Expansion
+
+        operation = "expand_research_template"
+        previous, digest = await self.previous(operation, args)
+        if previous:
+            return previous.response
+        service = Experiments(self.db)
+        asset = await service.assets.get(args.template_id, args.version, "template")
+        experiment = await service.create(Expansion(
+            asset_id=args.template_id, version=args.version, preparation_refs=args.preparation_refs,
+            settings=args.settings, mode=args.mode, limit=args.limit, seed=args.seed,
+            hypothesis=asset["content"].get("description", "").strip() or f"使用模板：{asset['name']}",
+        ), extra_evidence={"method": "template", "mcp_token_id": self.principal.token_id,
+                           "admin_id": self.principal.admin_id})
+        result = await service.template_candidates(experiment["id"])
+        result.update({"read_with": "get_template_candidates", "backtest_with": "start_template_backtest",
+                       "starts_backtests": False})
+        return await self.remember(operation, args, digest, result, business_id=experiment["id"])
+
+    async def template_candidates(self, args):
+        from ..research.experiments import Experiments
+
+        return await Experiments(self.db).template_candidates(args.experiment_id, args.limit, args.offset)
+
+    async def start_template_backtest(self, args):
+        """Execute only stored candidate IDs; authorization comes from the caller's execute scope."""
+        from ..research.experiments import Experiments
+        from ..research.workspace_contracts import TemplateBacktest
+
+        operation = "start_template_backtest"
+        previous, digest = await self.previous(operation, args)
+        if previous:
+            return previous.response
+        provenance = {"mcp_token_id": self.principal.token_id, "admin_id": self.principal.admin_id}
+        result = await Experiments(self.db).start_template_backtest(
+            args.experiment_id,
+            TemplateBacktest(candidate_ids=args.candidate_ids, idempotency_key="mcp-template-" + str(uuid4())),
+            backtests=Backtests(self.db, provenance),
+        )
+        result = {**result, "input_digest": digest, "web_url": self.run_url(result["backtest_run_id"])}
+        return await self.remember(operation, args, digest, result,
+                                   business_id=result["backtest_run_id"], wake="backtests")
+
     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())

backend/app/research_access/templates.py

@@ -62,7 +62,7 @@ async def create_template(db, args, principal, *, asset_id=None):
         **asset, "template_id": asset["id"],
         "combination_count": (str(math.prod(len(v.values) for v in args.template.variables.values()))
                               if all(v.values for v in args.template.variables.values()) else None),
-        "validation": {"structure": "valid", "source_evidence": "recorded",
+        "validation": {"structure": "valid", "source_evidence": "recorded" if args.source_item_ids else "not_provided",
                        "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。",
+        "next_step": "选择数据准备和回测参数，用 expand_research_template 生成候选集合；核对候选后按已获授权范围调用 start_template_backtest。也可在模板工坊完成。",
     }

backend/tests/test_mcp.py

@@ -162,7 +162,8 @@ 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) == 32
+                assert len(listed.tools) == 35
+                assert {"expand_research_template", "get_template_candidates", "start_template_backtest"} <= {t.name for t in listed.tools}
                 assert {"search_research_templates", "get_research_template", "create_research_template_version"} <= {t.name for t in listed.tools}
                 assert any(tool.name == "get_pyramid_distribution" for tool in listed.tools)
                 assert {"search_data_preparations", "get_data_preparation"} <= {t.name for t in listed.tools}

backend/tests/test_mcp_templates.py

@@ -100,7 +100,7 @@ async def test_sdk_template_creation_frozen_evidence_and_web_expansion(app, logg
                 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 {"template", "hypothesis", "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
@@ -169,7 +169,7 @@ async def test_template_invalid_inputs_and_missing_sources_are_atomic(app, compl
     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"]] * 21},
         {"source_item_ids": [completed_source["id"]] * 2}, {"hypothesis": " "},
         {"force": True}, {"idempotency_key": ""},
         {"template": valid["template"] | {"expression": "rank({missing})"}},
@@ -265,3 +265,134 @@ async def test_mcp_template_version_is_idempotent_and_preserves_history(app, com
     with pytest.raises(HTTPException) as forbidden:
         await app.state.mcp.invoke(denied, tool, update)
     assert forbidden.value.status_code == 403
+
+
+async def test_template_without_result_sources_can_be_created_and_versioned(app):
+    principal, _ = await credentials(app, {"research:read", "research:write"})
+    body = template_request("unused")
+    body.pop("source_item_ids")
+    created = await invoke(app, principal, TOOL, body)
+    assert created["provenance"]["source_items"] == []
+    assert created["validation"]["source_evidence"] == "not_provided"
+    revised = await invoke(app, principal, "create_research_template_version", {
+        **body, "template_id": created["id"], "expected_version": 1, "idempotency_key": "no-source-v2",
+        "source_item_ids": [],
+    })
+    assert revised["version"] == 2 and revised["provenance"]["source_items"] == []
+    async with app.state.sessions() as db:
+        assert await db.scalar(select(func.count()).select_from(BacktestRun)) == 0
+
+
+async def template_collection(app, principal, research_input, count=130):
+    body = template_request("unused")
+    body.pop("source_item_ids")
+    body["template"]["variables"]["field"]["values"] = ["TEST_FIN_001"]
+    body["template"]["variables"]["offset"]["values"] = list(range(count))
+    saved = await invoke(app, principal, TOOL, body)
+    args = {
+        "template_id": saved["id"], "version": saved["version"],
+        "preparation_refs": [{"id": research_input["preparation_id"], "version": research_input["preparation_version"]}],
+        "settings": candidate()["settings"], "limit": count, "idempotency_key": "expand-collection",
+    }
+    return saved, args
+
+
+async def test_template_collection_mcp_paging_execution_and_replay(app, logged_in, research_input):
+    from sqlalchemy import delete
+
+    from app.models import BacktestPreview, CatalogResource, ResearchExperiment
+
+    principal, _ = await credentials(app)
+    saved, args = await template_collection(app, principal, research_input)
+    async with app.state.sessions.begin() as db:
+        await db.execute(delete(CatalogResource))
+    app.state.runner.backtests.wake.clear()
+    first, retry = await asyncio.gather(*[invoke(app, principal, "expand_research_template", args) for _ in range(2)])
+    assert first == retry and first["total"] == 130 and len(first["items"]) == 25
+    assert first["has_more"] and not first["starts_backtests"]
+    assert first["template"]["id"] == saved["id"] and first["template"]["version"] == 1
+    assert not app.state.runner.backtests.wake.is_set()
+    collected = []
+    for offset in (0, 100):
+        result = await invoke(app, principal, "get_template_candidates", {
+            "experiment_id": first["experiment_id"], "limit": 100, "offset": offset,
+        })
+        collected += result["items"]
+    assert len(collected) == 130 and not result["has_more"]
+    assert all("validation" not in item for item in collected)
+    async with app.state.sessions() as db:
+        assert await db.scalar(select(func.count()).select_from(ResearchExperiment)) == 1
+        assert await db.scalar(select(func.count()).select_from(BacktestRun)) == 0
+    args = {"experiment_id": first["experiment_id"], "candidate_ids": [c["client_item_id"] for c in collected],
+            "idempotency_key": "execute-collection"}
+    run, replay = await asyncio.gather(*[invoke(app, principal, "start_template_backtest", args) for _ in range(2)])
+    assert run == replay and run["total"] == 130
+    assert run["source"]["kind"] == "template" and run["source"]["research_id"] == first["experiment_id"]
+    assert run["source"]["input_snapshot_ids"]
+    assert app.state.runner.backtests.wake.is_set()
+    rotated, _ = await credentials(app)
+    assert await invoke(app, rotated, "start_template_backtest", args) == run
+    conflict = await app.state.mcp.invoke(principal, "start_template_backtest", args | {"candidate_ids": ["c1"]})
+    assert conflict.is_error and conflict.structured_content["error"]["code"] == "IDEMPOTENCY_CONFLICT"
+    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(BacktestPreview)) == 1
+        row = await db.get(BacktestRun, run["backtest_run_id"])
+        assert row.ai_context["mcp_token_id"] == principal.token_id
+        audit = await db.scalar(select(MCPAudit).where(MCPAudit.tool == "expand_research_template"))
+        assert audit.business_id == first["experiment_id"]
+    record = (await logged_in.get(f"/api/v1/research/experiments/{first['experiment_id']}")).json()
+    assert record["backtest_run_ids"] == [run["backtest_run_id"]]
+
+
+async def test_template_mcp_failures_are_atomic_and_do_not_consume_keys(app, research_input):
+    from app.models import BacktestPreview, ResearchExperiment
+
+    principal, _ = await credentials(app)
+    saved, args = await template_collection(app, principal, research_input, 2)
+    for changed in [args | {"settings": args["settings"] | {"region": "EUR"}},
+                    args | {"preparation_refs": [{**args["preparation_refs"][0], "version": 999}]}]:
+        result = await app.state.mcp.invoke(principal, "expand_research_template", changed)
+        assert result.is_error
+    async with app.state.sessions() as db:
+        assert await db.scalar(select(func.count()).select_from(ResearchExperiment)) == 0
+        assert not await db.scalar(select(ResearchRequest).where(ResearchRequest.operation == "expand_research_template"))
+    collection = await invoke(app, principal, "expand_research_template", args)
+    conflict = await app.state.mcp.invoke(principal, "expand_research_template", args | {"seed": 1})
+    assert conflict.structured_content["error"]["code"] == "IDEMPOTENCY_CONFLICT"
+    request = {"experiment_id": collection["experiment_id"], "candidate_ids": ["c1"], "idempotency_key": "execute"}
+    for ids in [[], ["unknown"], ["c1", "c1"]]:
+        result = await app.state.mcp.invoke(principal, "start_template_backtest", request | {"candidate_ids": ids})
+        assert result.is_error
+    result = await app.state.mcp.invoke(principal, "start_template_backtest", request | {"expression": "rank(other)"})
+    assert result.is_error and result.structured_content["error"]["code"] == "INVALID_INPUT"
+    async with app.state.sessions() as db:
+        assert await db.scalar(select(func.count()).select_from(BacktestRun)) == 0
+        assert await db.scalar(select(func.count()).select_from(BacktestPreview)) == 0
+        assert not await db.scalar(select(ResearchRequest).where(ResearchRequest.operation == "start_template_backtest"))
+    await invoke(app, principal, "start_template_backtest", request)
+
+
+async def test_template_tool_discovery_and_execute_permissions(app, research_input):
+    from fastapi import HTTPException
+
+    principal, secret = await credentials(app, {"research:read", "research:write"})
+    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"})).json()
+        tools = {t["name"]: t for t in listed["result"]["tools"]}
+        assert "expand_research_template" in tools and "get_template_candidates" in tools
+        assert "start_template_backtest" not in tools
+        assert "source_item_ids" not in tools[TOOL]["inputSchema"]["required"]
+        assert tools["expand_research_template"]["annotations"]["idempotentHint"]
+    _, args = await template_collection(app, principal, research_input, 2)
+    collection = await invoke(app, principal, "expand_research_template", args)
+    with pytest.raises(HTTPException) as denied:
+        await app.state.mcp.invoke(principal, "start_template_backtest", {
+            "experiment_id": collection["experiment_id"], "candidate_ids": ["c1"], "idempotency_key": "denied",
+        })
+    assert denied.value.status_code == 403
+    reader, _ = await credentials(app, {"research:read"})
+    await invoke(app, reader, "get_template_candidates", {"experiment_id": collection["experiment_id"]})
+    with pytest.raises(HTTPException):
+        await app.state.mcp.invoke(reader, "expand_research_template", args)

backend/tests/test_research_integration.py

@@ -274,3 +274,58 @@ async def test_new_interfaces_require_login_and_same_origin(client):
             json=construction("none"),
         )
     ).status_code == 403
+
+
+@pytest.mark.parametrize("decision", ["approve", "deny", "tamper", "archive"])
+async def test_template_collection_single_confirmation(app, logged_in, fixed_input, decision):
+    from app.models import ResearchExperiment
+    from tests.test_research_workspace import expansion
+
+    await setup(app)
+    await configure(app, logged_in)
+    body = expansion(fixed_input["id"])
+    body["template"]["expression"] = "rank({field}) + {offset}"
+    body["template"]["variables"]["offset"] = {"kind": "integer", "values": list(range(20))}
+    response = await logged_in.post("/api/v1/research/experiments", json=body)
+    assert response.status_code == 201, response.text
+    experiment = response.json()
+    assert len(experiment["candidates"]) == 40
+    app.state.ai.model_factory = single_tool_factory("start_template_backtest", {
+        "experiment_id": experiment["id"],
+        "candidate_ids": [c["client_item_id"] for c in experiment["candidates"]],
+        "idempotency_key": "template-confirm",
+    })
+    conversation = (await logged_in.post("/api/v1/ai/conversations")).json()["id"]
+    run = await ask(logged_in, conversation, "回测这个模板集合")
+    assert run["status"] == "waiting_approval", run
+    assert len(run["tools"]) == 1
+    approval = run["tools"][0]
+    preview = approval["preview"]["backtest"]
+    assert preview["total"] == 40 and len(preview["items"]) < 40
+    async with app.state.sessions.begin() as db:
+        assert await db.scalar(select(func.count()).select_from(BacktestRun)) == 0
+        assert await db.scalar(select(func.count()).select_from(BacktestPreview)) == 1
+        if decision == "tamper":
+            saved = await db.get(BacktestPreview, preview["preview_id"])
+            candidates = copy.deepcopy(saved.candidates)
+            candidates[-1]["expression"] = "rank(close)"
+            saved.candidates = candidates
+        elif decision == "archive":
+            saved = await db.get(ResearchExperiment, experiment["id"])
+            saved.archived = True
+    for _ in range(2):
+        result = await logged_in.post(f"/api/v1/ai/approvals/{approval['id']}/decision",
+                                     json={"approved": decision != "deny"})
+        assert result.status_code == 200, result.text
+    async with app.state.sessions() as db:
+        runs = (await db.scalars(select(BacktestRun))).all()
+        assert len(runs) == (1 if decision == "approve" else 0)
+        assert await db.scalar(select(func.count()).select_from(BacktestPreview)) == 1
+        if runs:
+            assert runs[0].preview_id == preview["preview_id"]
+            assert runs[0].source["kind"] == "template"
+            assert runs[0].source["research_id"] == experiment["id"]
+            assert runs[0].ai_context["conversation_id"] == conversation
+            assert runs[0].ai_context["ai_run_id"] == run["id"]
+            saved = await db.get(BacktestPreview, runs[0].preview_id)
+            assert len(saved.candidates) == 40

docs/worldquant-knowledge-base/01-alpha-ideas/data-template-cards.md

@@ -43,3 +43,11 @@ SUE 类方向的可迁移问题是“盈利变化相对于自身历史波动是
 dateCoverage 只是一项元数据，不告诉你缺失发生在哪几年，也不完整表达横截面质量；VECTOR 非空容器也可能没有有效元素。不要把社区的 40%/60%/80% 建议阈值当官方规则。检查逐年、逐区覆盖及事件时点，比固定门槛更重要。
 
 来源：[【平台新功能】字段新特征：datecoverage的介绍、应用与勘误。](https://support.worldquantbrain.com/hc/en-us/community/posts/37581194344215)（发帖 2026-01-10，社区经验）。
+
+## 2026-09-18 补充：代理变量与样本边界
+
+[搜索量转新闻密度的注意力反转帖](https://support.worldquantbrain.com/hc/en-us/community/posts/43541109631895)（2026-09-16）用新闻事件密度代理搜索关注，作者报告 GBR 与 EUR 表现不同，EUR 变体 Fitness 均低于 1。新闻供给不等于投资者主动搜索，代理替换可能改变机制，应比较原代理、新闻量单腿及价格反转对照；这不是已验证的论文等价复现。
+
+[MAX 与彩票偏好帖](https://support.worldquantbrain.com/hc/en-us/community/posts/43508107778711)（2026-09-15）报告滚动极端涨幅除以自身波动后，Sharpe 从 0.36 到 0.75，最大回撤从 48.96% 到 5.69%；缩短为 5 日窗口虽进一步提高指标，作者也承认与短期反转重叠。可保留“极值相对自身波动”的待验证假设，但窗口更短、更强不等于彩票机制更纯。本轮未复核论文、借券成本或原始回测，也不将标题中的“完整复现”当作已验证结论。
+
+[DEU 内部人信念强度帖](https://support.worldquantbrain.com/hc/en-us/community/posts/43178926004887)（2026-09-02，本轮补录）提醒：稀疏事件填零后，大块相同排名可能代表没有事件，不能解释为经济信念中等。作者还报告有效持仓主要在 2018–2023，而较早年份为零；应以实际可投资区间评估结果。比较滚动和与均值时须核对有效观测数和缺失处理；完整固定窗口下两者只差常数，不能笼统断言换成均值必然丢失事件信息。原帖的 tail 阈值与性能改善仅是单例，不推广为稀疏数据通用模板。

docs/worldquant-knowledge-base/01-alpha-ideas/relationship-and-extension-cards.md

@@ -63,3 +63,19 @@ ASI/TOP500 的 risk70 模板使用时间操作后按 exchange 中性化。来源
 ## 10. 当前优先级
 
 已有九月四张卡覆盖 SNR、机构拥挤、Wikipedia 关注和订单流。新补充方向优先选择“极性配对、同行相对位置、明确口径的实际/预测偏差”中你能取得完整数据的少量假设。优先级属于本库研究建议，未实际运行或比较这些方向的收益。
+
+## 2026-09-18 补充：差分、正交化与类别编码
+
+### 同源做差不会保证降低 PC
+
+[同源信号与噪声对冲](https://support.worldquantbrain.com/hc/en-us/community/posts/43501264459799)（2026-09-15）比较两条弱信号做差和两条强信号做差；[后续讨论](https://support.worldquantbrain.com/hc/en-us/community/posts/43536370604567)（2026-09-16）要求拆开两腿验证，但其中“做差一定会让 PC 下降”的说法不成立。数学反例：令 P 与 N 独立且方差相同，A=P+N、B=N，则 A 与 P 的相关系数为 1/√2，而 A−B 与 P 的相关系数为 1。对某些生产池成分，相关性反而会上升。
+
+保留的实验是 A、B、A−B 分别比较收益、成本、覆盖和与已有池的相关性；两腿都弱也不自动证明共享噪声被成功剥离，需要样本外和稳定性证据。[周频量价概率正交化案例](https://support.worldquantbrain.com/hc/en-us/community/posts/43500671638551)（2026-09-15）自报 Max Prod Corr 在加入运营效率控制后从 0.6806 升至 0.7068，再加国家中性化降至 0.6681。与指定控制变量正交，不等于与整个生产池低相关；作者还报告覆盖及收益损失，应把这些变化同时列入对照，不将单个检查过线称为新机制成立。
+
+### 分析师差分先对齐经济口径
+
+[analyst10 预期差异帖](https://support.worldquantbrain.com/hc/en-us/community/posts/43524498271895)（2026-09-16）提出近远期预期差、上调与下调差等候选。可取的是同单位、同口径、只改变一个经济维度的配对方式；覆盖人数与预测 surprise 不能直接相减，已表示净修订的字段也不能未经语义核对再机械差分。120 日回填是作者参数，须另外检查数据可得时点、陈旧观测及两腿实际覆盖，不当作字段的通用配置。
+
+### 类别编号不是有量纲的数值
+
+[JPN 另类行业分类协方差帖](https://support.worldquantbrain.com/hc/en-us/community/posts/43308165478935)（2026-09-07，本轮补录）把两套类别整数标签做时间协方差，报告低换手，同时承认解释偏弱和 OS 检查 PENDING。任意置换簇编号可能改变该协方差，而经济分类没有改变，因此不能直接将结果解释为“分类分歧强度”。至少应检验标签重编码不变性，并与基于类别成员关系的一致性度量比较；不同聚类方法也不自动意味着统计独立。本轮没有复现其回测。

docs/worldquant-knowledge-base/03-engineering/2026-operating-lessons.md

@@ -41,3 +41,11 @@ CSV 本身不保证并发原子性。需要记录任务身份、租约或领取
 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。
+
+## 2026-09-18 补充：断点声明与代码行为要对照
+
+[OS Alpha 批量重跑 RA 两脚本](https://support.worldquantbrain.com/hc/en-us/community/posts/43524503109655)（2026-09-16）声称支持续跑，但所附代码在 `simulate_single` 返回后无条件 `mark_done(k)`，而异常或缺少 Location 的路径可能返回 `None`。这会把未确认完成的任务记为已处理；应保留已受理引用及 UNKNOWN/待对账状态，不能仅靠 done 集合跳过。进度键也没有覆盖全部 settings，改动未入键参数后可能误复用旧进度。这些是静态阅读发现，没有运行脚本或验证平台端行为。
+
+同帖还包含自动 PATCH Alpha 标签的步骤，因而不是纯读取工具。[另一篇 RA 说明](https://support.worldquantbrain.com/hc/en-us/community/posts/43410200668823)（2026-09-11）所述“不设置属性、不提交”不能自动套用到不同脚本。[AlphaSubmitter](https://support.worldquantbrain.com/hc/en-us/community/posts/43299585796247)（2026-09-07，本轮补录）宣传多轮自动重试，但没有给出足够的幂等或受理状态核对证据；POST 超时不能直接解释为服务端未创建，重发前需先对账。
+
+[意见留言墙](https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503)本轮新可见评论提出登录过期导致界面状态丢失、回测次数与 Alpha 列表数量不同等问题。它们是用户反馈，不是已确认平台故障：先保存任务引用与界面筛选状态，再分别核对请求次数、失败/取消状态和结果对象数，避免仅凭两个总数推断丢数据。本轮没有复现相关 UI 行为。

docs/worldquant-knowledge-base/04-platform/current-updates.md

@@ -28,3 +28,9 @@
 [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。
+
+## 2026-09-18 论坛增量
+
+[ARC2026 社区积分活动通知](https://support.worldquantbrain.com/hc/en-us/community/posts/43498120902807)（2026-09-15）称，CN/HK 顾问按比赛结束时官方榜单统计，成功提交至少 2 个 ARC/RA Parent 可得 50 积分，至少 10 个可得 100 积分，取最高档、不叠加。通知明确这是社区配套活动，与比赛的美元奖池分开。本轮读取通知，未核实个人资格、积分到账或兑换比例，也未提交 Alpha。
+
+上文 Grand Master 1v1 Advisory 原公布的 9 月 17 日预约窗口已过；截至本次整理，不应继续把它列为已确认开放的预约机会，本轮未核查是否续期。新出现的招聘、免费模型与云服务推广帖保留目录，不将促销额度、模型可用性和邀请收益写成研究结论。

docs/worldquant-knowledge-base/04-platform/portfolio-osmosis.md

@@ -26,3 +26,9 @@
 先排查数据中断与不可投资表现，再按同族/相关簇留代表，然后看同时回撤和成本后的组合增量。旧 Alpha 也可重新评估；但不能只因最近几天排名好就重仓。
 
 为每次比较固定评价时段和费用设置，记录“原组合”“加入候选”“替换近似旧项”三组结果。正式配点/提交前再确认资格与生效时间。本次没有修改任何平台属性。
+
+## 2026-09-18 补充：教学倍数与支付公式分开
+
+[Theme 到 Osmosis 的说明帖](https://support.worldquantbrain.com/hc/en-us/community/posts/43529198653719)（2026-09-16）区分质量因子的加成与每日美元报酬，并明确把“主题合并后再乘 Osmosis”“不分配按 1 倍”作为文章的补充计算口径；这不等于取得完整官方支付公式。[Base Payment 说明帖](https://support.worldquantbrain.com/hc/en-us/community/posts/43561782887575)（2026-09-17）同样声明，四项得分归一化到 0–1 再等权平均只是教学假设。“交满适用配额即 Quantity 满分”也是该帖补充口径，本轮没有独立核实，不能据此计算个人收入或设置自动提交目标。
+
+[两条高倍数 Alpha 的收入分享](https://support.worldquantbrain.com/hc/en-us/community/posts/43532701388183)（2026-09-16）把两天支付差异归因于提交组合及平均方式；缺少同条件对照，不能据此推导“少交必然更赚钱”或固定的 VF、Osmosis 收入门槛。保留的研究问题是：完整 Alpha 的适用资格、组合贡献和评价窗口是否一致。本文不新增已核实的乘数、资格或支付规则，也不把作者报告视为本次复现。

docs/worldquant-knowledge-base/04-platform/spc.md

@@ -4,7 +4,7 @@ SPC 与“LLM 帮你写 FastExpr”不同：你提交投资论点 Prompt，平
 
 ## 9 月必须更新的输出格式
 
-7 月中文教程仍写 ISIN|MIC 字典；最新官方提交页（9 月 6 日更新）要求**对象数组**。结构示意如下，尖括号为类型占位符，不能原样提交：
+7 月中文教程仍写 ISIN|MIC 字典；9 月 7 日首次核查的官方提交页已要求**对象数组**。2026-09-18 再读该页（页面更新 9 月 13 日），要求仍为对象数组。结构示意如下，尖括号为类型占位符，不能原样提交：
 
 ```text
 [
@@ -20,9 +20,9 @@ SPC 与“LLM 帮你写 FastExpr”不同：你提交投资论点 Prompt，平
 ]
 ```
 
-confidence_score 范围 -1 到 1，符号对应多空；investment_horizon 为预期实现收益的天数；return_prediction 表示预测收益率。官方示例用 0.045 表示 4.5%。务必核对证券标识与交易场所，不能用臆造 ID。
+confidence_score 范围 -1 到 1，符号对应多空；investment_horizon 为预期实现收益的天数；return_prediction 表示预期收益变动幅度。9 月 18 日复核的官方文字要求 return_prediction 为正，多空方向由 confidence_score 表示，不能再靠负 return_prediction 表示做空。官方示例用 0.045 表示 4.5%。务必核对证券标识与交易场所，不能用臆造 ID。
 
-来源：[What do I need to submit?](https://support.worldquantbrain.com/hc/en-us/articles/41681208900759)（官方，更新 2026-09-06）；旧格式来源：[【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)（发帖 2026-07-08，社区经验）。
+来源：[What do I need to submit?](https://support.worldquantbrain.com/hc/en-us/articles/41681208900759)（官方，本次页面更新 2026-09-13，读取 2026-09-18）；旧格式来源：[【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)（发帖 2026-07-08，社区经验）。
 
 ## 已核实的规则
 
@@ -46,3 +46,9 @@ confidence_score 范围 -1 到 1，符号对应多空；investment_horizon 为
 社区“信号 5–7 天衰减”来自特定经验，不是所有 SPC 机制的固定半衰期。期限应根据来源更新节奏与前瞻验证决定。来源：[【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)（发帖 2026-08-24，社区经验）。
 
 本次未调用 LLM 生成投资组合，未提交 Prompt、调整权重或参加比赛。
+
+## 2026-09-18 补充：社区提交脚本仍需核对版本
+
+[SPC 提交 API 抓包与自动化帖](https://support.worldquantbrain.com/hc/en-us/community/posts/43322480595991)（2026-09-08，本轮补录）示例仍将 `sampleOutput` 写为 `ISIN|MIC` 字典字符串，与本次官方要求的输出内容不一致。API 包装字段是否需要字符串编码和 Prompt 实际应输出什么，是两个问题；不能因抓包样例曾被接受，就将旧字典视为现行内容规范。
+
+静态阅读还发现，该帖称已加入调权命令，但展示的命令解析只有登录检查、列表和提交；权重验证检查范围却未落实文中两位小数的声明。示例 POST 超时后没有受理状态对账，人工或自动重试可能造成重复提交。`weight=0` 在官方文字中是停止运行，不应按社区的“下线”表述推断对象被删除。这里只记录版本与恢复边界，未执行脚本、探测提交接口或调整权重。

docs/worldquant-knowledge-base/06-sources/README.md

@@ -1,6 +1,6 @@
 # 来源、覆盖范围与验证记录
 
-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。
+首次采集日期：2026-09-07；最近论坛同步：2026-09-18。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
 
@@ -92,3 +92,19 @@ 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
 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。
+
+## 每周论坛同步：2026-09-18
+
+本次实际采集时间为北京时间 10:11:39–10:16:36；这是执行记录，不将计划的 09:00 写成实际开始时间。认证返回 201，支持站 SSO 落地仍为 403，Community API 正常。18 页共有 1,771 篇可见帖子，排除 1,101 篇早于年初边界的帖子，范围内保留 670 篇；上次 629 个 ID 均仍可见。逐帖分页取得 9,601 条评论，670 个记录的实际取得数与列表计数均相等，零采集失败。
+
+相对 9 月 11 日内容基线，新收录 41 篇：29 篇发表于上次采集结束后，12 篇的创建时间更早。后者只能称为本轮补录，无法仅凭列表差异判断此前为何不可见或漏收。这 41 篇共取得 5 条评论。旧帖留言墙 42302637812503 新可见 9 个评论 ID，其中 7 条创建时间早于上次采集、2 条发表于 9 月 12 日；其余既有评论文本指纹未见变化，也没有缺失评论 ID。评论总数增加 14 条，其中只有 7 条的创建时间晚于上次采集，不能将净增量全称为本周发表。
+
+231 篇旧帖的更新时间变化，但只有两篇正文内容指纹变化：43320471694999 的 AI 合集新增 CNHKMCP QuantFlow 提示词入口，43030071187479 的新人指南新增第三方发布公告与 Osmosis 入口。逐一对照上周文本确认均为目录更新，没有据此扩充列表外旧帖知识。加上留言墙评论变化，共 3 篇既有帖出现内容或评论集合变化，其余仅同步元数据。
+
+41 篇新收录帖已完成标题筛查，40 篇有可提取正文并完成主旨阅读，14 篇研究机制和 6 篇工程材料另做独立核验。43287990820375 的正文仅含 12 张图片、没有可提取文字；尝试读取全部 12 个官方图片地址均返回 403，因此未逐图核验，阅读状态记为 `metadata_only`，并在检查点保留待阅读项，不把标题中的夺冠经验或 21 个 OS Alpha 视为已读证据。新收录帖的 5 条评论及留言墙新可见的 9 条评论均已阅读。宣传、充值/邀请和缺少研究证据的收入展示保留索引，不机械扩写成研究方法。
+
+知识更新包括：同源差分和正交化不保证降低生产相关性、类别编号协方差的编码依赖、分析师差分口径、代理变量及稀疏事件的有效样本边界；RA 脚本未知结果被标为完成的静态风险；支付教学假设与真实公式的区别；ARC 社区积分活动；按评价时间复盘的边界。所有社区回测数值仍为作者自报，本轮未运行或安装其代码。另通过官方 API 复核 SPC 提交说明 41681208900759（更新 2026-09-13），确认对象数组格式，并补充 return_prediction 正值与 confidence_score 多空方向的分工；没有访问提交接口或调整权重。
+
+本轮继续比较全部范围内评论的文本指纹，没有假定帖子更新时间或评论数量能完全反映评论编辑。评论指纹针对去除 HTML、规范化空白后的文字，不覆盖纯排版、链接目标或图片替换；因此“未见评论文本编辑”不能解释为所有媒体与格式均未变化。上周文本保留在本机 `.local/forum-sync/previous-2026-09-11/`，新候选仍由验证后才推进到相应成功基线，图片访问缺口另行保留；状态与采集文本不包含认证响应或会话材料。没有同步邮件、改变平台属性、预约、报名、回测、发帖或推送仓库。
+
+验证结果：两个 CSV 各有 670 个唯一帖子 ID，评论合计 9,601；采集记录及候选指纹逐项一致，142 篇帖子被知识条目引用，论坛引用均在范围内，本地链接与差异空白检查通过。新增知识内容和本地 JSON/JSONL 状态的账号密码字面值及 JWT 形式扫描通过。实际 API 采集及本周内容比对已运行；社区回测与代码未执行，自动失败恢复、限流退避仍未经过故障演练。文本及索引同步完成，图片正文访问失败保留为独立缺口。

docs/worldquant-knowledge-base/06-sources/collection-2026.json

@@ -29,6 +29,79 @@
     "No source authentication material is included."
   ],
   "latest_forum_sync": {
+    "collected_at": "2026-09-18",
+    "timezone": "Asia/Shanghai",
+    "started_at": "2026-09-18T02:11:39.967012+00:00",
+    "collection_finished_at": "2026-09-18T02:16:36.188053+00:00",
+    "previous_successful_collection_finished_at": "2026-09-11T01:06:33.369594+00:00",
+    "raw_visible_posts": 1771,
+    "raw_list_pages": 18,
+    "excluded_older_posts": 1101,
+    "retained_posts": 670,
+    "retained_comments": 9601,
+    "newly_indexed_posts": 41,
+    "newly_indexed_posts_created_after_previous_collection": 29,
+    "historical_posts_newly_indexed": 12,
+    "comments_on_newly_indexed_posts": 5,
+    "newly_visible_comments_on_existing_posts": 9,
+    "historical_comments_newly_visible": 7,
+    "newly_visible_comments_created_after_previous_collection": 7,
+    "comment_count_net_change": 14,
+    "metadata_changed_existing_posts": 231,
+    "body_changed_existing_post_ids": [
+      "43320471694999",
+      "43030071187479"
+    ],
+    "comment_changed_existing_post_ids": [
+      "42302637812503"
+    ],
+    "edited_existing_comments": 0,
+    "missing_existing_comment_ids": 0,
+    "failed_comment_records": 0,
+    "missing_previously_indexed_posts": 0,
+    "posts_cited_in_knowledge": 142,
+    "groups": {
+      "portfolio": 50,
+      "ai": 154,
+      "ideas": 30,
+      "lessons": 134,
+      "optimization": 62,
+      "data": 20,
+      "events": 41,
+      "engineering": 75,
+      "guides": 8,
+      "general": 96
+    },
+    "new_post_texts_screened": 40,
+    "metadata_only_post_ids": [
+      "43287990820375"
+    ],
+    "new_or_newly_visible_comments_read": 14,
+    "official_articles_checked": [
+      {
+        "id": "41681208900759",
+        "updated_at": "2026-09-13T15:38:21Z",
+        "read_at": "2026-09-18"
+      }
+    ],
+    "baseline_state_directory": ".local/forum-sync/",
+    "limits": [
+      "Newly visible records can predate the previous run; cause of historical visibility gaps is unknown.",
+      "One new post is image-only and its body has not been visually reviewed; other images and attachments not fully verified.",
+      "Community backtest claims not reproduced; code findings are static, not live platform tests.",
+      "No simulations, submissions, email sync, public publishing, or credential/session persistence.",
+      "Comment fingerprints cover normalized text only, not link destinations, formatting, or embedded media changes."
+    ],
+    "unread_media": [
+      {
+        "post_id": "43287990820375",
+        "image_count": 12,
+        "http_status": 403
+      }
+    ]
+  },
+  "forum_sync_history": [
+    {
       "collected_at": "2026-09-11",
       "timezone": "Asia/Shanghai",
       "started_at": "2026-09-11T01:03:40.336597+00:00",
@@ -78,4 +151,5 @@
         "No simulations, submissions, email sync, public publishing, or credential/session persistence."
       ]
     }
+  ]
 }

docs/worldquant-knowledge-base/06-sources/forum-index.csv

@@ -1,180 +1,221 @@
 post_id,created_at_utc,updated_at_utc,title,tags_heuristic,url,review_status
-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
+43561782887575,2026-09-17T14:27:01Z,2026-09-18T01:59:11Z,如何提高 Base Payment：交满配额、每天行动与常见误区,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43561782887575,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
+43556223197335,2026-09-17T09:44:58Z,2026-09-18T01:49:39Z,0配置注册就能用！免费大模型 DeepSeek V4.1 Flash ，GLM 5.3 Flash,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43556223197335,screened
-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
+43554011933847,2026-09-17T05:33:43Z,2026-09-17T15:18:04Z,WorkBuddy体验「腾讯轻量云」专家：免费领取1个月轻量应用服务器,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43554011933847,screened
-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
+43541109631895,2026-09-16T18:05:26Z,2026-09-17T15:19:14Z,【Alpha Idea】从「搜索量」到「新闻密度」：把一篇注意力反转论文迁移成可复用的 alpha 模板,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43541109631895,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
+43540418549527,2026-09-16T17:44:56Z,2026-09-17T16:03:52Z,【经验分享】伪灵根天崩开局，负Combine如何逆袭GM？（下篇）,lessons,https://support.worldquantbrain.com/hc/en-us/community/posts/43540418549527,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
+43540397996311,2026-09-16T17:44:30Z,2026-09-17T16:04:08Z,【经验分享】伪灵根天崩开局，负Combine如何逆袭GM？（上篇）,lessons,https://support.worldquantbrain.com/hc/en-us/community/posts/43540397996311,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
+43536370604567,2026-09-16T15:50:20Z,2026-09-18T01:22:58Z,同源信号做差，PC 一定会降——但这不等于你做出了新东西,optimization,https://support.worldquantbrain.com/hc/en-us/community/posts/43536370604567,curated
-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
+43532701388183,2026-09-16T13:52:41Z,2026-09-18T00:40:55Z,value factor 0.89 也能日入100刀+的分享,lessons,https://support.worldquantbrain.com/hc/en-us/community/posts/43532701388183,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
+43529892515095,2026-09-16T12:01:08Z,2026-09-17T07:46:24Z,【白嫖】deepseek全系列，GLM全系列等等大模型token。,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43529892515095,screened
-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
+43529216017047,2026-09-16T11:16:16Z,2026-09-17T22:45:37Z,【Alpha Idea】价值动量分位与高相关度新闻的 AMR 因子化尝试,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43529216017047,screened
-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
+43529198653719,2026-09-16T11:15:35Z,2026-09-18T00:35:08Z,从 Theme 到 Osmosis：如何用好 Multiplier，提高每日收入,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43529198653719,curated
-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
+43527457608087,2026-09-16T08:21:50Z,2026-09-17T23:29:33Z,一阶、二阶，你真的用熟练了吗？——聊聊字段挖掘、ts_backfill 和 winsorize,data,https://support.worldquantbrain.com/hc/en-us/community/posts/43527457608087,screened
-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
+43527309427863,2026-09-16T08:02:21Z,2026-09-17T02:48:41Z,招聘：BRAIN Researcher（北京/上海）,events,https://support.worldquantbrain.com/hc/en-us/community/posts/43527309427863,screened
-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
+43524498271895,2026-09-16T02:43:02Z,2026-09-18T01:49:26Z,【Alpha Idea】analyst10数据集 - 分析师预期差异构建alpha信号,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43524498271895,curated
-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
+43524503109655,2026-09-16T02:42:26Z,2026-09-18T00:09:40Z,【代码分享】 OS Alpha 批量重跑 Region-Agnostic：两个脚本筛出 ARC2026 候选（附完整代码）,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43524503109655,curated
-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
+43508107778711,2026-09-15T15:48:52Z,2026-09-17T15:40:06Z,【Alpha Idea】彩票偏好与MAX效应：把一篇JFE经典论文搬进BRAIN的完整复现,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43508107778711,curated
-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
+43502970330647,2026-09-15T13:07:27Z,2026-09-17T03:44:55Z,马斯克五步工作法对构建 Alpha 的启发,lessons,https://support.worldquantbrain.com/hc/en-us/community/posts/43502970330647,screened
-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
+43501264459799,2026-09-15T11:56:58Z,2026-09-17T08:30:11Z,【Alpha Idea】关于同源信号与噪声对冲,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43501264459799,curated
-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
+43500671638551,2026-09-15T11:16:50Z,2026-09-18T01:23:36Z,【Alpha Idea】别再说GLB不好跑了！周频量价分位概率信号的运营效率正交化在全球市场的因子化尝试,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43500671638551,curated
-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
+43499065604247,2026-09-15T08:52:19Z,2026-09-17T23:22:13Z,10个超级高效好用的ARC/GLB模板，再不刷就没有了/(ㄒoㄒ)/~~,guides,https://support.worldquantbrain.com/hc/en-us/community/posts/43499065604247,screened
-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
+43498120902807,2026-09-15T07:00:06Z,2026-09-18T01:55:47Z,【9月主题活动】：参与 ARC2026比赛，满足条件可获得100积分,events,https://support.worldquantbrain.com/hc/en-us/community/posts/43498120902807,curated
-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
+43477475833623,2026-09-14T15:19:47Z,2026-09-17T02:23:53Z,WorkBuddy 国际版限时薅羊毛 — DeepSeek-V4.1-Flash 免费两周,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43477475833623,screened
-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
+43467733543319,2026-09-14T06:01:13Z,2026-09-18T00:18:10Z,grill-engineering：用 grill-me 拆解量化工具需求，让 Codex 自动开发、验收和修复,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43467733543319,screened
-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
+43456876189975,2026-09-13T13:36:55Z,2026-09-17T02:25:37Z,薅羊毛 免费使用deepseek v4 flash 0731,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43456876189975,screened
-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
+43438866840343,2026-09-12T07:17:13Z,2026-09-17T07:41:13Z,【复盘】OS Comb：6 月 3.3+ → 7 月 3.5+（8 月尚未更新）,lessons,https://support.worldquantbrain.com/hc/en-us/community/posts/43438866840343,curated
-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
+43412659932439,2026-09-11T08:31:39Z,2026-09-16T15:43:39Z,华为云免费领每日1000万Token,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43412659932439,screened
-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
+43411841446423,2026-09-11T06:53:58Z,2026-09-17T02:37:28Z,【限时羊毛】商汤新AI平台新人福利：0.99元月卡得35万积分+20元无门槛代金券！,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43411841446423,screened
-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
+43411029872407,2026-09-11T05:10:41Z,2026-09-17T15:41:12Z,【大羊毛】白嫖 2 周 DeepSeek V4.1 Flash！,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43411029872407,screened
-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
+43410200668823,2026-09-11T03:37:00Z,2026-09-17T03:40:30Z,Region Agnostic Alpha 全解析 + 老Alpha重跑ARC候选脚本 + ARC2026参赛攻略,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43410200668823,curated
-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
+43392142641175,2026-09-10T15:11:04Z,2026-09-17T23:40:03Z,分享个 ZCode 手机远程挖Alpha的玩法+【限时薅羊毛】GLM-5.3-Flash 每晚免费挖 alpha，9 月 20 号截止！,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43392142641175,screened
-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
+43387710095895,2026-09-10T12:45:53Z,2026-09-17T15:42:07Z,限时免费GLM-5.3 活动分享,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43387710095895,screened
-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
+43383826751127,2026-09-10T08:06:07Z,2026-09-18T01:24:08Z,【差生文具多】WQAPP 1.04版本(添加回测和六维排名功能),engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43383826751127,screened
-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
+43367979867031,2026-09-09T17:45:47Z,2026-09-17T17:15:33Z,vf涨啦！！！开心开心开心,lessons,https://support.worldquantbrain.com/hc/en-us/community/posts/43367979867031,screened
-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
+43322749748503,2026-09-08T06:39:02Z,2026-09-18T00:45:35Z,【Alpha Idea】招聘变化与业务扩张：hiring_trends 在 USA 市场的因子化尝试,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43322749748503,screened
-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
+43322521365143,2026-09-08T06:16:19Z,2026-09-17T03:45:32Z,【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
-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
+43322480595991,2026-09-08T06:04:54Z,2026-09-17T17:15:28Z,【SPC实战】SPC 提交 API 抓包与全自动化：告别表单手填（附完整代码）,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43322480595991,curated
-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
+43320471694999,2026-09-08T02:27:17Z,2026-09-18T00:02:05Z,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
-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
+43320365312023,2026-09-08T02:20:53Z,2026-09-17T03:46:02Z,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
-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
+43319751480599,2026-09-08T01:23:57Z,2026-09-17T15:58:00Z,【Alpha Idea】期权价格行业残差动量：opt1 在 IND 市场的因子化尝试,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43319751480599,screened
-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
+43319649278359,2026-09-08T01:16:05Z,2026-09-17T03:46:33Z,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
-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
+43309848501783,2026-09-07T15:47:18Z,2026-09-17T03:46:07Z,【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
-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
+43308165478935,2026-09-07T14:23:14Z,2026-09-17T17:15:15Z,【Alpha Idea】当两套“行业分类”开始吵架：用另类聚类标签的时序协方差，在 JPN 做一个 2.8% 换手的 Cluster Alpha,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43308165478935,curated
-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
+43307320610583,2026-09-07T13:40:35Z,2026-09-17T20:26:21Z,【Alpha Idea】投资者注意力因子的尝试（Sharpe 0.37→3.08，fitness0.21→2.38）,ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43307320610583,screened
-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
+43299585796247,2026-09-07T01:40:19Z,2026-09-17T03:47:37Z,【效率工具】ALphaSubmitter — 本地 WebUI 批量提交 Alpha 自动化工具（智能限流重试 + AI 自动写描述）,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43299585796247,curated
-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
+43287990820375,2026-09-06T08:22:50Z,2026-09-17T06:44:29Z,【 Python Alpha 挑战赛】：工作流分享和从 21 个已提交OS的 Alpha 中归纳的夺冠经验,ai,https://support.worldquantbrain.com/hc/en-us/community/posts/43287990820375,metadata_only
-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
+43269155035799,2026-09-05T02:52:22Z,2026-09-17T03:52:16Z,【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
-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
+43208281917591,2026-09-03T02:27:56Z,2026-09-17T03:41:10Z,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
-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
+43181411147287,2026-09-02T10:44:26Z,2026-09-17T03:41:15Z,【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
-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
+43179860065303,2026-09-02T08:17:04Z,2026-09-17T03:41:49Z,"【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
-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
+43179521660823,2026-09-02T07:35:26Z,2026-09-17T03:41:53Z,"【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
-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
+43179259800471,2026-09-02T07:12:12Z,2026-09-16T18:11:13Z,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
-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
+43178926004887,2026-09-02T06:35:19Z,2026-09-17T09:45:28Z,"【Alpha Idea】内部人""动了多少仓位""比""动了多少钱""更重要 —— DEU 市场内部人信念强度因子（含一次""不是调参的 tail""）",ideas,https://support.worldquantbrain.com/hc/en-us/community/posts/43178926004887,curated
-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
+43151729306647,2026-09-01T13:11:24Z,2026-09-17T03:55:48Z,【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
-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
+43147371557015,2026-09-01T08:24:29Z,2026-09-17T03:42:55Z,【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
-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
+43087031637527,2026-08-29T05:39:26Z,2026-09-17T03:52:07Z,【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
-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
+43085454784535,2026-08-29T02:21:57Z,2026-09-17T03:47:16Z,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
-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
+43067045830679,2026-08-28T14:10:52Z,2026-09-16T15:58:06Z,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
-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
+43058251853847,2026-08-28T02:23:03Z,2026-09-17T03:48:20Z,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
-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
+43031577079575,2026-08-27T08:00:38Z,2026-09-17T03:48:24Z,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
-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
+43031425132823,2026-08-27T07:41:24Z,2026-09-17T03:48:28Z,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
-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
+43030071187479,2026-08-27T02:21:08Z,2026-09-16T18:11:11Z,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
-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
+43006316208151,2026-08-26T12:39:42Z,2026-09-17T03:48:59Z,【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
-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
+43002825233687,2026-08-26T08:04:33Z,2026-09-17T03:49:03Z,🌟 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
-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
+42981290349463,2026-08-25T14:24:44Z,2026-09-17T03:49:08Z,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
-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
+42975079714839,2026-08-25T08:53:50Z,2026-09-16T16:03:56Z,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
-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
+42972530812183,2026-08-25T03:58:37Z,2026-09-17T03:49:37Z,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
-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
+42955680180247,2026-08-24T16:05:41Z,2026-09-17T03:49:42Z,【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
-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
+42945861800983,2026-08-24T09:08:41Z,2026-09-17T03:49:46Z,【🐉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
-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
+42943436447127,2026-08-24T04:09:19Z,2026-09-12T03:38:14Z,【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
-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
+42801904467607,2026-08-18T07:14:53Z,2026-09-17T03:50:15Z,[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
-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
+42775887653399,2026-08-17T13:07:37Z,2026-09-17T03:50:21Z,"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
-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
+42774450536343,2026-08-17T12:12:11Z,2026-09-17T03:50:25Z,【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
-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
+42772611660823,2026-08-17T10:05:06Z,2026-09-17T03:50:59Z,【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
-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
+42771962021143,2026-08-17T08:55:07Z,2026-09-17T03:51:04Z,【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
-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
+42757091114647,2026-08-16T07:52:17Z,2026-09-17T03:51:33Z,免费使用DeepSeek V4 Pro,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647,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
+42756641286295,2026-08-16T06:34:33Z,2026-09-17T03:52:02Z,base记录,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295,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
+42756136847639,2026-08-16T05:11:27Z,2026-09-17T07:51:33Z,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
-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
+42743732814999,2026-08-15T11:17:48Z,2026-09-17T09:23:41Z,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
-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
+42740521405463,2026-08-15T04:01:48Z,2026-09-17T09:27:09Z,【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
-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
+42738237663639,2026-08-15T00:37:15Z,2026-09-17T09:27:14Z,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
-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
+42721824181271,2026-08-14T14:28:28Z,2026-09-17T07:58:23Z,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
-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
+42720875852439,2026-08-14T13:56:37Z,2026-09-17T08:00:24Z,【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
-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
+42714622464407,2026-08-14T06:16:44Z,2026-09-16T18:08:21Z,CNHKMCP QuantFlow 提示词,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407,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
+42691768951447,2026-08-13T14:10:35Z,2026-09-17T08:01:37Z,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
-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
+42686571665303,2026-08-13T09:20:16Z,2026-09-15T17:21:18Z,【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
-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
+42662873714711,2026-08-12T13:39:07Z,2026-09-17T08:04:30Z,AI模板库分享,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711,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
+42587179348119,2026-08-09T13:34:48Z,2026-09-17T12:32:31Z,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,2026-09-17T08:08:54Z,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,2026-09-17T08:11:01Z,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,2026-09-17T08:12:32Z,【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,2026-09-17T08:14:16Z,【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,2026-09-17T08:16:47Z,【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,2026-09-17T08:19:47Z,"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,2026-09-17T08:22:09Z,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,2026-09-17T12:02:54Z,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,2026-09-17T08:24:18Z,【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,2026-09-17T08:25:17Z,【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,2026-09-17T08:28:51Z,【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,2026-09-17T08:30:20Z,【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,2026-09-17T08:33:23Z,【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,2026-09-17T08:36:08Z,【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,2026-09-17T08:38:03Z,【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,2026-09-17T08:42:45Z,"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,2026-09-17T08:45:31Z,【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,2026-09-17T08:47:53Z,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,2026-09-17T23:10:37Z,📢 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,2026-09-17T08:49:45Z,【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,2026-09-17T08:51:22Z,【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,2026-09-16T18:15:06Z,【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,2026-09-16T18:15:28Z,【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,2026-09-13T04:33:08Z,【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,2026-09-13T04:34:24Z,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,2026-09-17T05:06:16Z,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,2026-09-13T15:52:12Z,【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,2026-09-13T04:36:05Z,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,2026-09-13T13:56:22Z,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,2026-09-16T12:46:50Z,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,2026-09-13T04:40:18Z,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,2026-09-16T14:56:54Z,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,2026-09-13T04:42:58Z,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,2026-09-16T16:01:23Z,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,2026-09-13T04:45:09Z,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,2026-09-17T12:14:42Z,【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,2026-09-16T15:58:10Z,【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,2026-09-17T11:54:21Z,[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,2026-09-16T15:58:11Z,【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,2026-09-13T05:02:10Z,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,2026-09-13T05:02:11Z,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,2026-09-10T06:52:45Z,【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
+42047259261335,2026-07-18T04:01:02Z,2026-09-16T15:58:13Z,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,2026-09-07T14:05:02Z,【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
+42045578950551,2026-07-18T01:16:32Z,2026-09-15T12:31:30Z,【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
+42044407938839,2026-07-17T23:55:28Z,2026-09-13T05:06:36Z,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
+42029118285847,2026-07-17T14:49:02Z,2026-09-16T15:58:13Z,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,2026-09-10T15:03:11Z,【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
+42021722069143,2026-07-17T07:32:26Z,2026-09-17T12:05:08Z,【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,2026-09-09T08:57:55Z,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
+42021244122775,2026-07-17T06:37:04Z,2026-09-16T12:16:13Z,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
+42020342676759,2026-07-17T04:56:47Z,2026-09-17T08:04:38Z,【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
+42019924663319,2026-07-17T04:09:47Z,2026-09-13T05:08:13Z,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
+42019332809111,2026-07-17T03:11:51Z,2026-09-14T05:10:16Z,【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,2026-09-10T06:51:47Z,"【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
+42019010387479,2026-07-17T02:43:30Z,2026-09-14T14:29:15Z,"【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
+42018671130391,2026-07-17T02:14:19Z,2026-09-14T11:48:44Z,【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
+42015743397655,2026-07-16T23:02:32Z,2026-09-14T05:10:08Z,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
+42007074836247,2026-07-16T17:36:24Z,2026-09-17T13:25:18Z,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
+41995684431767,2026-07-16T09:16:12Z,2026-09-16T15:58:14Z,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
-41995369186455,2026-07-16T08:39:40Z,2026-09-03T17:10:19Z,SPC 2026 Competition API 文档,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41995369186455,retrieved_not_deep_reviewed
+41995369186455,2026-07-16T08:39:40Z,2026-09-14T05:10:44Z,SPC 2026 Competition API 文档,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41995369186455,retrieved_not_deep_reviewed
-41994809192215,2026-07-16T07:30:01Z,2026-09-04T18:00:24Z,【代码分享】用 Python 批量提交 SPC Prompt,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41994809192215,retrieved_not_deep_reviewed
+41994809192215,2026-07-16T07:30:01Z,2026-09-14T05:10:58Z,【代码分享】用 Python 批量提交 SPC Prompt,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41994809192215,retrieved_not_deep_reviewed
-41993968062743,2026-07-16T05:45:29Z,2026-08-29T05:32:28Z,从GM掉E，鼠鼠做错了哪些事情,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41993968062743,retrieved_not_deep_reviewed
+41993968062743,2026-07-16T05:45:29Z,2026-09-14T05:11:08Z,从GM掉E，鼠鼠做错了哪些事情,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41993968062743,retrieved_not_deep_reviewed
-41992899715607,2026-07-16T03:37:04Z,2026-08-29T05:33:21Z,SPC 平台是怎么处理你的 Prompt 的 —— 从提交到出 PnL 的个人理解,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41992899715607,retrieved_not_deep_reviewed
+41992899715607,2026-07-16T03:37:04Z,2026-09-14T05:10:59Z,SPC 平台是怎么处理你的 Prompt 的 —— 从提交到出 PnL 的个人理解,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41992899715607,retrieved_not_deep_reviewed
-41974186627351,2026-07-15T14:28:21Z,2026-09-05T00:25:17Z,别盲目全region遍历：同一个字段在USA/IND/GLB覆盖差太多，裸concat直接变size beta,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41974186627351,retrieved_not_deep_reviewed
+41974186627351,2026-07-15T14:28:21Z,2026-09-16T15:58:15Z,别盲目全region遍历：同一个字段在USA/IND/GLB覆盖差太多，裸concat直接变size beta,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41974186627351,retrieved_not_deep_reviewed
-41949669579031,2026-07-14T16:29:48Z,2026-08-29T05:35:36Z,【经验分享】alpha提交脚本，解决最近遇到的提交429问题,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41949669579031,retrieved_not_deep_reviewed
+41949669579031,2026-07-14T16:29:48Z,2026-09-14T05:12:50Z,【经验分享】alpha提交脚本，解决最近遇到的提交429问题,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41949669579031,retrieved_not_deep_reviewed
-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
+41939959839895,2026-07-14T09:52:26Z,2026-09-16T15:58:16Z,"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
+41937689411479,2026-07-14T05:39:35Z,2026-09-14T05:13:06Z,【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
+41909117583383,2026-07-13T07:41:26Z,2026-09-16T16:07:35Z,【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,2026-09-09T08:48:36Z,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
+41908323673111,2026-07-13T06:19:18Z,2026-09-16T15:58:17Z,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
+41903649174807,2026-07-12T22:22:13Z,2026-09-14T05:15:50Z,【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,2026-09-09T02:34:11Z,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
+41898564566167,2026-07-12T15:18:27Z,2026-09-15T00:48:52Z,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
+41898002651287,2026-07-12T14:31:29Z,2026-09-15T07:50:38Z,【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
+41897133795479,2026-07-12T13:05:00Z,2026-09-16T15:58:17Z,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,2026-09-10T16:29:16Z,【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
+41895342323095,2026-07-12T09:23:12Z,2026-09-15T07:52:56Z,【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
+41881412101399,2026-07-11T11:29:02Z,2026-09-16T15:58:18Z,【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,2026-09-07T08:12:29Z,[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
+41880799695127,2026-07-11T10:14:17Z,2026-09-15T16:57:44Z,[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
+41878175264663,2026-07-11T04:13:48Z,2026-09-15T00:54:44Z,【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
+41877985926423,2026-07-11T03:58:23Z,2026-09-16T16:01:24Z,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,2026-09-10T06:51:48Z,【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
+41860731598487,2026-07-10T15:11:51Z,2026-09-15T07:55:08Z,[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
+41856507417623,2026-07-10T12:39:26Z,2026-09-16T18:15:28Z,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
+41854026316055,2026-07-10T09:39:49Z,2026-09-16T15:58:46Z,【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
+41853221944727,2026-07-10T08:07:46Z,2026-09-15T07:55:30Z,【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,2026-09-10T06:52:46Z,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
+41849925214231,2026-07-10T02:03:06Z,2026-09-13T14:22:33Z,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
+41843067537431,2026-07-09T20:57:11Z,2026-09-14T05:10:32Z,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
+41830530812823,2026-07-09T14:35:37Z,2026-09-15T07:55:50Z,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,2026-09-08T13:50:21Z,【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
+41804720051607,2026-07-08T15:47:44Z,2026-09-16T06:32:50Z,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,2026-09-10T06:50:51Z,【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
+41796491619351,2026-07-08T10:32:54Z,2026-09-16T14:43:57Z,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,2026-09-10T06:50:53Z,【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
+41771840601495,2026-07-07T14:25:07Z,2026-09-17T02:01:48Z,【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
+41735891987479,2026-07-06T09:42:06Z,2026-09-16T15:58:47Z,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
+41734005749399,2026-07-06T06:03:18Z,2026-09-16T06:33:11Z,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
+41732813691287,2026-07-06T03:30:04Z,2026-09-13T05:07:55Z,【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
+41719890581911,2026-07-05T04:44:58Z,2026-09-14T05:13:06Z,【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
+41707021146263,2026-07-04T09:22:13Z,2026-09-16T06:33:27Z,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,2026-09-10T17:05:13Z,[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
+41706827651991,2026-07-04T08:53:46Z,2026-09-17T11:24:50Z,[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
+41692781472919,2026-07-03T16:09:22Z,2026-09-16T18:11:16Z,[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
+41684771561751,2026-07-03T09:43:59Z,2026-09-16T06:33:46Z,【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
+41684251807639,2026-07-03T08:53:42Z,2026-09-16T06:34:03Z,【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
+41684104419095,2026-07-03T08:34:18Z,2026-09-16T06:34:14Z,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
+41655567026967,2026-07-02T09:07:02Z,2026-09-12T06:19:03Z,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
+41655387004439,2026-07-02T08:52:32Z,2026-09-16T15:55:30Z,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
+41654205318807,2026-07-02T06:32:45Z,2026-09-17T12:04:59Z,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,2026-09-07T13:18:21Z,[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
+41653035827223,2026-07-02T04:23:28Z,2026-09-16T06:38:29Z,[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
+41651283176855,2026-07-02T01:49:11Z,2026-09-16T06:43:13Z,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
+41625344232343,2026-07-01T06:59:13Z,2026-09-13T05:07:55Z,【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
+41625263438999,2026-07-01T06:48:57Z,2026-09-15T07:55:30Z,【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
+41567966789655,2026-06-29T08:54:54Z,2026-09-16T06:44:25Z,"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,2026-09-07T10:33:25Z,【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
+41563959159319,2026-06-29T01:58:42Z,2026-09-12T23:47:24Z,【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,2026-09-10T06:52:44Z,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
+41551682155799,2026-06-28T04:41:20Z,2026-09-14T00:58:51Z,【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
+41551045362071,2026-06-28T03:14:14Z,2026-09-17T06:44:56Z,【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,2026-09-10T01:49:43Z,【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
+41550783184663,2026-06-28T02:44:23Z,2026-09-15T05:58:52Z,【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
+41540545206679,2026-06-27T12:32:05Z,2026-09-17T06:46:39Z,【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
 41509886803223,2026-06-26T09:19:30Z,2026-07-29T15:58:22Z,vf0.5-0.73-0.96（cb负数，一脸懵逼的上vf0.9？）,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41509886803223,retrieved_not_deep_reviewed
 41505626370711,2026-06-26T03:24:45Z,2026-07-16T08:04:29Z,【python alpha挑战赛】我的第一个python alpha,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41505626370711,retrieved_not_deep_reviewed
 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
+41477736120983,2026-06-25T10:46:37Z,2026-09-16T16:01:22Z,【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
+41476771798039,2026-06-25T09:12:45Z,2026-09-16T16:06:09Z,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,2026-09-09T08:43:09Z,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
+41469699090071,2026-06-24T22:45:50Z,2026-09-16T05:13:36Z,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
+41459028441623,2026-06-24T16:23:21Z,2026-09-17T13:37:46Z,[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,2026-09-17T08:13:09Z,【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
@@ -182,11 +223,11 @@
 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,2026-09-13T14:38:19Z,[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,2026-09-08T15:39:55Z,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
+41417418697111,2026-06-23T01:38:06Z,2026-09-14T00:58:52Z,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
@@ -196,22 +237,22 @@
 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,2026-09-08T18:17:38Z,【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
+41321765292567,2026-06-18T14:47:07Z,2026-09-13T06:55:42Z,[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,2026-09-10T03:34:36Z,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
+41284360565399,2026-06-17T04:02:12Z,2026-09-17T05:06:36Z,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
+41236357050903,2026-06-15T15:37:54Z,2026-09-15T06:52:23Z,【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
 41225167988503,2026-06-15T04:58:51Z,2026-07-29T03:12:34Z,【论坛发帖/评论管理通知】AI时代，我该如何逛论坛和参与,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41225167988503,retrieved_not_deep_reviewed
 41215965611159,2026-06-14T16:03:22Z,2026-08-22T08:38:14Z,从-0.3到1.2：我的世坤顾问之路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41215965611159,retrieved_not_deep_reviewed
 41214315913111,2026-06-14T13:49:12Z,2026-07-20T11:13:08Z,【MCP WorkFlow】一个使“优化成功”成为常态的综合优化工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41214315913111,retrieved_not_deep_reviewed
 41212298292247,2026-06-14T10:26:15Z,2026-07-21T07:25:29Z,AI辅助挖因子半年记：从怀疑到真香，再到清醒,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41212298292247,retrieved_not_deep_reviewed
-41212086027543,2026-06-14T09:59:25Z,2026-08-17T07:32:21Z,os comb从3+到1+的一些总结和分析,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41212086027543,retrieved_not_deep_reviewed
+41212086027543,2026-06-14T09:59:25Z,2026-09-13T13:07:21Z,os comb从3+到1+的一些总结和分析,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41212086027543,retrieved_not_deep_reviewed
 41208709211671,2026-06-14T02:17:08Z,2026-08-28T07:54:04Z,傅里叶变换在 Alpha 开发中的应用：频率域视角下的信号分解与策略构造,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41208709211671,retrieved_not_deep_reviewed
 41197045436951,2026-06-13T11:26:43Z,2026-09-05T15:37:50Z,CONCENTRATED WEIGHT 系统性排查与修复手册-2（基于实战经验的 CW 攻防全指南_进阶篇）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41197045436951,retrieved_not_deep_reviewed
 41171093081367,2026-06-12T13:16:06Z,2026-08-30T12:14:50Z,分享一个白嫖小米 MiMo V2.5的途径,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41171093081367,retrieved_not_deep_reviewed
@@ -221,13 +262,13 @@
 41162636720919,2026-06-12T01:53:44Z,2026-08-31T12:43:10Z,提高MEA区的Sub-universe Sharpe of 1.11 is below cutoff of 1.14.问题一点经验,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41162636720919,retrieved_not_deep_reviewed
 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
+41142979050775,2026-06-11T13:23:59Z,2026-09-13T14:16:48Z,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,2026-09-09T13:55:09Z,"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,2026-09-08T17:21:30Z,双字段 Alpha 构建,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663,retrieved_not_deep_reviewed
+41134957392663,2026-06-11T02:54:33Z,2026-09-13T06:55:49Z,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,2026-09-10T12:37:40Z,[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
@@ -237,24 +278,24 @@
 41105476543511,2026-06-10T02:40:27Z,2026-08-08T06:07:50Z,多时间尺度信号融合：Python Alpha 中的分层特征提取框架实战,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41105476543511,retrieved_not_deep_reviewed
 41077771395479,2026-06-09T06:40:32Z,2026-08-25T13:39:10Z,OS RANK Performance 首次突破GM！任何人都可以做得到！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41077771395479,retrieved_not_deep_reviewed
 41077253351831,2026-06-09T05:46:13Z,2026-07-08T01:02:15Z,【代码优化】针对AI打工人中AI桌面插件的代码优化调整,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41077253351831,retrieved_not_deep_reviewed
-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
+41076241014423,2026-06-09T03:50:43Z,2026-09-14T08:35:26Z,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
+41065497021335,2026-06-08T19:04:45Z,2026-09-17T14:00:40Z,【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,2026-09-08T04:37:35Z,【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
-41036889226263,2026-06-07T13:52:07Z,2026-08-19T12:49:56Z,[python Alpha 挑战赛] Store 使用体验：ts_mean(ts_zscore(...)) 计算的优化与分析,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41036889226263,retrieved_not_deep_reviewed
+41036889226263,2026-06-07T13:52:07Z,2026-09-14T12:17:56Z,[python Alpha 挑战赛] Store 使用体验：ts_mean(ts_zscore(...)) 计算的优化与分析,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41036889226263,retrieved_not_deep_reviewed
 41034979787927,2026-06-07T10:28:33Z,2026-08-19T12:49:58Z,Python Alpha 实战复盘：先分流，再决定转写还是原生搜索,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41034979787927,retrieved_not_deep_reviewed
 41033268467735,2026-06-07T06:02:05Z,2026-08-19T12:50:03Z,用 AI 代理跑 WorldQuant BRAIN Alpha 研究：30 天工作流复盘,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41033268467735,retrieved_not_deep_reviewed
-41032955115927,2026-06-07T05:10:25Z,2026-09-04T02:10:45Z,[Python Alpha 挑战赛] SKILL: Regular to Python Alpha ｜ 稳定转写Python Alpha,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41032955115927,retrieved_not_deep_reviewed
+41032955115927,2026-06-07T05:10:25Z,2026-09-17T15:28:35Z,[Python Alpha 挑战赛] SKILL: Regular to Python Alpha ｜ 稳定转写Python Alpha,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41032955115927,retrieved_not_deep_reviewed
-41030217691031,2026-06-06T23:45:49Z,2026-08-19T12:49:59Z,[Python Alpha 挑战赛] 逐木成林：在 WorldQuant BRAIN 中使用树模型算法构建 Python Alpha,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41030217691031,retrieved_not_deep_reviewed
+41030217691031,2026-06-06T23:45:49Z,2026-09-18T02:07:40Z,[Python Alpha 挑战赛] 逐木成林：在 WorldQuant BRAIN 中使用树模型算法构建 Python Alpha,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41030217691031,retrieved_not_deep_reviewed
 41030202035351,2026-06-06T23:44:12Z,2026-08-07T07:32:53Z,[Python Alpha 挑战赛] 寻找阿尔法：如何在 WorldQuant BRAIN 中使用机器学习构建 Python Alpha 策略,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41030202035351,retrieved_not_deep_reviewed
 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,2026-09-09T13:18:20Z,【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
+41020681850519,2026-06-06T12:44:00Z,2026-09-15T02:16:31Z,【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
+41000341056791,2026-06-05T16:21:58Z,2026-09-17T05:06:54Z,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
@@ -262,12 +303,12 @@
 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
-40957801921815,2026-06-04T00:26:28Z,2026-09-02T07:13:59Z,[Python Alpha 挑战赛] 从 FastExpr 到 Python Alphas 的跨越：工作流与起步心得,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40957801921815,retrieved_not_deep_reviewed
+40957801921815,2026-06-04T00:26:28Z,2026-09-11T15:12:01Z,[Python Alpha 挑战赛] 从 FastExpr 到 Python Alphas 的跨越：工作流与起步心得,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40957801921815,retrieved_not_deep_reviewed
 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,2026-09-10T09:58:24Z,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
+40929650605207,2026-06-03T02:22:32Z,2026-09-11T15:06:01Z,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
+40902892248983,2026-06-02T07:01:01Z,2026-09-13T11:42:48Z,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,2026-09-07T08:41:01Z,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
@@ -279,21 +320,21 @@
 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
+40790666727575,2026-05-28T08:53:56Z,2026-09-14T14:19:57Z,【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,2026-09-08T12:51:09Z,【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
-40760257415959,2026-05-27T02:17:50Z,2026-08-29T17:09:35Z,0帧起手的字段构建【传奇耐打王系列三】,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40760257415959,retrieved_not_deep_reviewed
+40760257415959,2026-05-27T02:17:50Z,2026-09-11T15:36:51Z,0帧起手的字段构建【传奇耐打王系列三】,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40760257415959,retrieved_not_deep_reviewed
 40742727142679,2026-05-26T15:07:19Z,2026-08-29T02:09:55Z,Python Alpha 平台限制粗略小结，请大佬指正,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40742727142679,curated
 40740164729111,2026-05-26T13:51:08Z,2026-07-20T10:40:32Z,[Python Alpha 挑战赛] 为 Python Alpha 补充 35+ 专业量化操作符：TA-Lib / Qlib 风格向量化实现,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40740164729111,retrieved_not_deep_reviewed
 40740029001239,2026-05-26T13:47:56Z,2026-08-29T02:11:59Z,[Python Alpha 挑战赛] AI Agent 自动将 Fast Expression 转为 Python Alpha 并回测,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40740029001239,retrieved_not_deep_reviewed
 40737593669911,2026-05-26T12:16:19Z,2026-08-29T02:12:03Z,【经验分享】尝试Python alpha,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40737593669911,retrieved_not_deep_reviewed
-40736166342679,2026-05-26T10:42:20Z,2026-07-14T13:21:07Z,🎉【Python Alpha 灵感】征文活动！,alpha-idea;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40736166342679,retrieved_not_deep_reviewed
+40736166342679,2026-05-26T10:42:20Z,2026-09-12T07:45:52Z,🎉【Python Alpha 灵感】征文活动！,alpha-idea;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40736166342679,retrieved_not_deep_reviewed
-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
+40735661471383,2026-05-26T09:55:25Z,2026-09-17T16:12:16Z,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
+40734437350679,2026-05-26T07:35:08Z,2026-09-15T03:39:31Z,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,2026-09-10T15:02:58Z,【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
@@ -306,11 +347,11 @@
 40600316595351,2026-05-20T01:33:24Z,2026-07-07T14:03:38Z,Antigravity CLI连接MCP问题解决,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40600316595351,retrieved_not_deep_reviewed
 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
+40544447671959,2026-05-18T02:36:10Z,2026-09-17T09:16:43Z,【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
 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,2026-09-10T04:54:52Z,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
+40531412200471,2026-05-17T03:51:16Z,2026-09-18T00:25:42Z,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,2026-09-08T14:43:57Z,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
@@ -321,13 +362,13 @@
 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
 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,2026-09-10T02:00:43Z,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
+40373405530647,2026-05-11T03:11:42Z,2026-09-15T06:49:46Z,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,2026-09-16T16:00:44Z,"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,2026-09-10T05:34:19Z,【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,2026-09-09T00:39:26Z,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
+40297238763159,2026-05-07T12:43:54Z,2026-09-15T10:06:47Z,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
@@ -338,25 +379,25 @@
 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,2026-09-11T00:34:14Z,【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
+40091088861591,2026-04-29T04:36:13Z,2026-09-17T12:04:44Z,【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
+40089426663959,2026-04-29T01:44:21Z,2026-09-14T12:47:22Z,【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
-40020159075607,2026-04-26T08:13:45Z,2026-07-16T08:03:37Z,【Alpha 模板】ASI推出新的universes：TOP500，成功点亮Risk Pyramid,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40020159075607,retrieved_not_deep_reviewed
+40020159075607,2026-04-26T08:13:45Z,2026-09-14T13:06:52Z,【Alpha 模板】ASI推出新的universes：TOP500，成功点亮Risk Pyramid,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40020159075607,retrieved_not_deep_reviewed
 40019402844055,2026-04-26T05:48:57Z,2026-06-27T03:06:10Z,【噢耶斯】一键降低40%的token使用量(api请求量)——自动修复alpha表达式,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40019402844055,retrieved_not_deep_reviewed
 40018309999767,2026-04-26T02:54:34Z,2026-06-27T03:23:29Z,智谱GLM 抢购 油猴脚本【即插即用】我已抢购到啦,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40018309999767,retrieved_not_deep_reviewed
-39975714633751,2026-04-24T01:13:58Z,2026-07-05T15:18:41Z,【实用工具】一键统计各地区当月纯PPA数量，避开提交上限与Bug陷阱,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39975714633751,retrieved_not_deep_reviewed
+39975714633751,2026-04-24T01:13:58Z,2026-09-15T17:45:18Z,【实用工具】一键统计各地区当月纯PPA数量，避开提交上限与Bug陷阱,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39975714633751,retrieved_not_deep_reviewed
 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,2026-09-09T05:42:45Z,【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
+39922788056343,2026-04-22T06:45:00Z,2026-09-17T05:07:22Z,【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
+39873247817495,2026-04-20T12:33:20Z,2026-09-14T13:23:05Z,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,2026-09-09T02:29:34Z,"【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
@@ -365,10 +406,10 @@
 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,2026-09-07T12:28:49Z,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
+39845230299927,2026-04-18T12:59:03Z,2026-09-13T12:29:30Z,【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
+39759673422487,2026-04-15T09:27:39Z,2026-09-13T11:52:37Z,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,2026-09-08T13:50:31Z,【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
@@ -378,28 +419,28 @@
 39659860284695,2026-04-10T17:19:12Z,2026-06-28T08:17:25Z,【代码分享】相关性剪枝，减少无效回测，拷贝即用,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39659860284695,retrieved_not_deep_reviewed
 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
+39621432305175,2026-04-09T07:28:57Z,2026-09-15T09:58:20Z,【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,2026-09-10T06:57:01Z,【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
+39531360358295,2026-04-05T17:23:40Z,2026-09-11T03:50:08Z,【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
-39467895537431,2026-04-02T10:10:48Z,2026-07-17T11:39:17Z,"VF1.0单周期狂赚$2,538.14！我的高Base骚操作大公开",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39467895537431,retrieved_not_deep_reviewed
+39467895537431,2026-04-02T10:10:48Z,2026-09-12T07:01:43Z,"VF1.0单周期狂赚$2,538.14！我的高Base骚操作大公开",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39467895537431,retrieved_not_deep_reviewed
 39466731879063,2026-04-02T07:58:23Z,2026-07-15T11:04:44Z,【WQ Manager 新需求调研】想加一个每日base排行榜，会有多少同学使用？,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39466731879063,retrieved_not_deep_reviewed
 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,2026-09-08T01:53:13Z,【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,2026-09-11T00:19:43Z,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
+39367839107095,2026-03-29T05:37:12Z,2026-09-16T13:40:51Z,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
+39319955780887,2026-03-26T19:08:49Z,2026-09-17T05:07:42Z,【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,2026-09-15T17:46:15Z,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,2026-09-10T04:17:24Z,Harness engineering下的AI Quant,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815,retrieved_not_deep_reviewed
+39304762113815,2026-03-26T07:13:47Z,2026-09-16T14:56:48Z,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
@@ -410,14 +451,14 @@
 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
-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
+39250162065943,2026-03-24T04:58:59Z,2026-09-16T07:36:51Z,【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
+39249078858647,2026-03-24T02:46:56Z,2026-09-13T14:11:49Z,osmosis point一键备份及恢复,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39249078858647,retrieved_not_deep_reviewed
 39234849586967,2026-03-23T16:32:17Z,2026-07-27T10:55:38Z,【Quant101】AIAC2.0 TOP25 经验分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39234849586967,retrieved_not_deep_reviewed
 39226209183127,2026-03-23T11:17:01Z,2026-06-28T00:32:09Z,不用龙虾，也能远程给Claude布置任务--Claude Channels用法简介,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39226209183127,retrieved_not_deep_reviewed
 39225718749591,2026-03-23T10:31:04Z,2026-09-02T07:07:41Z,【有奖SKILL征文】分享你的AI工作流、提示词、还有它的SOUL,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39225718749591,retrieved_not_deep_reviewed
 39225136138263,2026-03-23T09:26:56Z,2026-06-10T00:22:46Z,osmosisPoints一键清零代码,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39225136138263,retrieved_not_deep_reviewed
-39224484288663,2026-03-23T07:57:42Z,2026-07-17T17:46:56Z,[经验分享]一觉醒来全球combine缩水，只有我保持不变❓（总池combine全球第一）,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39224484288663,retrieved_not_deep_reviewed
+39224484288663,2026-03-23T07:57:42Z,2026-09-18T02:09:56Z,[经验分享]一觉醒来全球combine缩水，只有我保持不变❓（总池combine全球第一）,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39224484288663,retrieved_not_deep_reviewed
 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
@@ -429,7 +470,7 @@
 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
+39183798681239,2026-03-20T16:23:31Z,2026-09-15T17:06:26Z,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
 39171807994519,2026-03-20T01:44:04Z,2026-07-30T02:16:44Z,OpenClaw + BRAIN 经验分享：我只改了 memory 分层，干活稳定很多,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39171807994519,retrieved_not_deep_reviewed
 39156513806871,2026-03-19T16:05:12Z,2026-08-14T15:27:59Z,【日常生活贴】我的量化日记第十一季,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39156513806871,retrieved_not_deep_reviewed
 39118594803095,2026-03-18T03:29:30Z,2026-09-02T03:42:49Z,关于降Prod Correlation的实践（一）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39118594803095,retrieved_not_deep_reviewed
@@ -447,37 +488,37 @@
 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
 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,2026-09-08T11:56:02Z,AI教我写模板,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951,retrieved_not_deep_reviewed
+38989280956951,2026-03-12T15:18:17Z,2026-09-13T05:15:09Z,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
+38980270292631,2026-03-12T04:28:30Z,2026-09-16T19:09:11Z,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
+38979342434455,2026-03-12T02:46:36Z,2026-09-17T06:29:13Z,【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,2026-09-09T03:25:50Z,【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
+38932709256727,2026-03-10T14:03:07Z,2026-09-17T09:46:26Z,【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
 38898494065943,2026-03-09T09:08:29Z,2026-08-10T02:00:00Z,【经验分享】成为顾问一个月，拿下Daily Osmosis Rank全球第一名,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38898494065943,retrieved_not_deep_reviewed
 38872742474775,2026-03-07T07:49:27Z,2026-08-28T08:43:22Z,基于贝叶斯优化的 Alpha 参数遍历工作流：高效打破回撤限制,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38872742474775,retrieved_not_deep_reviewed
-38872307253655,2026-03-07T06:32:13Z,2026-08-27T09:30:13Z,【效率王】APP-3.0：完全自动化时代,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38872307253655,retrieved_not_deep_reviewed
+38872307253655,2026-03-07T06:32:13Z,2026-09-17T16:21:44Z,【效率王】APP-3.0：完全自动化时代,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38872307253655,retrieved_not_deep_reviewed
-38870096703639,2026-03-07T01:34:56Z,2026-09-02T03:44:28Z,分享一个自用的AI点塔工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38870096703639,retrieved_not_deep_reviewed
+38870096703639,2026-03-07T01:34:56Z,2026-09-17T07:21:40Z,分享一个自用的AI点塔工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38870096703639,retrieved_not_deep_reviewed
 38846989093911,2026-03-06T06:40:33Z,2026-06-15T14:58:55Z,【API限时羊毛】注册实名可获得150+元免费LLM-API额度,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38846989093911,retrieved_not_deep_reviewed
 38846510482967,2026-03-06T05:36:31Z,2026-07-09T04:27:57Z,关于Combined Power Pool Alpha Performance持续稳定的猜想（2.12-2.42-1.97-2.62-2.67）,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38846510482967,retrieved_not_deep_reviewed
 38846177369751,2026-03-06T04:49:03Z,2026-06-10T00:27:17Z,【咖啡蛇】告别重复造轮子！我的Python会话管理模块如何解决API请求的3大痛点,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38846177369751,retrieved_not_deep_reviewed
 38845039675287,2026-03-06T02:43:18Z,2026-06-28T08:57:40Z,临时解决alpha页面不能翻页的问题,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38845039675287,retrieved_not_deep_reviewed
-38844379720727,2026-03-06T02:03:28Z,2026-09-03T09:40:36Z,"作为一个gold级别的新人,我是怎么点满60个塔",other,https://support.worldquantbrain.com/hc/en-us/community/posts/38844379720727,retrieved_not_deep_reviewed
+38844379720727,2026-03-06T02:03:28Z,2026-09-17T13:31:19Z,"作为一个gold级别的新人,我是怎么点满60个塔",other,https://support.worldquantbrain.com/hc/en-us/community/posts/38844379720727,retrieved_not_deep_reviewed
 38829258896919,2026-03-05T16:56:23Z,2026-07-10T10:46:18Z,你说打工人大烧钱了？不舍得用，那就来薅一下openai的羊毛吧,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38829258896919,retrieved_not_deep_reviewed
 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
+38791576234647,2026-03-04T08:58:53Z,2026-09-13T06:52:32Z,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
 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,2026-09-10T23:54:37Z,【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
+38706673362327,2026-02-28T09:25:43Z,2026-09-17T05:55:22Z,【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
+38669179039255,2026-02-26T19:36:10Z,2026-09-14T11:56:12Z,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
 38654934214423,2026-02-26T09:26:00Z,2026-08-07T10:21:14Z,🤞🤞AIAC 比赛用模板,alpha-idea;ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38654934214423,retrieved_not_deep_reviewed
 38652207939735,2026-02-26T03:35:00Z,2026-08-23T06:57:08Z,"在wq平台, 我们应该通过mcp提供什么工具",ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38652207939735,retrieved_not_deep_reviewed
@@ -495,7 +536,7 @@
 38556707981591,2026-02-22T03:17:57Z,2026-09-06T02:41:08Z,大模型羊毛——含泪分享 Gemini AI Pro 3个月免费试用！,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38556707981591,retrieved_not_deep_reviewed
 38492959452823,2026-02-19T05:08:09Z,2026-09-06T15:21:54Z,【工具】在opencode中使用Antigravity内模型额度详解（包含如何配置mcp）,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38492959452823,retrieved_not_deep_reviewed
 38472629440407,2026-02-18T13:47:15Z,2026-08-05T08:48:40Z,适合邮箱自动推送的平台信息,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38472629440407,retrieved_not_deep_reviewed
-38423873285655,2026-02-16T05:56:41Z,2026-08-29T09:08:21Z,[图一乐] osmosis rank对乘数的影响,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38423873285655,retrieved_not_deep_reviewed
+38423873285655,2026-02-16T05:56:41Z,2026-09-11T15:11:36Z,[图一乐] osmosis rank对乘数的影响,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38423873285655,retrieved_not_deep_reviewed
 38381244689815,2026-02-13T14:20:59Z,2026-07-16T07:58:24Z,【经验分享】Combine为负数不要慌，关于Combine为负数之后的逆袭2.0+经验分享,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38381244689815,retrieved_not_deep_reviewed
 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
@@ -506,10 +547,10 @@
 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
 38318447367703,2026-02-11T03:40:27Z,2026-06-10T00:35:19Z,【工具分享】解决win用户cli、打工人闪屏、无法回滚的问题,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38318447367703,retrieved_not_deep_reviewed
 38300250037015,2026-02-10T16:12:08Z,2026-09-06T02:41:10Z,终结烦人的MCP error -32000,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38300250037015,retrieved_not_deep_reviewed
-38291391911575,2026-02-10T07:44:04Z,2026-09-02T15:18:33Z,agent时代对expression ast的一个大更新,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38291391911575,retrieved_not_deep_reviewed
+38291391911575,2026-02-10T07:44:04Z,2026-09-17T15:38:57Z,agent时代对expression ast的一个大更新,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38291391911575,retrieved_not_deep_reviewed
 38289129737623,2026-02-10T03:06:29Z,2026-06-10T00:36:34Z,3分钟在 Chrome 上开启原生Gemini，不需要Google Pro，不需要花钱订阅！！！,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38289129737623,retrieved_not_deep_reviewed
 38265775305751,2026-02-09T11:56:06Z,2026-08-18T12:48:59Z,检测AI生成的alpha表达式，是否出现凭空捏造的数据字段,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38265775305751,retrieved_not_deep_reviewed
-38263733981719,2026-02-09T08:17:33Z,2026-09-07T05:57:35Z,【代码优化】【一键完成Osmosis Points分配】自动化你的 Osmosis 点数分配：基于 聚类算法的Fitness 动态加权与多样性筛选,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38263733981719,retrieved_not_deep_reviewed
+38263733981719,2026-02-09T08:17:33Z,2026-09-16T10:05:08Z,【代码优化】【一键完成Osmosis Points分配】自动化你的 Osmosis 点数分配：基于 聚类算法的Fitness 动态加权与多样性筛选,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38263733981719,retrieved_not_deep_reviewed
 38263289227799,2026-02-09T07:18:40Z,2026-07-20T14:52:58Z,"[新人分享] 13天提交，Combine 1.12, PPA Combine 1.35",portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38263289227799,retrieved_not_deep_reviewed
 38260748069015,2026-02-09T01:44:13Z,2026-06-10T00:38:37Z,AI打工人回测器点击“开始回测”后 CMD 闪退？可能是 requirements.txt 中的隐藏乱码导致！,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38260748069015,retrieved_not_deep_reviewed
 38254706003607,2026-02-08T16:32:02Z,2026-06-10T00:38:50Z,AI小白10分钟学会Gemini Chrome 插件的配置和使用～～,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38254706003607,retrieved_not_deep_reviewed
@@ -518,7 +559,7 @@
 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,2026-09-09T03:55:08Z,[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
+38210807994519,2026-02-06T09:28:25Z,2026-09-14T13:16:04Z,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
 38186960329367,2026-02-05T14:06:05Z,2026-06-10T00:43:26Z,26年2月全球会议重点内容整理,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38186960329367,retrieved_not_deep_reviewed
@@ -564,7 +605,7 @@
 37823590320407,2026-01-21T07:05:39Z,2026-06-10T00:46:38Z,提交aiac2 alpha自检指南（尤其适合第一次提交AIAC的同学）,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37823590320407,retrieved_not_deep_reviewed
 37822652857367,2026-01-21T05:09:31Z,2026-07-19T15:32:01Z,[工具分享] WQ Brain 网页增强工具：网页会话复用+相关性缓存,ai-mining;engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37822652857367,retrieved_not_deep_reviewed
 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
+37800870021015,2026-01-20T14:33:19Z,2026-09-15T02:55:32Z,【”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
 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
@@ -572,13 +613,13 @@
 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
-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
+37759477785239,2026-01-18T09:47:10Z,2026-09-13T13:59:01Z,[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
 37743736735895,2026-01-17T03:21:10Z,2026-07-01T10:02:39Z,我是如何分配5000次回测,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37743736735895,retrieved_not_deep_reviewed
 37743346117143,2026-01-17T02:45:53Z,2026-06-10T00:47:51Z,MAC系统MCP WEB APP的BRAIN Alpha Simulator的回测报错问题,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37743346117143,retrieved_not_deep_reviewed
 37725846490903,2026-01-16T15:13:17Z,2026-08-04T10:43:37Z,gemini_cli_sdk + 双agent，打造一个听话的挖掘工（含代码框架和样例）,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37725846490903,retrieved_not_deep_reviewed
-37723363144855,2026-01-16T13:35:46Z,2026-08-15T14:28:42Z,无限随机大法带你挖掘所有可能的own Super Alpha（附上代码）,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37723363144855,retrieved_not_deep_reviewed
+37723363144855,2026-01-16T13:35:46Z,2026-09-14T08:41:20Z,无限随机大法带你挖掘所有可能的own Super Alpha（附上代码）,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37723363144855,retrieved_not_deep_reviewed
 37701654477847,2026-01-15T16:37:47Z,2026-06-10T00:48:02Z,谷歌Antigravity 如何使用Skills,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37701654477847,retrieved_not_deep_reviewed
 37669317975959,2026-01-14T15:18:38Z,2026-09-05T19:48:23Z,【alpha模板】行业中性化残差信号IND模板,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/37669317975959,curated
 37662393416727,2026-01-14T07:48:07Z,2026-08-26T13:53:47Z,【差生文具多】为wq官网开发一个手机app查询常用信息-WQHelper,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37662393416727,retrieved_not_deep_reviewed
@@ -591,7 +632,7 @@
 37641142548119,2026-01-13T14:55:02Z,2026-07-20T08:17:52Z,关于印度区因子挖掘遇到一些常见问题的一些小技巧,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37641142548119,retrieved_not_deep_reviewed
 37638889294103,2026-01-13T13:32:57Z,2026-06-29T12:48:38Z,【代码优化】ProdCorr记录插件，减少重复查询,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37638889294103,retrieved_not_deep_reviewed
 37638726633623,2026-01-13T13:27:56Z,2026-08-09T02:10:33Z,AI打工人安装问题,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37638726633623,retrieved_not_deep_reviewed
-37635435747479,2026-01-13T09:58:56Z,2026-06-10T00:48:58Z,如何快速配置QuantGo Kit！！！！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37635435747479,retrieved_not_deep_reviewed
+37635435747479,2026-01-13T09:58:56Z,2026-09-15T10:05:26Z,如何快速配置QuantGo Kit！！！！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37635435747479,retrieved_not_deep_reviewed
 37633778449175,2026-01-13T06:39:07Z,2026-06-10T00:49:04Z,【提示词优化】使用iflow_cli结合deepseek的提示词,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37633778449175,retrieved_not_deep_reviewed
 37615320558999,2026-01-12T16:24:49Z,2026-06-10T00:49:07Z,【MCP工具分享-即插即用】多 Alpha 两两相关性批量检查工具 (附完整源码),ai-mining;engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37615320558999,retrieved_not_deep_reviewed
 37609772940311,2026-01-12T13:21:05Z,2026-07-20T03:30:35Z,在Trae 中使用cnhkmcp中的Skills,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37609772940311,retrieved_not_deep_reviewed
@@ -601,28 +642,28 @@
 37593830722711,2026-01-11T10:02:48Z,2026-06-10T00:49:32Z,2025年最大的收获就是成为wordquant平台的一份子！！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37593830722711,retrieved_not_deep_reviewed
 37581803221143,2026-01-10T13:39:02Z,2026-07-01T15:47:18Z,2025年Q4 Genus升级失败小结,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37581803221143,retrieved_not_deep_reviewed
 37581194344215,2026-01-10T12:39:47Z,2026-06-10T00:49:40Z,【平台新功能】字段新特征：datecoverage的介绍、应用与勘误。,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/37581194344215,curated
-37576441185559,2026-01-10T01:35:14Z,2026-08-05T10:18:27Z,脚本记录Osmosis point每日变化,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37576441185559,retrieved_not_deep_reviewed
+37576441185559,2026-01-10T01:35:14Z,2026-09-13T11:43:08Z,脚本记录Osmosis point每日变化,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37576441185559,retrieved_not_deep_reviewed
 37560258463767,2026-01-09T15:23:58Z,2026-09-04T08:16:29Z,用 Claude Skills 做因子自动挖掘：回测、记录与知识查询模块化,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37560258463767,retrieved_not_deep_reviewed
-37555582592023,2026-01-09T11:58:13Z,2026-09-07T04:14:10Z,VF0.98+Expert直升Grandmaster我是怎么做的,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37555582592023,retrieved_not_deep_reviewed
+37555582592023,2026-01-09T11:58:13Z,2026-09-15T01:40:56Z,VF0.98+Expert直升Grandmaster我是怎么做的,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37555582592023,retrieved_not_deep_reviewed
 37555474457495,2026-01-09T11:50:00Z,2026-07-26T04:03:27Z,[Agent skills] 枪在手跟我走，AI工作流大进化，Skills开箱即用！,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37555474457495,retrieved_not_deep_reviewed
-37554208805911,2026-01-09T09:48:58Z,2026-08-26T14:22:42Z,【新人向-SA的Prod检测 —— 24h可检测600个！】即插即用！结合上一篇SA自相关文章！,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37554208805911,retrieved_not_deep_reviewed
+37554208805911,2026-01-09T09:48:58Z,2026-09-15T10:04:12Z,【新人向-SA的Prod检测 —— 24h可检测600个！】即插即用！结合上一篇SA自相关文章！,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37554208805911,retrieved_not_deep_reviewed
 37553813919383,2026-01-09T08:52:42Z,2026-06-10T00:50:09Z,[Osmosis Competition 2025]从比赛结果中得到新版本的启示,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37553813919383,retrieved_not_deep_reviewed
 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,2026-09-10T23:33:51Z,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
+37523762919575,2026-01-08T06:31:36Z,2026-09-12T10:46:42Z,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
+37495033591447,2026-01-07T05:55:18Z,2026-09-15T11:08:41Z,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
 37476581630231,2026-01-06T15:56:28Z,2026-07-20T11:15:54Z,新顾问踩坑分享——combined为负的惨痛教训,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37476581630231,retrieved_not_deep_reviewed
-37473718017175,2026-01-06T14:23:59Z,2026-08-22T14:50:34Z,ASI MINVOL1M市场Robust Universe优化案例,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37473718017175,retrieved_not_deep_reviewed
+37473718017175,2026-01-06T14:23:59Z,2026-09-14T13:20:11Z,ASI MINVOL1M市场Robust Universe优化案例,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37473718017175,retrieved_not_deep_reviewed
 37467795410071,2026-01-06T06:16:33Z,2026-04-15T16:39:59Z,我的量化之路: 我是如何用上AI做量化的,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37467795410071,retrieved_not_deep_reviewed
 37466253361943,2026-01-06T03:16:54Z,2026-07-29T15:58:22Z,【 代码优化】如何解决限流429报错的问题,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37466253361943,retrieved_not_deep_reviewed
 37436887844631,2026-01-05T02:22:45Z,2026-01-29T15:39:55Z,【差生文具多】手机远程访问云主机方案分享-windowsApp,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37436887844631,retrieved_not_deep_reviewed
 37433599938071,2026-01-04T21:05:56Z,2026-07-09T10:25:20Z,[工具分享] Alpha 综合评分系统：基于多维度指标的自动筛选框架,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37433599938071,retrieved_not_deep_reviewed
-37427255135127,2026-01-04T09:47:12Z,2026-09-03T06:35:59Z,[SuperAlpha]SuperAlpha数据分析师，洞察alpha表现自动构建selection利器(附代码),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37427255135127,retrieved_not_deep_reviewed
+37427255135127,2026-01-04T09:47:12Z,2026-09-14T09:08:26Z,[SuperAlpha]SuperAlpha数据分析师，洞察alpha表现自动构建selection利器(附代码),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37427255135127,retrieved_not_deep_reviewed
-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
+37427295710359,2026-01-04T09:45:08Z,2026-09-17T05:43:52Z,[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

docs/worldquant-knowledge-base/06-sources/forum-review-2026.csv

@@ -1,180 +1,221 @@
 post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_retrieved,comments_complete,knowledge_files
-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
+43561782887575,2026-09-17T14:27:01Z,2026-09-18T01:59:11Z,如何提高 Base Payment：交满配额、每天行动与常见误区,https://support.worldquantbrain.com/hc/en-us/community/posts/43561782887575,portfolio,synthesized,0,True,04-platform/portfolio-osmosis.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
+43556223197335,2026-09-17T09:44:58Z,2026-09-18T01:49:39Z,0配置注册就能用！免费大模型 DeepSeek V4.1 Flash ，GLM 5.3 Flash,https://support.worldquantbrain.com/hc/en-us/community/posts/43556223197335,ai,screened,0,True,
-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
+43554011933847,2026-09-17T05:33:43Z,2026-09-17T15:18:04Z,WorkBuddy体验「腾讯轻量云」专家：免费领取1个月轻量应用服务器,https://support.worldquantbrain.com/hc/en-us/community/posts/43554011933847,ai,screened,0,True,
-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
+43541109631895,2026-09-16T18:05:26Z,2026-09-17T15:19:14Z,【Alpha Idea】从「搜索量」到「新闻密度」：把一篇注意力反转论文迁移成可复用的 alpha 模板,https://support.worldquantbrain.com/hc/en-us/community/posts/43541109631895,ideas,synthesized,0,True,01-alpha-ideas/data-template-cards.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
+43540418549527,2026-09-16T17:44:56Z,2026-09-17T16:03:52Z,【经验分享】伪灵根天崩开局，负Combine如何逆袭GM？（下篇）,https://support.worldquantbrain.com/hc/en-us/community/posts/43540418549527,lessons,synthesized,0,True,09-experience-lessons/failure-casebook.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
+43540397996311,2026-09-16T17:44:30Z,2026-09-17T16:04:08Z,【经验分享】伪灵根天崩开局，负Combine如何逆袭GM？（上篇）,https://support.worldquantbrain.com/hc/en-us/community/posts/43540397996311,lessons,synthesized,0,True,09-experience-lessons/failure-casebook.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
+43536370604567,2026-09-16T15:50:20Z,2026-09-18T01:22:58Z,同源信号做差，PC 一定会降——但这不等于你做出了新东西,https://support.worldquantbrain.com/hc/en-us/community/posts/43536370604567,optimization,synthesized,0,True,01-alpha-ideas/relationship-and-extension-cards.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
+43532701388183,2026-09-16T13:52:41Z,2026-09-18T00:40:55Z,value factor 0.89 也能日入100刀+的分享,https://support.worldquantbrain.com/hc/en-us/community/posts/43532701388183,lessons,synthesized,0,True,04-platform/portfolio-osmosis.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
+43529892515095,2026-09-16T12:01:08Z,2026-09-17T07:46:24Z,【白嫖】deepseek全系列，GLM全系列等等大模型token。,https://support.worldquantbrain.com/hc/en-us/community/posts/43529892515095,ai,screened,0,True,
-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
+43529216017047,2026-09-16T11:16:16Z,2026-09-17T22:45:37Z,【Alpha Idea】价值动量分位与高相关度新闻的 AMR 因子化尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/43529216017047,ideas,screened,1,True,
-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
+43529198653719,2026-09-16T11:15:35Z,2026-09-18T00:35:08Z,从 Theme 到 Osmosis：如何用好 Multiplier，提高每日收入,https://support.worldquantbrain.com/hc/en-us/community/posts/43529198653719,portfolio,synthesized,1,True,04-platform/portfolio-osmosis.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
+43527457608087,2026-09-16T08:21:50Z,2026-09-17T23:29:33Z,一阶、二阶，你真的用熟练了吗？——聊聊字段挖掘、ts_backfill 和 winsorize,https://support.worldquantbrain.com/hc/en-us/community/posts/43527457608087,data,screened,0,True,
-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
+43527309427863,2026-09-16T08:02:21Z,2026-09-17T02:48:41Z,招聘：BRAIN Researcher（北京/上海）,https://support.worldquantbrain.com/hc/en-us/community/posts/43527309427863,events,screened,0,True,
-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,
+43524498271895,2026-09-16T02:43:02Z,2026-09-18T01:49:26Z,【Alpha Idea】analyst10数据集 - 分析师预期差异构建alpha信号,https://support.worldquantbrain.com/hc/en-us/community/posts/43524498271895,ideas,synthesized,0,True,01-alpha-ideas/relationship-and-extension-cards.md
-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
+43524503109655,2026-09-16T02:42:26Z,2026-09-18T00:09:40Z,【代码分享】 OS Alpha 批量重跑 Region-Agnostic：两个脚本筛出 ARC2026 候选（附完整代码）,https://support.worldquantbrain.com/hc/en-us/community/posts/43524503109655,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.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,
+43508107778711,2026-09-15T15:48:52Z,2026-09-17T15:40:06Z,【Alpha Idea】彩票偏好与MAX效应：把一篇JFE经典论文搬进BRAIN的完整复现,https://support.worldquantbrain.com/hc/en-us/community/posts/43508107778711,ideas,synthesized,0,True,01-alpha-ideas/data-template-cards.md
-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
+43502970330647,2026-09-15T13:07:27Z,2026-09-17T03:44:55Z,马斯克五步工作法对构建 Alpha 的启发,https://support.worldquantbrain.com/hc/en-us/community/posts/43502970330647,lessons,screened,0,True,
-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
+43501264459799,2026-09-15T11:56:58Z,2026-09-17T08:30:11Z,【Alpha Idea】关于同源信号与噪声对冲,https://support.worldquantbrain.com/hc/en-us/community/posts/43501264459799,ideas,synthesized,0,True,01-alpha-ideas/relationship-and-extension-cards.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,
+43500671638551,2026-09-15T11:16:50Z,2026-09-18T01:23:36Z,【Alpha Idea】别再说GLB不好跑了！周频量价分位概率信号的运营效率正交化在全球市场的因子化尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/43500671638551,ideas,synthesized,0,True,01-alpha-ideas/relationship-and-extension-cards.md
-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,
+43499065604247,2026-09-15T08:52:19Z,2026-09-17T23:22:13Z,10个超级高效好用的ARC/GLB模板，再不刷就没有了/(ㄒoㄒ)/~~,https://support.worldquantbrain.com/hc/en-us/community/posts/43499065604247,guides,screened,3,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
+43498120902807,2026-09-15T07:00:06Z,2026-09-18T01:55:47Z,【9月主题活动】：参与 ARC2026比赛，满足条件可获得100积分,https://support.worldquantbrain.com/hc/en-us/community/posts/43498120902807,events,synthesized,0,True,04-platform/current-updates.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
+43477475833623,2026-09-14T15:19:47Z,2026-09-17T02:23:53Z,WorkBuddy 国际版限时薅羊毛 — DeepSeek-V4.1-Flash 免费两周,https://support.worldquantbrain.com/hc/en-us/community/posts/43477475833623,ai,screened,0,True,
-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
+43467733543319,2026-09-14T06:01:13Z,2026-09-18T00:18:10Z,grill-engineering：用 grill-me 拆解量化工具需求，让 Codex 自动开发、验收和修复,https://support.worldquantbrain.com/hc/en-us/community/posts/43467733543319,engineering,screened,0,True,
-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,
+43456876189975,2026-09-13T13:36:55Z,2026-09-17T02:25:37Z,薅羊毛 免费使用deepseek v4 flash 0731,https://support.worldquantbrain.com/hc/en-us/community/posts/43456876189975,ai,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,
+43438866840343,2026-09-12T07:17:13Z,2026-09-17T07:41:13Z,【复盘】OS Comb：6 月 3.3+ → 7 月 3.5+（8 月尚未更新）,https://support.worldquantbrain.com/hc/en-us/community/posts/43438866840343,lessons,synthesized,0,True,09-experience-lessons/failure-casebook.md
-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
+43412659932439,2026-09-11T08:31:39Z,2026-09-16T15:43:39Z,华为云免费领每日1000万Token,https://support.worldquantbrain.com/hc/en-us/community/posts/43412659932439,ai,screened,0,True,
-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,
+43411841446423,2026-09-11T06:53:58Z,2026-09-17T02:37:28Z,【限时羊毛】商汤新AI平台新人福利：0.99元月卡得35万积分+20元无门槛代金券！,https://support.worldquantbrain.com/hc/en-us/community/posts/43411841446423,ai,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,
+43411029872407,2026-09-11T05:10:41Z,2026-09-17T15:41:12Z,【大羊毛】白嫖 2 周 DeepSeek V4.1 Flash！,https://support.worldquantbrain.com/hc/en-us/community/posts/43411029872407,ai,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,
+43410200668823,2026-09-11T03:37:00Z,2026-09-17T03:40:30Z,Region Agnostic Alpha 全解析 + 老Alpha重跑ARC候选脚本 + ARC2026参赛攻略,https://support.worldquantbrain.com/hc/en-us/community/posts/43410200668823,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md
-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,
+43392142641175,2026-09-10T15:11:04Z,2026-09-17T23:40:03Z,分享个 ZCode 手机远程挖Alpha的玩法+【限时薅羊毛】GLM-5.3-Flash 每晚免费挖 alpha，9 月 20 号截止！,https://support.worldquantbrain.com/hc/en-us/community/posts/43392142641175,ai,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,
+43387710095895,2026-09-10T12:45:53Z,2026-09-17T15:42:07Z,限时免费GLM-5.3 活动分享,https://support.worldquantbrain.com/hc/en-us/community/posts/43387710095895,ai,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,
+43383826751127,2026-09-10T08:06:07Z,2026-09-18T01:24:08Z,【差生文具多】WQAPP 1.04版本(添加回测和六维排名功能),https://support.worldquantbrain.com/hc/en-us/community/posts/43383826751127,engineering,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,
+43367979867031,2026-09-09T17:45:47Z,2026-09-17T17:15:33Z,vf涨啦！！！开心开心开心,https://support.worldquantbrain.com/hc/en-us/community/posts/43367979867031,lessons,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,
+43322749748503,2026-09-08T06:39:02Z,2026-09-18T00:45:35Z,【Alpha Idea】招聘变化与业务扩张：hiring_trends 在 USA 市场的因子化尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/43322749748503,ideas,screened,0,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,
+43322521365143,2026-09-08T06:16:19Z,2026-09-17T03:45:32Z,【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
-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,
+43322480595991,2026-09-08T06:04:54Z,2026-09-17T17:15:28Z,【SPC实战】SPC 提交 API 抓包与全自动化：告别表单手填（附完整代码）,https://support.worldquantbrain.com/hc/en-us/community/posts/43322480595991,engineering,synthesized,0,True,04-platform/spc.md
-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,
+43320471694999,2026-09-08T02:27:17Z,2026-09-18T00:02:05Z,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
-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,
+43320365312023,2026-09-08T02:20:53Z,2026-09-17T03:46:02Z,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
-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,
+43319751480599,2026-09-08T01:23:57Z,2026-09-17T15:58:00Z,【Alpha Idea】期权价格行业残差动量：opt1 在 IND 市场的因子化尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/43319751480599,ideas,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
+43319649278359,2026-09-08T01:16:05Z,2026-09-17T03:46:33Z,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
-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,
+43309848501783,2026-09-07T15:47:18Z,2026-09-17T03:46:07Z,【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
-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,
+43308165478935,2026-09-07T14:23:14Z,2026-09-17T17:15:15Z,【Alpha Idea】当两套“行业分类”开始吵架：用另类聚类标签的时序协方差，在 JPN 做一个 2.8% 换手的 Cluster Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/43308165478935,ideas,synthesized,0,True,01-alpha-ideas/relationship-and-extension-cards.md
-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,
+43307320610583,2026-09-07T13:40:35Z,2026-09-17T20:26:21Z,【Alpha Idea】投资者注意力因子的尝试（Sharpe 0.37→3.08，fitness0.21→2.38）,https://support.worldquantbrain.com/hc/en-us/community/posts/43307320610583,ideas,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,
+43299585796247,2026-09-07T01:40:19Z,2026-09-17T03:47:37Z,【效率工具】ALphaSubmitter — 本地 WebUI 批量提交 Alpha 自动化工具（智能限流重试 + AI 自动写描述）,https://support.worldquantbrain.com/hc/en-us/community/posts/43299585796247,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md
-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,
+43287990820375,2026-09-06T08:22:50Z,2026-09-17T06:44:29Z,【 Python Alpha 挑战赛】：工作流分享和从 21 个已提交OS的 Alpha 中归纳的夺冠经验,https://support.worldquantbrain.com/hc/en-us/community/posts/43287990820375,ai,metadata_only,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,
+43269155035799,2026-09-05T02:52:22Z,2026-09-17T03:52:16Z,【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
-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
+43208281917591,2026-09-03T02:27:56Z,2026-09-17T03:41:10Z,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
-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
+43181411147287,2026-09-02T10:44:26Z,2026-09-17T03:41:15Z,【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
-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
+43179860065303,2026-09-02T08:17:04Z,2026-09-17T03:41:49Z,"【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
-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,
+43179521660823,2026-09-02T07:35:26Z,2026-09-17T03:41:53Z,"【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
-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
+43179259800471,2026-09-02T07:12:12Z,2026-09-16T18:11:13Z,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
-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,
+43178926004887,2026-09-02T06:35:19Z,2026-09-17T09:45:28Z,"【Alpha Idea】内部人""动了多少仓位""比""动了多少钱""更重要 —— DEU 市场内部人信念强度因子（含一次""不是调参的 tail""）",https://support.worldquantbrain.com/hc/en-us/community/posts/43178926004887,ideas,synthesized,0,True,01-alpha-ideas/data-template-cards.md
-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,
+43151729306647,2026-09-01T13:11:24Z,2026-09-17T03:55:48Z,【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
-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,
+43147371557015,2026-09-01T08:24:29Z,2026-09-17T03:42:55Z,【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
-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,
+43087031637527,2026-08-29T05:39:26Z,2026-09-17T03:52:07Z,【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,
-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,
+43085454784535,2026-08-29T02:21:57Z,2026-09-17T03:47:16Z,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
-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,
+43067045830679,2026-08-28T14:10:52Z,2026-09-16T15:58:06Z,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,
-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,
+43058251853847,2026-08-28T02:23:03Z,2026-09-17T03:48:20Z,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
-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,
+43031577079575,2026-08-27T08:00:38Z,2026-09-17T03:48:24Z,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
-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
+43031425132823,2026-08-27T07:41:24Z,2026-09-17T03:48:28Z,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,
-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,
+43030071187479,2026-08-27T02:21:08Z,2026-09-16T18:11:11Z,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,
-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,
+43006316208151,2026-08-26T12:39:42Z,2026-09-17T03:48:59Z,【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
-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,
+43002825233687,2026-08-26T08:04:33Z,2026-09-17T03:49:03Z,🌟 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
-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,
+42981290349463,2026-08-25T14:24:44Z,2026-09-17T03:49:08Z,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
-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,
+42975079714839,2026-08-25T08:53:50Z,2026-09-16T16:03:56Z,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,
-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,
+42972530812183,2026-08-25T03:58:37Z,2026-09-17T03:49:37Z,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,
-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
+42955680180247,2026-08-24T16:05:41Z,2026-09-17T03:49:42Z,【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
-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
+42945861800983,2026-08-24T09:08:41Z,2026-09-17T03:49:46Z,【🐉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,
-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
+42943436447127,2026-08-24T04:09:19Z,2026-09-12T03:38:14Z,【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,
-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,
+42801904467607,2026-08-18T07:14:53Z,2026-09-17T03:50:15Z,[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,
-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,
+42775887653399,2026-08-17T13:07:37Z,2026-09-17T03:50:21Z,"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,
-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,
+42774450536343,2026-08-17T12:12:11Z,2026-09-17T03:50:25Z,【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,
-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,
+42772611660823,2026-08-17T10:05:06Z,2026-09-17T03:50:59Z,【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,
-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
+42771962021143,2026-08-17T08:55:07Z,2026-09-17T03:51:04Z,【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,
-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
+42757091114647,2026-08-16T07:52:17Z,2026-09-17T03:51:33Z,免费使用DeepSeek V4 Pro,https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647,general,screened,3,True,
-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,
+42756641286295,2026-08-16T06:34:33Z,2026-09-17T03:52:02Z,base记录,https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295,general,screened,0,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
+42756136847639,2026-08-16T05:11:27Z,2026-09-17T07:51:33Z,AI打工人适配Opencode go套餐,https://support.worldquantbrain.com/hc/en-us/community/posts/42756136847639,ai,screened,0,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,
+42743732814999,2026-08-15T11:17:48Z,2026-09-17T09:23:41Z,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,
-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,
+42740521405463,2026-08-15T04:01:48Z,2026-09-17T09:27:09Z,【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,
-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,
+42738237663639,2026-08-15T00:37:15Z,2026-09-17T09:27:14Z,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,
-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
+42721824181271,2026-08-14T14:28:28Z,2026-09-17T07:58:23Z,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
-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,
+42720875852439,2026-08-14T13:56:37Z,2026-09-17T08:00:24Z,【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,
-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
+42714622464407,2026-08-14T06:16:44Z,2026-09-16T18:08:21Z,CNHKMCP QuantFlow 提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407,ai,screened,1,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,
+42691768951447,2026-08-13T14:10:35Z,2026-09-17T08:01:37Z,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,
-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
+42686571665303,2026-08-13T09:20:16Z,2026-09-15T17:21:18Z,【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,
-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,
+42662873714711,2026-08-12T13:39:07Z,2026-09-17T08:04:30Z,AI模板库分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711,ai,screened,0,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,
+42587179348119,2026-08-09T13:34:48Z,2026-09-17T12:32:31Z,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,2026-09-17T08:08:54Z,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,2026-09-17T08:11:01Z,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,2026-09-17T08:12:32Z,【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,2026-09-17T08:14:16Z,【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,2026-09-17T08:16:47Z,【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,2026-09-17T08:19:47Z,"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,2026-09-17T08:22:09Z,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,2026-09-17T12:02:54Z,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,2026-09-17T08:24:18Z,【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,2026-09-17T08:25:17Z,【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,2026-09-17T08:28:51Z,【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,2026-09-17T08:30:20Z,【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,2026-09-17T08:33:23Z,【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,2026-09-17T08:36:08Z,【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,2026-09-17T08:38:03Z,【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,2026-09-17T08:42:45Z,"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,2026-09-17T08:45:31Z,【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,2026-09-17T08:47:53Z,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,2026-09-17T23:10:37Z,📢 BRAIN 中国区意见与建议留言墙,https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503,ai,synthesized,111,True,03-engineering/2026-operating-lessons.md
+42302363145879,2026-07-29T03:00:25Z,2026-09-17T08:49:45Z,【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,2026-09-17T08:51:22Z,【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,2026-09-16T18:15:06Z,【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,2026-09-16T18:15:28Z,【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,2026-09-13T04:33:08Z,【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,2026-09-13T04:34:24Z,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,2026-09-17T05:06:16Z,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,2026-09-13T15:52:12Z,【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,2026-09-13T04:36:05Z,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,2026-09-13T13:56:22Z,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,2026-09-16T12:46:50Z,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,2026-09-13T04:40:18Z,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,2026-09-16T14:56:54Z,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,2026-09-13T04:42:58Z,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,2026-09-16T16:01:23Z,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,2026-09-13T04:45:09Z,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,2026-09-17T12:14:42Z,【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,2026-09-16T15:58:10Z,【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,2026-09-17T11:54:21Z,[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,2026-09-16T15:58:11Z,【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,2026-09-13T05:02:10Z,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,2026-09-13T05:02:11Z,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,2026-09-10T06:52:45Z,【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
+42047259261335,2026-07-18T04:01:02Z,2026-09-16T15:58:13Z,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,2026-09-07T14:05:02Z,【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,
+42045578950551,2026-07-18T01:16:32Z,2026-09-15T12:31:30Z,【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,
+42044407938839,2026-07-17T23:55:28Z,2026-09-13T05:06:36Z,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,
+42029118285847,2026-07-17T14:49:02Z,2026-09-16T15:58:13Z,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,2026-09-10T15:03:11Z,【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,
+42021722069143,2026-07-17T07:32:26Z,2026-09-17T12:05:08Z,【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,2026-09-09T08:57:55Z,SPC 竞赛 Prompt 生成完整指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775,general,screened,1,True,
+42021244122775,2026-07-17T06:37:04Z,2026-09-16T12:16:13Z,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,
+42020342676759,2026-07-17T04:56:47Z,2026-09-17T08:04:38Z,【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,
+42019924663319,2026-07-17T04:09:47Z,2026-09-13T05:08:13Z,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,
+42019332809111,2026-07-17T03:11:51Z,2026-09-14T05:10:16Z,【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,2026-09-10T06:51:47Z,"【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,
+42019010387479,2026-07-17T02:43:30Z,2026-09-14T14:29:15Z,"【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
+42018671130391,2026-07-17T02:14:19Z,2026-09-14T11:48:44Z,【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,
+42015743397655,2026-07-16T23:02:32Z,2026-09-14T05:10:08Z,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
+42007074836247,2026-07-16T17:36:24Z,2026-09-17T13:25:18Z,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,
+41995684431767,2026-07-16T09:16:12Z,2026-09-16T15:58:14Z,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,
-41995369186455,2026-07-16T08:39:40Z,2026-09-03T17:10:19Z,SPC 2026 Competition API 文档,https://support.worldquantbrain.com/hc/en-us/community/posts/41995369186455,engineering,screened,0,True,
+41995369186455,2026-07-16T08:39:40Z,2026-09-14T05:10:44Z,SPC 2026 Competition API 文档,https://support.worldquantbrain.com/hc/en-us/community/posts/41995369186455,engineering,screened,0,True,
-41994809192215,2026-07-16T07:30:01Z,2026-09-04T18:00:24Z,【代码分享】用 Python 批量提交 SPC Prompt,https://support.worldquantbrain.com/hc/en-us/community/posts/41994809192215,engineering,screened,9,True,
+41994809192215,2026-07-16T07:30:01Z,2026-09-14T05:10:58Z,【代码分享】用 Python 批量提交 SPC Prompt,https://support.worldquantbrain.com/hc/en-us/community/posts/41994809192215,engineering,screened,9,True,
-41993968062743,2026-07-16T05:45:29Z,2026-08-29T05:32:28Z,从GM掉E，鼠鼠做错了哪些事情,https://support.worldquantbrain.com/hc/en-us/community/posts/41993968062743,general,screened,18,True,
+41993968062743,2026-07-16T05:45:29Z,2026-09-14T05:11:08Z,从GM掉E，鼠鼠做错了哪些事情,https://support.worldquantbrain.com/hc/en-us/community/posts/41993968062743,general,screened,18,True,
-41992899715607,2026-07-16T03:37:04Z,2026-08-29T05:33:21Z,SPC 平台是怎么处理你的 Prompt 的 —— 从提交到出 PnL 的个人理解,https://support.worldquantbrain.com/hc/en-us/community/posts/41992899715607,general,screened,0,True,
+41992899715607,2026-07-16T03:37:04Z,2026-09-14T05:10:59Z,SPC 平台是怎么处理你的 Prompt 的 —— 从提交到出 PnL 的个人理解,https://support.worldquantbrain.com/hc/en-us/community/posts/41992899715607,general,screened,0,True,
-41974186627351,2026-07-15T14:28:21Z,2026-09-05T00:25:17Z,别盲目全region遍历：同一个字段在USA/IND/GLB覆盖差太多，裸concat直接变size beta,https://support.worldquantbrain.com/hc/en-us/community/posts/41974186627351,data,synthesized,0,True,07-professional-knowledge/data-and-signal-semantics.md
+41974186627351,2026-07-15T14:28:21Z,2026-09-16T15:58:15Z,别盲目全region遍历：同一个字段在USA/IND/GLB覆盖差太多，裸concat直接变size beta,https://support.worldquantbrain.com/hc/en-us/community/posts/41974186627351,data,synthesized,0,True,07-professional-knowledge/data-and-signal-semantics.md
-41949669579031,2026-07-14T16:29:48Z,2026-08-29T05:35:36Z,【经验分享】alpha提交脚本，解决最近遇到的提交429问题,https://support.worldquantbrain.com/hc/en-us/community/posts/41949669579031,lessons,screened,0,True,
+41949669579031,2026-07-14T16:29:48Z,2026-09-14T05:12:50Z,【经验分享】alpha提交脚本，解决最近遇到的提交429问题,https://support.worldquantbrain.com/hc/en-us/community/posts/41949669579031,lessons,screened,0,True,
-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,
+41939959839895,2026-07-14T09:52:26Z,2026-09-16T15:58:16Z,"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,
+41937689411479,2026-07-14T05:39:35Z,2026-09-14T05:13:06Z,【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,
+41909117583383,2026-07-13T07:41:26Z,2026-09-16T16:07:35Z,【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,2026-09-09T08:48:36Z,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
+41908323673111,2026-07-13T06:19:18Z,2026-09-16T15:58:17Z,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
+41903649174807,2026-07-12T22:22:13Z,2026-09-14T05:15:50Z,【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,2026-09-09T02:34:11Z,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,
+41898564566167,2026-07-12T15:18:27Z,2026-09-15T00:48:52Z,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,
+41898002651287,2026-07-12T14:31:29Z,2026-09-15T07:50:38Z,【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,
+41897133795479,2026-07-12T13:05:00Z,2026-09-16T15:58:17Z,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,2026-09-10T16:29:16Z,【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,
+41895342323095,2026-07-12T09:23:12Z,2026-09-15T07:52:56Z,【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,
+41881412101399,2026-07-11T11:29:02Z,2026-09-16T15:58:18Z,【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,
+41880799695127,2026-07-11T10:14:17Z,2026-09-15T16:57:44Z,[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,
+41878175264663,2026-07-11T04:13:48Z,2026-09-15T00:54:44Z,【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,
+41877985926423,2026-07-11T03:58:23Z,2026-09-16T16:01:24Z,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,2026-09-10T06:51:48Z,【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,
+41860731598487,2026-07-10T15:11:51Z,2026-09-15T07:55:08Z,[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
+41856507417623,2026-07-10T12:39:26Z,2026-09-16T18:15:28Z,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
+41854026316055,2026-07-10T09:39:49Z,2026-09-16T15:58:46Z,【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,
+41853221944727,2026-07-10T08:07:46Z,2026-09-15T07:55:30Z,【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,2026-09-10T06:52:46Z,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
+41849925214231,2026-07-10T02:03:06Z,2026-09-13T14:22:33Z,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
+41843067537431,2026-07-09T20:57:11Z,2026-09-14T05:10:32Z,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,
+41830530812823,2026-07-09T14:35:37Z,2026-09-15T07:55:50Z,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,2026-09-08T13:50:21Z,【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,
+41804720051607,2026-07-08T15:47:44Z,2026-09-16T06:32:50Z,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,2026-09-10T06:50:51Z,【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,
+41796491619351,2026-07-08T10:32:54Z,2026-09-16T14:43:57Z,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,2026-09-10T06:50:53Z,【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,
+41771840601495,2026-07-07T14:25:07Z,2026-09-17T02:01:48Z,【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,
+41735891987479,2026-07-06T09:42:06Z,2026-09-16T15:58:47Z,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,
+41734005749399,2026-07-06T06:03:18Z,2026-09-16T06:33:11Z,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,
+41732813691287,2026-07-06T03:30:04Z,2026-09-13T05:07:55Z,【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,
+41719890581911,2026-07-05T04:44:58Z,2026-09-14T05:13:06Z,【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,
+41707021146263,2026-07-04T09:22:13Z,2026-09-16T06:33:27Z,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,2026-09-10T17:05:13Z,[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
+41706827651991,2026-07-04T08:53:46Z,2026-09-17T11:24:50Z,[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,
+41692781472919,2026-07-03T16:09:22Z,2026-09-16T18:11:16Z,[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,
+41684771561751,2026-07-03T09:43:59Z,2026-09-16T06:33:46Z,【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,
+41684251807639,2026-07-03T08:53:42Z,2026-09-16T06:34:03Z,【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,
+41684104419095,2026-07-03T08:34:18Z,2026-09-16T06:34:14Z,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,
+41655567026967,2026-07-02T09:07:02Z,2026-09-12T06:19:03Z,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,
+41655387004439,2026-07-02T08:52:32Z,2026-09-16T15:55:30Z,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,
+41654205318807,2026-07-02T06:32:45Z,2026-09-17T12:04:59Z,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,2026-09-07T13:18:21Z,[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
+41653035827223,2026-07-02T04:23:28Z,2026-09-16T06:38:29Z,[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,
+41651283176855,2026-07-02T01:49:11Z,2026-09-16T06:43:13Z,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,
+41625344232343,2026-07-01T06:59:13Z,2026-09-13T05:07:55Z,【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,
+41625263438999,2026-07-01T06:48:57Z,2026-09-15T07:55:30Z,【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,
+41567966789655,2026-06-29T08:54:54Z,2026-09-16T06:44:25Z,"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,2026-09-07T10:33:25Z,【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,
+41563959159319,2026-06-29T01:58:42Z,2026-09-12T23:47:24Z,【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,2026-09-10T06:52:44Z,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
+41551682155799,2026-06-28T04:41:20Z,2026-09-14T00:58:51Z,【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
+41551045362071,2026-06-28T03:14:14Z,2026-09-17T06:44:56Z,【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,2026-09-10T01:49:43Z,【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
+41550783184663,2026-06-28T02:44:23Z,2026-09-15T05:58:52Z,【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
+41540545206679,2026-06-27T12:32:05Z,2026-09-17T06:46:39Z,【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,
 41509886803223,2026-06-26T09:19:30Z,2026-07-29T15:58:22Z,vf0.5-0.73-0.96（cb负数，一脸懵逼的上vf0.9？）,https://support.worldquantbrain.com/hc/en-us/community/posts/41509886803223,lessons,screened,7,True,
 41505626370711,2026-06-26T03:24:45Z,2026-07-16T08:04:29Z,【python alpha挑战赛】我的第一个python alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41505626370711,engineering,screened,1,True,
 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,
+41477736120983,2026-06-25T10:46:37Z,2026-09-16T16:01:22Z,【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
+41476771798039,2026-06-25T09:12:45Z,2026-09-16T16:06:09Z,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,2026-09-09T08:43:09Z,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,
+41469699090071,2026-06-24T22:45:50Z,2026-09-16T05:13:36Z,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,
+41459028441623,2026-06-24T16:23:21Z,2026-09-17T13:37:46Z,[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,2026-09-17T08:13:09Z,【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,
@@ -182,11 +223,11 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,2026-09-13T14:38:19Z,[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,2026-09-08T15:39:55Z,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,
+41417418697111,2026-06-23T01:38:06Z,2026-09-14T00:58:52Z,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,
@@ -196,22 +237,22 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,2026-09-08T18:17:38Z,【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,
+41321765292567,2026-06-18T14:47:07Z,2026-09-13T06:55:42Z,[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,2026-09-10T03:34:36Z,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,
+41284360565399,2026-06-17T04:02:12Z,2026-09-17T05:06:36Z,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,
+41236357050903,2026-06-15T15:37:54Z,2026-09-15T06:52:23Z,【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,
 41225167988503,2026-06-15T04:58:51Z,2026-07-29T03:12:34Z,【论坛发帖/评论管理通知】AI时代，我该如何逛论坛和参与,https://support.worldquantbrain.com/hc/en-us/community/posts/41225167988503,events,screened,0,True,
 41215965611159,2026-06-14T16:03:22Z,2026-08-22T08:38:14Z,从-0.3到1.2：我的世坤顾问之路,https://support.worldquantbrain.com/hc/en-us/community/posts/41215965611159,lessons,screened,3,True,
 41214315913111,2026-06-14T13:49:12Z,2026-07-20T11:13:08Z,【MCP WorkFlow】一个使“优化成功”成为常态的综合优化工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/41214315913111,optimization,screened,12,True,
 41212298292247,2026-06-14T10:26:15Z,2026-07-21T07:25:29Z,AI辅助挖因子半年记：从怀疑到真香，再到清醒,https://support.worldquantbrain.com/hc/en-us/community/posts/41212298292247,ai,screened,5,True,
-41212086027543,2026-06-14T09:59:25Z,2026-08-17T07:32:21Z,os comb从3+到1+的一些总结和分析,https://support.worldquantbrain.com/hc/en-us/community/posts/41212086027543,lessons,screened,2,True,
+41212086027543,2026-06-14T09:59:25Z,2026-09-13T13:07:21Z,os comb从3+到1+的一些总结和分析,https://support.worldquantbrain.com/hc/en-us/community/posts/41212086027543,lessons,screened,2,True,
 41208709211671,2026-06-14T02:17:08Z,2026-08-28T07:54:04Z,傅里叶变换在 Alpha 开发中的应用：频率域视角下的信号分解与策略构造,https://support.worldquantbrain.com/hc/en-us/community/posts/41208709211671,general,synthesized,9,True,01-alpha-ideas/relationship-and-extension-cards.md;07-professional-knowledge/data-and-signal-semantics.md
 41197045436951,2026-06-13T11:26:43Z,2026-09-05T15:37:50Z,CONCENTRATED WEIGHT 系统性排查与修复手册-2（基于实战经验的 CW 攻防全指南_进阶篇）,https://support.worldquantbrain.com/hc/en-us/community/posts/41197045436951,lessons,screened,11,True,
 41171093081367,2026-06-12T13:16:06Z,2026-08-30T12:14:50Z,分享一个白嫖小米 MiMo V2.5的途径,https://support.worldquantbrain.com/hc/en-us/community/posts/41171093081367,general,screened,7,True,
@@ -221,13 +262,13 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 41162636720919,2026-06-12T01:53:44Z,2026-08-31T12:43:10Z,提高MEA区的Sub-universe Sharpe of 1.11 is below cutoff of 1.14.问题一点经验,https://support.worldquantbrain.com/hc/en-us/community/posts/41162636720919,lessons,screened,8,True,
 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,
+41142979050775,2026-06-11T13:23:59Z,2026-09-13T14:16:48Z,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,2026-09-09T13:55:09Z,"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,2026-09-08T17:21:30Z,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
+41134957392663,2026-06-11T02:54:33Z,2026-09-13T06:55:49Z,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,2026-09-10T12:37:40Z,[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,
@@ -237,24 +278,24 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 41105476543511,2026-06-10T02:40:27Z,2026-08-08T06:07:50Z,多时间尺度信号融合：Python Alpha 中的分层特征提取框架实战,https://support.worldquantbrain.com/hc/en-us/community/posts/41105476543511,engineering,screened,0,True,
 41077771395479,2026-06-09T06:40:32Z,2026-08-25T13:39:10Z,OS RANK Performance 首次突破GM！任何人都可以做得到！,https://support.worldquantbrain.com/hc/en-us/community/posts/41077771395479,optimization,screened,0,True,
 41077253351831,2026-06-09T05:46:13Z,2026-07-08T01:02:15Z,【代码优化】针对AI打工人中AI桌面插件的代码优化调整,https://support.worldquantbrain.com/hc/en-us/community/posts/41077253351831,optimization,screened,0,True,
-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
+41076241014423,2026-06-09T03:50:43Z,2026-09-14T08:35:26Z,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,
+41065497021335,2026-06-08T19:04:45Z,2026-09-17T14:00:40Z,【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,2026-09-08T04:37:35Z,【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
-41036889226263,2026-06-07T13:52:07Z,2026-08-19T12:49:56Z,[python Alpha 挑战赛] Store 使用体验：ts_mean(ts_zscore(...)) 计算的优化与分析,https://support.worldquantbrain.com/hc/en-us/community/posts/41036889226263,optimization,screened,16,True,
+41036889226263,2026-06-07T13:52:07Z,2026-09-14T12:17:56Z,[python Alpha 挑战赛] Store 使用体验：ts_mean(ts_zscore(...)) 计算的优化与分析,https://support.worldquantbrain.com/hc/en-us/community/posts/41036889226263,optimization,screened,16,True,
 41034979787927,2026-06-07T10:28:33Z,2026-08-19T12:49:58Z,Python Alpha 实战复盘：先分流，再决定转写还是原生搜索,https://support.worldquantbrain.com/hc/en-us/community/posts/41034979787927,lessons,synthesized,19,True,09-experience-lessons/failure-casebook.md
 41033268467735,2026-06-07T06:02:05Z,2026-08-19T12:50:03Z,用 AI 代理跑 WorldQuant BRAIN Alpha 研究：30 天工作流复盘,https://support.worldquantbrain.com/hc/en-us/community/posts/41033268467735,lessons,screened,10,True,
-41032955115927,2026-06-07T05:10:25Z,2026-09-04T02:10:45Z,[Python Alpha 挑战赛] SKILL: Regular to Python Alpha ｜ 稳定转写Python Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41032955115927,ai,synthesized,24,True,02-ai-mining/2026-methods-and-failures.md
+41032955115927,2026-06-07T05:10:25Z,2026-09-17T15:28:35Z,[Python Alpha 挑战赛] SKILL: Regular to Python Alpha ｜ 稳定转写Python Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41032955115927,ai,synthesized,24,True,02-ai-mining/2026-methods-and-failures.md
-41030217691031,2026-06-06T23:45:49Z,2026-08-19T12:49:59Z,[Python Alpha 挑战赛] 逐木成林：在 WorldQuant BRAIN 中使用树模型算法构建 Python Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41030217691031,ai,screened,11,True,
+41030217691031,2026-06-06T23:45:49Z,2026-09-18T02:07:40Z,[Python Alpha 挑战赛] 逐木成林：在 WorldQuant BRAIN 中使用树模型算法构建 Python Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41030217691031,ai,screened,11,True,
 41030202035351,2026-06-06T23:44:12Z,2026-08-07T07:32:53Z,[Python Alpha 挑战赛] 寻找阿尔法：如何在 WorldQuant BRAIN 中使用机器学习构建 Python Alpha 策略,https://support.worldquantbrain.com/hc/en-us/community/posts/41030202035351,ai,screened,15,True,
 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,2026-09-09T13:18:20Z,【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,
+41020681850519,2026-06-06T12:44:00Z,2026-09-15T02:16:31Z,【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,
+41000341056791,2026-06-05T16:21:58Z,2026-09-17T05:06:54Z,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,
@@ -262,12 +303,12 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,
-40957801921815,2026-06-04T00:26:28Z,2026-09-02T07:13:59Z,[Python Alpha 挑战赛] 从 FastExpr 到 Python Alphas 的跨越：工作流与起步心得,https://support.worldquantbrain.com/hc/en-us/community/posts/40957801921815,lessons,screened,12,True,
+40957801921815,2026-06-04T00:26:28Z,2026-09-11T15:12:01Z,[Python Alpha 挑战赛] 从 FastExpr 到 Python Alphas 的跨越：工作流与起步心得,https://support.worldquantbrain.com/hc/en-us/community/posts/40957801921815,lessons,screened,12,True,
 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,2026-09-10T09:58:24Z,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,
+40929650605207,2026-06-03T02:22:32Z,2026-09-11T15:06:01Z,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
+40902892248983,2026-06-02T07:01:01Z,2026-09-13T11:42:48Z,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,2026-09-07T08:41:01Z,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,
@@ -279,21 +320,21 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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
+40790666727575,2026-05-28T08:53:56Z,2026-09-14T14:19:57Z,【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,2026-09-08T12:51:09Z,【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,
-40760257415959,2026-05-27T02:17:50Z,2026-08-29T17:09:35Z,0帧起手的字段构建【传奇耐打王系列三】,https://support.worldquantbrain.com/hc/en-us/community/posts/40760257415959,data,synthesized,14,True,01-alpha-ideas/relationship-and-extension-cards.md;07-professional-knowledge/data-and-signal-semantics.md
+40760257415959,2026-05-27T02:17:50Z,2026-09-11T15:36:51Z,0帧起手的字段构建【传奇耐打王系列三】,https://support.worldquantbrain.com/hc/en-us/community/posts/40760257415959,data,synthesized,14,True,01-alpha-ideas/relationship-and-extension-cards.md;07-professional-knowledge/data-and-signal-semantics.md
 40742727142679,2026-05-26T15:07:19Z,2026-08-29T02:09:55Z,Python Alpha 平台限制粗略小结，请大佬指正,https://support.worldquantbrain.com/hc/en-us/community/posts/40742727142679,engineering,synthesized,17,True,00-restart/corrections.md;02-ai-mining/python-alpha.md;06-sources/curated.md
 40740164729111,2026-05-26T13:51:08Z,2026-07-20T10:40:32Z,[Python Alpha 挑战赛] 为 Python Alpha 补充 35+ 专业量化操作符：TA-Lib / Qlib 风格向量化实现,https://support.worldquantbrain.com/hc/en-us/community/posts/40740164729111,optimization,screened,5,True,
 40740029001239,2026-05-26T13:47:56Z,2026-08-29T02:11:59Z,[Python Alpha 挑战赛] AI Agent 自动将 Fast Expression 转为 Python Alpha 并回测,https://support.worldquantbrain.com/hc/en-us/community/posts/40740029001239,ai,screened,8,True,
 40737593669911,2026-05-26T12:16:19Z,2026-08-29T02:12:03Z,【经验分享】尝试Python alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/40737593669911,lessons,screened,11,True,
-40736166342679,2026-05-26T10:42:20Z,2026-07-14T13:21:07Z,🎉【Python Alpha 灵感】征文活动！,https://support.worldquantbrain.com/hc/en-us/community/posts/40736166342679,events,screened,14,True,
+40736166342679,2026-05-26T10:42:20Z,2026-09-12T07:45:52Z,🎉【Python Alpha 灵感】征文活动！,https://support.worldquantbrain.com/hc/en-us/community/posts/40736166342679,events,screened,14,True,
-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,
+40735661471383,2026-05-26T09:55:25Z,2026-09-17T16:12:16Z,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,
+40734437350679,2026-05-26T07:35:08Z,2026-09-15T03:39:31Z,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,2026-09-10T15:02:58Z,【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,
@@ -306,11 +347,11 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 40600316595351,2026-05-20T01:33:24Z,2026-07-07T14:03:38Z,Antigravity CLI连接MCP问题解决,https://support.worldquantbrain.com/hc/en-us/community/posts/40600316595351,ai,screened,2,True,
 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,
+40544447671959,2026-05-18T02:36:10Z,2026-09-17T09:16:43Z,【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
 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,2026-09-10T04:54:52Z,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,
+40531412200471,2026-05-17T03:51:16Z,2026-09-18T00:25:42Z,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,2026-09-08T14:43:57Z,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,
@@ -321,13 +362,13 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,
 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,2026-09-10T02:00:43Z,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,
+40373405530647,2026-05-11T03:11:42Z,2026-09-15T06:49:46Z,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,2026-09-16T16:00:44Z,"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,2026-09-10T05:34:19Z,【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,2026-09-09T00:39:26Z,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,
+40297238763159,2026-05-07T12:43:54Z,2026-09-15T10:06:47Z,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
@@ -338,25 +379,25 @@ 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,2026-09-11T00:34:14Z,【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,
+40091088861591,2026-04-29T04:36:13Z,2026-09-17T12:04:44Z,【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,
+40089426663959,2026-04-29T01:44:21Z,2026-09-14T12:47:22Z,【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,
-40020159075607,2026-04-26T08:13:45Z,2026-07-16T08:03:37Z,【Alpha 模板】ASI推出新的universes：TOP500，成功点亮Risk Pyramid,https://support.worldquantbrain.com/hc/en-us/community/posts/40020159075607,ideas,synthesized,8,True,01-alpha-ideas/relationship-and-extension-cards.md
+40020159075607,2026-04-26T08:13:45Z,2026-09-14T13:06:52Z,【Alpha 模板】ASI推出新的universes：TOP500，成功点亮Risk Pyramid,https://support.worldquantbrain.com/hc/en-us/community/posts/40020159075607,ideas,synthesized,8,True,01-alpha-ideas/relationship-and-extension-cards.md
 40019402844055,2026-04-26T05:48:57Z,2026-06-27T03:06:10Z,【噢耶斯】一键降低40%的token使用量(api请求量)——自动修复alpha表达式,https://support.worldquantbrain.com/hc/en-us/community/posts/40019402844055,engineering,screened,6,True,
 40018309999767,2026-04-26T02:54:34Z,2026-06-27T03:23:29Z,智谱GLM 抢购 油猴脚本【即插即用】我已抢购到啦,https://support.worldquantbrain.com/hc/en-us/community/posts/40018309999767,engineering,screened,5,True,
-39975714633751,2026-04-24T01:13:58Z,2026-07-05T15:18:41Z,【实用工具】一键统计各地区当月纯PPA数量，避开提交上限与Bug陷阱,https://support.worldquantbrain.com/hc/en-us/community/posts/39975714633751,engineering,screened,5,True,
+39975714633751,2026-04-24T01:13:58Z,2026-09-15T17:45:18Z,【实用工具】一键统计各地区当月纯PPA数量，避开提交上限与Bug陷阱,https://support.worldquantbrain.com/hc/en-us/community/posts/39975714633751,engineering,screened,5,True,
 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,2026-09-09T05:42:45Z,【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,
+39922788056343,2026-04-22T06:45:00Z,2026-09-17T05:07:22Z,【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,
+39873247817495,2026-04-20T12:33:20Z,2026-09-14T13:23:05Z,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,2026-09-09T02:29:34Z,"【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
@@ -365,10 +406,10 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,2026-09-07T12:28:49Z,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
+39845230299927,2026-04-18T12:59:03Z,2026-09-13T12:29:30Z,【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,
+39759673422487,2026-04-15T09:27:39Z,2026-09-13T11:52:37Z,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,2026-09-08T13:50:31Z,【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,
@@ -378,28 +419,28 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 39659860284695,2026-04-10T17:19:12Z,2026-06-28T08:17:25Z,【代码分享】相关性剪枝，减少无效回测，拷贝即用,https://support.worldquantbrain.com/hc/en-us/community/posts/39659860284695,portfolio,synthesized,5,True,08-alpha-optimization/portfolio-and-correlation.md
 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,
+39621432305175,2026-04-09T07:28:57Z,2026-09-15T09:58:20Z,【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,2026-09-10T06:57:01Z,【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,
+39531360358295,2026-04-05T17:23:40Z,2026-09-11T03:50:08Z,【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
-39467895537431,2026-04-02T10:10:48Z,2026-07-17T11:39:17Z,"VF1.0单周期狂赚$2,538.14！我的高Base骚操作大公开",https://support.worldquantbrain.com/hc/en-us/community/posts/39467895537431,lessons,screened,23,True,
+39467895537431,2026-04-02T10:10:48Z,2026-09-12T07:01:43Z,"VF1.0单周期狂赚$2,538.14！我的高Base骚操作大公开",https://support.worldquantbrain.com/hc/en-us/community/posts/39467895537431,lessons,screened,23,True,
 39466731879063,2026-04-02T07:58:23Z,2026-07-15T11:04:44Z,【WQ Manager 新需求调研】想加一个每日base排行榜，会有多少同学使用？,https://support.worldquantbrain.com/hc/en-us/community/posts/39466731879063,general,screened,33,True,
 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,2026-09-08T01:53:13Z,【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,2026-09-11T00:19:43Z,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,
+39367839107095,2026-03-29T05:37:12Z,2026-09-16T13:40:51Z,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
+39319955780887,2026-03-26T19:08:49Z,2026-09-17T05:07:42Z,【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,2026-09-15T17:46:15Z,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,2026-09-10T04:17:24Z,Harness engineering下的AI Quant,https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815,ai,screened,54,True,
+39304762113815,2026-03-26T07:13:47Z,2026-09-16T14:56:48Z,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,
@@ -410,14 +451,14 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,
-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,
+39250162065943,2026-03-24T04:58:59Z,2026-09-16T07:36:51Z,【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,
+39249078858647,2026-03-24T02:46:56Z,2026-09-13T14:11:49Z,osmosis point一键备份及恢复,https://support.worldquantbrain.com/hc/en-us/community/posts/39249078858647,portfolio,screened,0,True,
 39234849586967,2026-03-23T16:32:17Z,2026-07-27T10:55:38Z,【Quant101】AIAC2.0 TOP25 经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/39234849586967,lessons,screened,6,True,
 39226209183127,2026-03-23T11:17:01Z,2026-06-28T00:32:09Z,不用龙虾，也能远程给Claude布置任务--Claude Channels用法简介,https://support.worldquantbrain.com/hc/en-us/community/posts/39226209183127,ai,screened,1,True,
 39225718749591,2026-03-23T10:31:04Z,2026-09-02T07:07:41Z,【有奖SKILL征文】分享你的AI工作流、提示词、还有它的SOUL,https://support.worldquantbrain.com/hc/en-us/community/posts/39225718749591,events,screened,34,True,
 39225136138263,2026-03-23T09:26:56Z,2026-06-10T00:22:46Z,osmosisPoints一键清零代码,https://support.worldquantbrain.com/hc/en-us/community/posts/39225136138263,portfolio,screened,24,True,
-39224484288663,2026-03-23T07:57:42Z,2026-07-17T17:46:56Z,[经验分享]一觉醒来全球combine缩水，只有我保持不变❓（总池combine全球第一）,https://support.worldquantbrain.com/hc/en-us/community/posts/39224484288663,lessons,synthesized,22,True,09-experience-lessons/failure-casebook.md
+39224484288663,2026-03-23T07:57:42Z,2026-09-18T02:09:56Z,[经验分享]一觉醒来全球combine缩水，只有我保持不变❓（总池combine全球第一）,https://support.worldquantbrain.com/hc/en-us/community/posts/39224484288663,lessons,synthesized,22,True,09-experience-lessons/failure-casebook.md
 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
@@ -429,7 +470,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,
+39183798681239,2026-03-20T16:23:31Z,2026-09-15T17:06:26Z,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,
 39171807994519,2026-03-20T01:44:04Z,2026-07-30T02:16:44Z,OpenClaw + BRAIN 经验分享：我只改了 memory 分层，干活稳定很多,https://support.worldquantbrain.com/hc/en-us/community/posts/39171807994519,lessons,screened,18,True,
 39156513806871,2026-03-19T16:05:12Z,2026-08-14T15:27:59Z,【日常生活贴】我的量化日记第十一季,https://support.worldquantbrain.com/hc/en-us/community/posts/39156513806871,lessons,screened,1323,True,
 39118594803095,2026-03-18T03:29:30Z,2026-09-02T03:42:49Z,关于降Prod Correlation的实践（一）,https://support.worldquantbrain.com/hc/en-us/community/posts/39118594803095,portfolio,synthesized,18,True,08-alpha-optimization/portfolio-and-correlation.md
@@ -447,37 +488,37 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,
 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,2026-09-08T11:56:02Z,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,2026-09-13T05:15:09Z,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
+38980270292631,2026-03-12T04:28:30Z,2026-09-16T19:09:11Z,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,
+38979342434455,2026-03-12T02:46:36Z,2026-09-17T06:29:13Z,【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,2026-09-09T03:25:50Z,【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,
+38932709256727,2026-03-10T14:03:07Z,2026-09-17T09:46:26Z,【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,
 38898494065943,2026-03-09T09:08:29Z,2026-08-10T02:00:00Z,【经验分享】成为顾问一个月，拿下Daily Osmosis Rank全球第一名,https://support.worldquantbrain.com/hc/en-us/community/posts/38898494065943,lessons,screened,20,True,
 38872742474775,2026-03-07T07:49:27Z,2026-08-28T08:43:22Z,基于贝叶斯优化的 Alpha 参数遍历工作流：高效打破回撤限制,https://support.worldquantbrain.com/hc/en-us/community/posts/38872742474775,optimization,screened,5,True,
-38872307253655,2026-03-07T06:32:13Z,2026-08-27T09:30:13Z,【效率王】APP-3.0：完全自动化时代,https://support.worldquantbrain.com/hc/en-us/community/posts/38872307253655,general,screened,112,True,
+38872307253655,2026-03-07T06:32:13Z,2026-09-17T16:21:44Z,【效率王】APP-3.0：完全自动化时代,https://support.worldquantbrain.com/hc/en-us/community/posts/38872307253655,general,screened,112,True,
-38870096703639,2026-03-07T01:34:56Z,2026-09-02T03:44:28Z,分享一个自用的AI点塔工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/38870096703639,ai,screened,17,True,
+38870096703639,2026-03-07T01:34:56Z,2026-09-17T07:21:40Z,分享一个自用的AI点塔工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/38870096703639,ai,screened,17,True,
 38846989093911,2026-03-06T06:40:33Z,2026-06-15T14:58:55Z,【API限时羊毛】注册实名可获得150+元免费LLM-API额度,https://support.worldquantbrain.com/hc/en-us/community/posts/38846989093911,events,screened,7,True,
 38846510482967,2026-03-06T05:36:31Z,2026-07-09T04:27:57Z,关于Combined Power Pool Alpha Performance持续稳定的猜想（2.12-2.42-1.97-2.62-2.67）,https://support.worldquantbrain.com/hc/en-us/community/posts/38846510482967,portfolio,screened,19,True,
 38846177369751,2026-03-06T04:49:03Z,2026-06-10T00:27:17Z,【咖啡蛇】告别重复造轮子！我的Python会话管理模块如何解决API请求的3大痛点,https://support.worldquantbrain.com/hc/en-us/community/posts/38846177369751,engineering,screened,6,True,
 38845039675287,2026-03-06T02:43:18Z,2026-06-28T08:57:40Z,临时解决alpha页面不能翻页的问题,https://support.worldquantbrain.com/hc/en-us/community/posts/38845039675287,general,screened,5,True,
-38844379720727,2026-03-06T02:03:28Z,2026-09-03T09:40:36Z,"作为一个gold级别的新人,我是怎么点满60个塔",https://support.worldquantbrain.com/hc/en-us/community/posts/38844379720727,general,screened,25,True,
+38844379720727,2026-03-06T02:03:28Z,2026-09-17T13:31:19Z,"作为一个gold级别的新人,我是怎么点满60个塔",https://support.worldquantbrain.com/hc/en-us/community/posts/38844379720727,general,screened,25,True,
 38829258896919,2026-03-05T16:56:23Z,2026-07-10T10:46:18Z,你说打工人大烧钱了？不舍得用，那就来薅一下openai的羊毛吧,https://support.worldquantbrain.com/hc/en-us/community/posts/38829258896919,events,screened,7,True,
 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,
+38791576234647,2026-03-04T08:58:53Z,2026-09-13T06:52:32Z,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,
 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,2026-09-10T23:54:37Z,【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,
+38706673362327,2026-02-28T09:25:43Z,2026-09-17T05:55:22Z,【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
+38669179039255,2026-02-26T19:36:10Z,2026-09-14T11:56:12Z,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,
 38654934214423,2026-02-26T09:26:00Z,2026-08-07T10:21:14Z,🤞🤞AIAC 比赛用模板,https://support.worldquantbrain.com/hc/en-us/community/posts/38654934214423,ai,screened,15,True,
 38652207939735,2026-02-26T03:35:00Z,2026-08-23T06:57:08Z,"在wq平台, 我们应该通过mcp提供什么工具",https://support.worldquantbrain.com/hc/en-us/community/posts/38652207939735,ai,screened,9,True,
@@ -495,7 +536,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 38556707981591,2026-02-22T03:17:57Z,2026-09-06T02:41:08Z,大模型羊毛——含泪分享 Gemini AI Pro 3个月免费试用！,https://support.worldquantbrain.com/hc/en-us/community/posts/38556707981591,events,screened,13,True,
 38492959452823,2026-02-19T05:08:09Z,2026-09-06T15:21:54Z,【工具】在opencode中使用Antigravity内模型额度详解（包含如何配置mcp）,https://support.worldquantbrain.com/hc/en-us/community/posts/38492959452823,ai,screened,6,True,
 38472629440407,2026-02-18T13:47:15Z,2026-08-05T08:48:40Z,适合邮箱自动推送的平台信息,https://support.worldquantbrain.com/hc/en-us/community/posts/38472629440407,general,screened,9,True,
-38423873285655,2026-02-16T05:56:41Z,2026-08-29T09:08:21Z,[图一乐] osmosis rank对乘数的影响,https://support.worldquantbrain.com/hc/en-us/community/posts/38423873285655,portfolio,screened,3,True,
+38423873285655,2026-02-16T05:56:41Z,2026-09-11T15:11:36Z,[图一乐] osmosis rank对乘数的影响,https://support.worldquantbrain.com/hc/en-us/community/posts/38423873285655,portfolio,screened,3,True,
 38381244689815,2026-02-13T14:20:59Z,2026-07-16T07:58:24Z,【经验分享】Combine为负数不要慌，关于Combine为负数之后的逆袭2.0+经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/38381244689815,lessons,screened,10,True,
 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,
@@ -506,10 +547,10 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,
 38318447367703,2026-02-11T03:40:27Z,2026-06-10T00:35:19Z,【工具分享】解决win用户cli、打工人闪屏、无法回滚的问题,https://support.worldquantbrain.com/hc/en-us/community/posts/38318447367703,engineering,screened,7,True,
 38300250037015,2026-02-10T16:12:08Z,2026-09-06T02:41:10Z,终结烦人的MCP error -32000,https://support.worldquantbrain.com/hc/en-us/community/posts/38300250037015,ai,screened,7,True,
-38291391911575,2026-02-10T07:44:04Z,2026-09-02T15:18:33Z,agent时代对expression ast的一个大更新,https://support.worldquantbrain.com/hc/en-us/community/posts/38291391911575,ai,screened,6,True,
+38291391911575,2026-02-10T07:44:04Z,2026-09-17T15:38:57Z,agent时代对expression ast的一个大更新,https://support.worldquantbrain.com/hc/en-us/community/posts/38291391911575,ai,screened,6,True,
 38289129737623,2026-02-10T03:06:29Z,2026-06-10T00:36:34Z,3分钟在 Chrome 上开启原生Gemini，不需要Google Pro，不需要花钱订阅！！！,https://support.worldquantbrain.com/hc/en-us/community/posts/38289129737623,ai,screened,5,True,
 38265775305751,2026-02-09T11:56:06Z,2026-08-18T12:48:59Z,检测AI生成的alpha表达式，是否出现凭空捏造的数据字段,https://support.worldquantbrain.com/hc/en-us/community/posts/38265775305751,data,synthesized,9,True,02-ai-mining/2026-methods-and-failures.md
-38263733981719,2026-02-09T08:17:33Z,2026-09-07T05:57:35Z,【代码优化】【一键完成Osmosis Points分配】自动化你的 Osmosis 点数分配：基于 聚类算法的Fitness 动态加权与多样性筛选,https://support.worldquantbrain.com/hc/en-us/community/posts/38263733981719,portfolio,screened,0,True,
+38263733981719,2026-02-09T08:17:33Z,2026-09-16T10:05:08Z,【代码优化】【一键完成Osmosis Points分配】自动化你的 Osmosis 点数分配：基于 聚类算法的Fitness 动态加权与多样性筛选,https://support.worldquantbrain.com/hc/en-us/community/posts/38263733981719,portfolio,screened,0,True,
 38263289227799,2026-02-09T07:18:40Z,2026-07-20T14:52:58Z,"[新人分享] 13天提交，Combine 1.12, PPA Combine 1.35",https://support.worldquantbrain.com/hc/en-us/community/posts/38263289227799,portfolio,screened,9,True,
 38260748069015,2026-02-09T01:44:13Z,2026-06-10T00:38:37Z,AI打工人回测器点击“开始回测”后 CMD 闪退？可能是 requirements.txt 中的隐藏乱码导致！,https://support.worldquantbrain.com/hc/en-us/community/posts/38260748069015,ai,screened,2,True,
 38254706003607,2026-02-08T16:32:02Z,2026-06-10T00:38:50Z,AI小白10分钟学会Gemini Chrome 插件的配置和使用～～,https://support.worldquantbrain.com/hc/en-us/community/posts/38254706003607,ai,screened,6,True,
@@ -518,7 +559,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,2026-09-09T03:55:08Z,[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,
+38210807994519,2026-02-06T09:28:25Z,2026-09-14T13:16:04Z,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,
 38186960329367,2026-02-05T14:06:05Z,2026-06-10T00:43:26Z,26年2月全球会议重点内容整理,https://support.worldquantbrain.com/hc/en-us/community/posts/38186960329367,events,screened,13,True,
@@ -564,7 +605,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 37823590320407,2026-01-21T07:05:39Z,2026-06-10T00:46:38Z,提交aiac2 alpha自检指南（尤其适合第一次提交AIAC的同学）,https://support.worldquantbrain.com/hc/en-us/community/posts/37823590320407,ai,screened,2,True,
 37822652857367,2026-01-21T05:09:31Z,2026-07-19T15:32:01Z,[工具分享] WQ Brain 网页增强工具：网页会话复用+相关性缓存,https://support.worldquantbrain.com/hc/en-us/community/posts/37822652857367,portfolio,screened,14,True,
 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,
+37800870021015,2026-01-20T14:33:19Z,2026-09-15T02:55:32Z,【”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,
 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,
@@ -572,13 +613,13 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 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,
-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,
+37759477785239,2026-01-18T09:47:10Z,2026-09-13T13:59:01Z,[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,
 37743736735895,2026-01-17T03:21:10Z,2026-07-01T10:02:39Z,我是如何分配5000次回测,https://support.worldquantbrain.com/hc/en-us/community/posts/37743736735895,engineering,screened,14,True,
 37743346117143,2026-01-17T02:45:53Z,2026-06-10T00:47:51Z,MAC系统MCP WEB APP的BRAIN Alpha Simulator的回测报错问题,https://support.worldquantbrain.com/hc/en-us/community/posts/37743346117143,ai,screened,3,True,
 37725846490903,2026-01-16T15:13:17Z,2026-08-04T10:43:37Z,gemini_cli_sdk + 双agent，打造一个听话的挖掘工（含代码框架和样例）,https://support.worldquantbrain.com/hc/en-us/community/posts/37725846490903,ai,screened,6,True,
-37723363144855,2026-01-16T13:35:46Z,2026-08-15T14:28:42Z,无限随机大法带你挖掘所有可能的own Super Alpha（附上代码）,https://support.worldquantbrain.com/hc/en-us/community/posts/37723363144855,portfolio,screened,0,True,
+37723363144855,2026-01-16T13:35:46Z,2026-09-14T08:41:20Z,无限随机大法带你挖掘所有可能的own Super Alpha（附上代码）,https://support.worldquantbrain.com/hc/en-us/community/posts/37723363144855,portfolio,screened,0,True,
 37701654477847,2026-01-15T16:37:47Z,2026-06-10T00:48:02Z,谷歌Antigravity 如何使用Skills,https://support.worldquantbrain.com/hc/en-us/community/posts/37701654477847,ai,screened,10,True,
 37669317975959,2026-01-14T15:18:38Z,2026-09-05T19:48:23Z,【alpha模板】行业中性化残差信号IND模板,https://support.worldquantbrain.com/hc/en-us/community/posts/37669317975959,ideas,synthesized,41,True,00-restart/corrections.md;01-alpha-ideas/data-template-cards.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
 37662393416727,2026-01-14T07:48:07Z,2026-08-26T13:53:47Z,【差生文具多】为wq官网开发一个手机app查询常用信息-WQHelper,https://support.worldquantbrain.com/hc/en-us/community/posts/37662393416727,general,screened,18,True,
@@ -591,7 +632,7 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 37641142548119,2026-01-13T14:55:02Z,2026-07-20T08:17:52Z,关于印度区因子挖掘遇到一些常见问题的一些小技巧,https://support.worldquantbrain.com/hc/en-us/community/posts/37641142548119,general,screened,13,True,
 37638889294103,2026-01-13T13:32:57Z,2026-06-29T12:48:38Z,【代码优化】ProdCorr记录插件，减少重复查询,https://support.worldquantbrain.com/hc/en-us/community/posts/37638889294103,portfolio,screened,22,True,
 37638726633623,2026-01-13T13:27:56Z,2026-08-09T02:10:33Z,AI打工人安装问题,https://support.worldquantbrain.com/hc/en-us/community/posts/37638726633623,ai,screened,0,True,
-37635435747479,2026-01-13T09:58:56Z,2026-06-10T00:48:58Z,如何快速配置QuantGo Kit！！！！,https://support.worldquantbrain.com/hc/en-us/community/posts/37635435747479,general,screened,0,True,
+37635435747479,2026-01-13T09:58:56Z,2026-09-15T10:05:26Z,如何快速配置QuantGo Kit！！！！,https://support.worldquantbrain.com/hc/en-us/community/posts/37635435747479,general,screened,0,True,
 37633778449175,2026-01-13T06:39:07Z,2026-06-10T00:49:04Z,【提示词优化】使用iflow_cli结合deepseek的提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/37633778449175,optimization,screened,11,True,
 37615320558999,2026-01-12T16:24:49Z,2026-06-10T00:49:07Z,【MCP工具分享-即插即用】多 Alpha 两两相关性批量检查工具 (附完整源码),https://support.worldquantbrain.com/hc/en-us/community/posts/37615320558999,portfolio,screened,2,True,
 37609772940311,2026-01-12T13:21:05Z,2026-07-20T03:30:35Z,在Trae 中使用cnhkmcp中的Skills,https://support.worldquantbrain.com/hc/en-us/community/posts/37609772940311,ai,screened,11,True,
@@ -601,28 +642,28 @@ post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_r
 37593830722711,2026-01-11T10:02:48Z,2026-06-10T00:49:32Z,2025年最大的收获就是成为wordquant平台的一份子！！,https://support.worldquantbrain.com/hc/en-us/community/posts/37593830722711,general,screened,14,True,
 37581803221143,2026-01-10T13:39:02Z,2026-07-01T15:47:18Z,2025年Q4 Genus升级失败小结,https://support.worldquantbrain.com/hc/en-us/community/posts/37581803221143,general,screened,24,True,
 37581194344215,2026-01-10T12:39:47Z,2026-06-10T00:49:40Z,【平台新功能】字段新特征：datecoverage的介绍、应用与勘误。,https://support.worldquantbrain.com/hc/en-us/community/posts/37581194344215,data,synthesized,23,True,01-alpha-ideas/data-template-cards.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md
-37576441185559,2026-01-10T01:35:14Z,2026-08-05T10:18:27Z,脚本记录Osmosis point每日变化,https://support.worldquantbrain.com/hc/en-us/community/posts/37576441185559,portfolio,screened,3,True,
+37576441185559,2026-01-10T01:35:14Z,2026-09-13T11:43:08Z,脚本记录Osmosis point每日变化,https://support.worldquantbrain.com/hc/en-us/community/posts/37576441185559,portfolio,screened,3,True,
 37560258463767,2026-01-09T15:23:58Z,2026-09-04T08:16:29Z,用 Claude Skills 做因子自动挖掘：回测、记录与知识查询模块化,https://support.worldquantbrain.com/hc/en-us/community/posts/37560258463767,ai,screened,16,True,
-37555582592023,2026-01-09T11:58:13Z,2026-09-07T04:14:10Z,VF0.98+Expert直升Grandmaster我是怎么做的,https://support.worldquantbrain.com/hc/en-us/community/posts/37555582592023,lessons,screened,27,True,
+37555582592023,2026-01-09T11:58:13Z,2026-09-15T01:40:56Z,VF0.98+Expert直升Grandmaster我是怎么做的,https://support.worldquantbrain.com/hc/en-us/community/posts/37555582592023,lessons,screened,27,True,
 37555474457495,2026-01-09T11:50:00Z,2026-07-26T04:03:27Z,[Agent skills] 枪在手跟我走，AI工作流大进化，Skills开箱即用！,https://support.worldquantbrain.com/hc/en-us/community/posts/37555474457495,ai,screened,16,True,
-37554208805911,2026-01-09T09:48:58Z,2026-08-26T14:22:42Z,【新人向-SA的Prod检测 —— 24h可检测600个！】即插即用！结合上一篇SA自相关文章！,https://support.worldquantbrain.com/hc/en-us/community/posts/37554208805911,portfolio,screened,7,True,
+37554208805911,2026-01-09T09:48:58Z,2026-09-15T10:04:12Z,【新人向-SA的Prod检测 —— 24h可检测600个！】即插即用！结合上一篇SA自相关文章！,https://support.worldquantbrain.com/hc/en-us/community/posts/37554208805911,portfolio,screened,7,True,
 37553813919383,2026-01-09T08:52:42Z,2026-06-10T00:50:09Z,[Osmosis Competition 2025]从比赛结果中得到新版本的启示,https://support.worldquantbrain.com/hc/en-us/community/posts/37553813919383,portfolio,screened,4,True,
 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,2026-09-10T23:33:51Z,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,
+37523762919575,2026-01-08T06:31:36Z,2026-09-12T10:46:42Z,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,
+37495033591447,2026-01-07T05:55:18Z,2026-09-15T11:08:41Z,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,
 37476581630231,2026-01-06T15:56:28Z,2026-07-20T11:15:54Z,新顾问踩坑分享——combined为负的惨痛教训,https://support.worldquantbrain.com/hc/en-us/community/posts/37476581630231,lessons,synthesized,2,True,09-experience-lessons/failure-casebook.md
-37473718017175,2026-01-06T14:23:59Z,2026-08-22T14:50:34Z,ASI MINVOL1M市场Robust Universe优化案例,https://support.worldquantbrain.com/hc/en-us/community/posts/37473718017175,optimization,synthesized,9,True,08-alpha-optimization/diagnostic-workflow.md
+37473718017175,2026-01-06T14:23:59Z,2026-09-14T13:20:11Z,ASI MINVOL1M市场Robust Universe优化案例,https://support.worldquantbrain.com/hc/en-us/community/posts/37473718017175,optimization,synthesized,9,True,08-alpha-optimization/diagnostic-workflow.md
 37467795410071,2026-01-06T06:16:33Z,2026-04-15T16:39:59Z,我的量化之路: 我是如何用上AI做量化的,https://support.worldquantbrain.com/hc/en-us/community/posts/37467795410071,lessons,screened,4,True,
 37466253361943,2026-01-06T03:16:54Z,2026-07-29T15:58:22Z,【 代码优化】如何解决限流429报错的问题,https://support.worldquantbrain.com/hc/en-us/community/posts/37466253361943,optimization,screened,23,True,
 37436887844631,2026-01-05T02:22:45Z,2026-01-29T15:39:55Z,【差生文具多】手机远程访问云主机方案分享-windowsApp,https://support.worldquantbrain.com/hc/en-us/community/posts/37436887844631,general,screened,0,True,
 37433599938071,2026-01-04T21:05:56Z,2026-07-09T10:25:20Z,[工具分享] Alpha 综合评分系统：基于多维度指标的自动筛选框架,https://support.worldquantbrain.com/hc/en-us/community/posts/37433599938071,engineering,screened,5,True,
-37427255135127,2026-01-04T09:47:12Z,2026-09-03T06:35:59Z,[SuperAlpha]SuperAlpha数据分析师，洞察alpha表现自动构建selection利器(附代码),https://support.worldquantbrain.com/hc/en-us/community/posts/37427255135127,portfolio,screened,3,True,
+37427255135127,2026-01-04T09:47:12Z,2026-09-14T09:08:26Z,[SuperAlpha]SuperAlpha数据分析师，洞察alpha表现自动构建selection利器(附代码),https://support.worldquantbrain.com/hc/en-us/community/posts/37427255135127,portfolio,screened,3,True,
-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,
+37427295710359,2026-01-04T09:45:08Z,2026-09-17T05:43:52Z,[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,

docs/worldquant-knowledge-base/09-experience-lessons/failure-casebook.md

@@ -32,3 +32,9 @@
 触发条件；完整基线；失败原值；已经试过的修复；对照；新的失败项；适用边界；是否复现；下次何时允许重试。把网络故障、语义错误、检查失败和经济假设被否定分成不同类别。
 
 本库是当前任务交付物，没有将这些社区经验自动写入全局 Skill、Hook 或硬性提交规则。
+
+## 2026-09-18 补充：复盘要对齐评价时间
+
+[OS Comb 六月至七月复盘](https://support.worldquantbrain.com/hc/en-us/community/posts/43438866840343)（2026-09-12）只讨论已更新的六月 3.3+、七月 3.5+，明确八月未刷新，不把后续研究工作解释为此前指标上升的原因。作者把变化归于跨区、多品类和入池质量；这是个人归因，未隔离市场环境、旧池变化和平台统计窗口。可保留的方法是给研究动作、提交入池日和指标评价期分别标记时间，避免倒置因果。
+
+[负 Combine 到 GM 的复盘上篇](https://support.worldquantbrain.com/hc/en-us/community/posts/43540397996311)及[下篇](https://support.worldquantbrain.com/hc/en-us/community/posts/43540418549527)（均为 2026-09-16）再次强调过提交检查不等于成本后质量、复杂度与多样性需要分开看。晋级与收入结果均为作者自报，不能将成功者经历称为保证可复制的方法，也不能把地区或数据类别数量直接当作有效分散度。

docs/worldquant-knowledge-base/README.md

@@ -1,8 +1,8 @@
 # WorldQuant 研究重启知识库
 
-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。
+首次整理：2026-09-07；论坛最近同步：2026-09-18，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)。
+9 月 18 日增量：论坛索引现有 **670 篇帖子、9,601 条评论**。本次新收录 41 篇，其中 29 篇发表于上次采集之后、12 篇为历史补录；通过内容指纹确认 2 篇旧帖正文更新、1 篇旧帖出现新可见评论。新增[差分与类别编码边界](01-alpha-ideas/relationship-and-extension-cards.md)、[代理变量与样本边界](01-alpha-ideas/data-template-cards.md)、[回测恢复风险](03-engineering/2026-operating-lessons.md)，并复核 [SPC 当前输出规范](04-platform/spc.md)。一篇图片正文尚未精读，其余覆盖及计数口径见 [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。