From 25ecd0a6c52bb7bafdf7ebe13745563798d1271a Mon Sep 17 00:00:00 2001 From: yuxuanhui Date: Mon, 7 Sep 2026 20:03:16 +0800 Subject: [PATCH] docs: add 2026 WorldQuant research knowledge base --- .../00-restart/2026-timeline.md | 17 + .../00-restart/corrections.md | 20 + .../00-restart/two-week-plan.md | 19 + .../01-alpha-ideas/README.md | 16 + .../01-alpha-ideas/data-template-cards.md | 45 ++ .../01-alpha-ideas/mechanism-cards.md | 53 ++ .../relationship-and-extension-cards.md | 65 ++ .../02-ai-mining/2026-methods-and-failures.md | 49 ++ .../02-ai-mining/external-methods.md | 16 + .../02-ai-mining/five-agent-skills-review.md | 96 +++ .../02-ai-mining/python-alpha.md | 33 + .../02-ai-mining/research-workflow.md | 32 + .../03-engineering/2026-operating-lessons.md | 35 + .../advanced-collection-review.md | 33 + .../03-engineering/architecture.md | 30 + .../03-engineering/correlation.md | 27 + .../03-engineering/experiment-ledger.md | 29 + .../04-platform/current-updates.md | 20 + 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b/docs/worldquant-knowledge-base/00-restart/2026-timeline.md @@ -0,0 +1,17 @@ +# 2026 年研究脉络 + +以下为已核查材料中的演进，不代表各功能首次上线时间。发帖日期取论坛 API；邮件日期表示通知到达时间，两者不混用。 + +| 时间 | 可确认的信号 | 重启时的意义 | +| --- | --- | --- | +| 1 月 | AIAC 2.0 要求 LLM 参与研究，并保留 notebook 和说明；社区开始讨论 SDK/MCP/Agent 分工、字段 dateCoverage | 重建研究记录与数据质量检查；老 AIAC 已结束 | +| 3 月 | Data Creation Challenge 使用 BRAIN API 创建字段，要求 notebook 和说明文档 | 从“组合字段”扩展到“定义数据”；比赛规则不能当长期功能保证 | +| 4–5 月 | 极性配对、earnings/news 模板、本地因子库、实验台账；Python Alpha 讨论密集出现 | 用字段含义构造差异，而非只调算子 | +| 6 月 | Python 转写、状态管理、时间对齐、两阶段筛选；研究频率与覆盖前置诊断 | 提升表达能力同时承担更多正确性责任 | +| 7 月 | SPC 启动；CLI 原语、MCP 桥接、5 个 Skill 工作流、一二三阶实践 | 分开“LLM 研究传统 Alpha”与“直接提交投资 Prompt” | +| 8 月 | GBR/DEU 开放；本地 Self-Correlation、raw/decision 分离；GLB PPA 条件简化 | 优先修好去重、配额、相关性和可复盘性 | +| 9 月 | Alpha Idea 征文强调机制与证据；MEA 暂停新提交；SPC 官方 schema 更新 | 回归可证伪假设，及时淘汰过时规则 | + +关键来源：[Welcome to AI Alphas Competition 2.0](https://mail.google.com/mail/#all/19bd543ea501efe4)（邮件 2026-01-19）；[Welcome to Data Creation Challenge 2026](https://mail.google.com/mail/#all/19ced3262578bac3)（邮件 2026-03-14）；[【SDK+MCP+AGENT三层架构】因子挖掘系统，实现mcp稳定运行不断](https://support.worldquantbrain.com/hc/en-us/community/posts/37606116158743)（发帖 2026-01-12，社区经验）；[【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)（发帖 2026-04-18，社区经验）；[一个很小但很有用的工具：Alpha Backtest Ledger，避免重复回测](https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159)（发帖 2026-05-31，社区经验）；[[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)（发帖 2026-06-11，社区经验）；[[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)（发帖 2026-07-04，社区经验）；[【手慢无！】8月主题活动与新地区上新！BRAIN API 精讲助力获取活动积分](https://mail.google.com/mail/#all/19fcbda18847b2bd)（邮件 2026-08-04）；[【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)（发帖 2026-09-01，社区经验）。 + +对你现有系统的映射：当前 [项目方案](../../project-plan.md) 已把“平台资料与 Alpha/PnL 同步”作为首期，模板/回测、组合分析、AI 接入放在后续阶段。本次材料支持这一顺序；不需要因论坛出现新工具就重写首期系统。 diff --git a/docs/worldquant-knowledge-base/00-restart/corrections.md b/docs/worldquant-knowledge-base/00-restart/corrections.md new file mode 100644 index 0000000..40f055b --- /dev/null +++ b/docs/worldquant-knowledge-base/00-restart/corrections.md @@ -0,0 +1,20 @@ +# 旧资料纠错与冲突 + +| 旧说法或容易产生的误解 | 本次核查 | 应怎样处理 | +| --- | --- | --- | +| SPC 输出是 `{"ISIN|MIC": weight}` | 七月中文整理这样描述，但 9 月 6 日官方页已要求对象数组 | 按最新官方 schema，见 [SPC](../04-platform/spc.md) | +| SPC 必须当月至少产生 15 天 PnL | 七月社区文中出现；9 月官方资格与计分页写的是至少 50% 交易日才能上榜 | 不把 15 天写成统一硬规则；奖励资格临提交复核 | +| Python Alpha 支持批量 multi_sim | 官方答复为仅单条 simulation | 客户端可管理多个单条任务，不能等同平台 multi_sim | +| Python Alpha 可作为 SA/PPA 普通候选 | 官方分别明确不允许 SA 组件及 Power Pool | 策略路由先按 Alpha 类型过滤 | +| 缩短 start/end 可以加快真实 Python 回测 | 官方说仅影响 Labs simulation，对后台真实 simulation 无效 | 区分本地/Labs 探索与后台终验 | +| Python lookback 永远不超过 115 | 5 月经验帖这样写，8 月作者已讨论到 350 的设置范围 | 存在版本/权限/场景冲突，不能硬编码任一数字 | +| 7 月邮件意味着 7 月新技术 | 本地因子库②实际发于 4 月 2 日，SA 去重实际发于 6 月 3 日 | 使用论坛 created_at；updated_at 也不等于新功能发布日期 | +| `PENDING`、字段缺失或空 checks 约等于通过 | 评论指出摘要压缩时尤其容易误判 | unknown/pending 独立状态，终验不能默认为 PASS | +| 本地 SC 可以替代 PC | 本地能使用个人池 PnL；生产池并未完整掌握 | PC 仍以平台终验为准 | +| 日频成交愿意付 spread 就一定是知情交易 | 只是订单流帖的机制假设；噪音/被动调仓也可能付 spread | 加入流动性、事件和交易成本反例 | +| “行业残差模板”差值天然是残差 | 原式是 `z(A) - z(neutralize(A))`，与直接使用 neutralized A 不同 | 同时测试 raw、残差及差值，验证到底保留了什么暴露 | +| Osmosis 文章 updated_at 新就属于当前机制 | 搜索中仍混有 2025 比赛页，实际截止日是 2026-01-04 | 规则按适用活动与日期解释，不能按更新时间机械覆盖 | + +证据：[What do I need to submit?](https://support.worldquantbrain.com/hc/en-us/articles/41681208900759)（官方，更新 2026-09-06）；[Who is eligible?](https://support.worldquantbrain.com/hc/en-us/articles/41681180880535)（官方，更新 2026-09-03）；[Does Python Alpha support multi-simulation (multi_sim)?](https://support.worldquantbrain.com/hc/en-us/articles/41143256748183)（官方，更新 2026-06-27）；[Can Python Alphas be selected as components in a SuperAlpha?](https://support.worldquantbrain.com/hc/en-us/articles/41143165313815)（官方，更新 2026-06-27）；[Can Python Alphas be submitted in the Power Pool competition?](https://support.worldquantbrain.com/hc/en-us/articles/41143131195671)（官方，更新 2026-07-17）；[Can I simulate Python Alphas over a shorter date range?](https://support.worldquantbrain.com/hc/en-us/articles/41143262103191)（官方，更新 2026-06-12）；[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)（发帖 2026-05-26，社区经验）；[【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)（发帖 2026-08-06，社区经验）；[【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)（发帖 2026-01-14，社区经验）；[Key dates in Osmosis Competition](https://support.worldquantbrain.com/hc/en-us/articles/36966504155031)（官方，更新 2026-06-19）。 + +raw/decision 评论中的“字段最多 4、算子最多 6”“SC 必须小于 0.7”等具体值，不在此升格为普遍规则。评论是社区补充，未核实的阈值应保留来源和适用范围。 diff --git a/docs/worldquant-knowledge-base/00-restart/two-week-plan.md b/docs/worldquant-knowledge-base/00-restart/two-week-plan.md new file mode 100644 index 0000000..e93a1c0 --- /dev/null +++ b/docs/worldquant-knowledge-base/00-restart/two-week-plan.md @@ -0,0 +1,19 @@ +# 两周重启计划 + +这是建议的学习与实验顺序。本次仅整理知识库，没有执行回测、提交、配点或报名。 + +| 阶段 | 工作 | 完成标准 | +| --- | --- | --- | +| 第 1–2 天 | 阅读规则纠错，核对账户当前地区/字段/算子权限；盘点已提交 Alpha 和 PnL | 知道哪些旧方向还能做，记录真实配额，不照搬帖子额度 | +| 第 3–4 天 | 挑 3 个机制：SNR、机构拥挤反转、关注度脉冲；订单流作为替补 | 每个有经济假设、字段释义、数据频率与一个反例 | +| 第 5–6 天 | 设计小批基线/消融；实现前先用实验模板记录完整 settings 与停止条件 | 每个假设有 raw baseline、处理后版本、去掉关键机制的对照 | +| 第 7 天 | 评估分年/子宇宙/成本和相关性，不只排 Sharpe | 至少淘汰一个无证据或增量不足的分支，并记录原因 | +| 第 8–10 天 | 围绕最有解释力的方向扩展字段/地区；只改变有理由的主变量 | 能说明提升来自机制、覆盖、约束还是数据挖掘 | +| 第 11–12 天 | 只有 FastExpr 表达不足时才进入 Python；SPC 保持独立实验路线 | Python 有逐日数值对照；SPC 有来源时间与 schema 检查 | +| 第 13–14 天 | 看候选对已有组合的增量、同族互相关和同步回撤 | 形成候选审阅清单；不因绿按钮就提交 | + +预算建议：开始阶段每个假设先设计 8–12 个有对照关系的实验，而不是无差别扫描全算子和所有地区。这个数量是研究管理建议，不是 BRAIN 限额。真实执行前在账户预算内分配，并为终验保留额度。 + +停止条件建议：连续几轮修复只改善样本内且样本外/分年更差；关键字段缺失无法解释；收益集中于单一事件期；同族之间高度冗余；模型反复编造字段或算子。到达条件后回到假设或换数据，不继续堆复杂度。 + +每周只复盘：新增有效假设数、去重后的实际实验数、验证完成的候选数、失败原因分布、组合增量以及预算消耗。把候选和已提交状态分开。 diff --git a/docs/worldquant-knowledge-base/01-alpha-ideas/README.md b/docs/worldquant-knowledge-base/01-alpha-ideas/README.md new file mode 100644 index 0000000..5364ea3 --- /dev/null +++ b/docs/worldquant-knowledge-base/01-alpha-ideas/README.md @@ -0,0 +1,16 @@ +# Alpha idea 候选地图 + +这里按研究价值排序，不按帖子宣称的 Sharpe 排名。所有方向均需在你的账户、当前字段权限和验证窗口重做，表达式不承诺可直接执行。 + +| 优先级 | 方向 | 核心问题 | 先读 | +| --- | --- | --- | --- | +| P1 | SNR 标准化 | 收益来自原信号，还是分母的低波暴露？ | [机制卡 1](mechanism-cards.md#1-snr基本面偏离的信噪比) | +| P1 | 机构持仓拥挤反转 | 股数变化与市值变化是否混入不同价格暴露？ | [机制卡 2](mechanism-cards.md#2-机构持仓聪明钱还是拥挤) | +| P1 | 关注度脉冲 | 关注突增是否带来独立信息，收益是否只在特殊年份？ | [机制卡 3](mechanism-cards.md#3-关注度脉冲wikipedia-访问量) | +| P2 | 订单流双频机制 | 信号半衰期是否随流动性变化？ | [机制卡 4](mechanism-cards.md#4-订单流攻击性与双频测量) | +| P2 | earnings 稀疏事件 | 回填是否引入过期事件信号？ | [数据模板卡](data-template-cards.md) | +| P2 | news/nip 关系型因子 | 捕捉信息反应，还是拟合同期价格关系？ | [数据模板卡](data-template-cards.md) | +| P2 | 同数据集极性配对 | 模型能否正确理解语义、单位与互补关系？ | [数据模板卡](data-template-cards.md) | +| 历史参考 | IND 差值与 MEA/SUE | 模板数学解释是否成立；地区是否仍开放提交？ | [数据模板卡](data-template-cards.md) | + +每张卡都应转成 [实验记录](../05-research-practice/experiment-template.md)。优先把假设做简单，再用数据判断哪里需要复杂度。 diff --git a/docs/worldquant-knowledge-base/01-alpha-ideas/data-template-cards.md b/docs/worldquant-knowledge-base/01-alpha-ideas/data-template-cards.md new file mode 100644 index 0000000..1156d9f --- /dev/null +++ b/docs/worldquant-knowledge-base/01-alpha-ideas/data-template-cards.md @@ -0,0 +1,45 @@ +# 数据与模板候选 + +## earnings：稀疏事件信号 + +`earnings_sent_matrix` 有 `positive_sentiment_probability_3`、`sentiment_weighting_method1` 等原帖示例。模板结构是“有限回填 → 时间序列算子”，可比较事件新鲜度、变化与相对水平。回填 10/252、外层 252 是作者示例，不能无条件搬用。 + +作者称 2000 多次回测产生 6 个提交；未提供足以独立复现的统一指标，另有约束后表现很低的案例。先核实字段时间覆盖、事件发布日期和持仓集中，再比较不回填/短回填/长回填。切 universe 降相关也可能只是改变风险敞口。 + +来源：[【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)（发帖 2026-05-28，社区经验）；[冷门数据集分享【earnings】](https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247)（发帖 2026-07-24，社区经验）。 + +## news/nip：信息与市场反应的关系 + +原帖提出在 EUR D0/D1 对 news18 或其他 nip 字段与 returns 做滚动相关、协方差或回归，再配 FAST 中性化。没有公开统一数值证据，属于可测试思路。 + +研究问题：同一新闻冲击是否在不同股票中被不同程度吸收？需要核查字段可用时间与 delay，避免同期收益拟合被误写成预测能力。先做滞后关系和反向预测对照，再决定回归形式。 + +来源：[【Alpha灵感】使用nip族数据点亮news塔](https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087)（发帖 2026-05-30，社区经验）。 + +## 同数据集极性配对：适合 AI 做语义检索 + +让 AI 从真实字段目录找“正/负”“上调/下调”“乐观/悲观”等配对，输出真实字段 ID、单位、配对理由和不确定性。候选结构可为差值、正值条件下的对数差，或分量和为正时的比例。 + +研究价值是减少同质单字段搜索；但原帖没有具体可独立核验的成功率。AI 的 confidence 不是正确概率。人工核查描述、频率和单位；零分母、负值取对数、重复字段、不同发布时间必须在生成前处理。优先与单独两条腿做消融。 + +来源：[【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)（发帖 2026-04-18，社区经验）。 + +## IND “行业残差”差值：需要先纠正数学解释 + +帖子给出的结构是 `ts_zscore(A,63) - ts_zscore(group_neutralize(A,sector),63)`。**这个差值不是直接取行业中性残差**；标准化与中性化不交换，差值可能重新提取行业共同成分。 + +建议比较 A、neutralize(A)、两者标准化结果及上述差值的行业暴露和表现。原帖“泛用性很强”缺少统一数值证据，不应沉淀成固定生产模板。 + +来源：[【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)（发帖 2026-01-14，社区经验）。 + +## MEA/SUE：保留方法，暂停作为新提交目标 + +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否异常”。地区变化时要重新核对财务披露节奏、行业覆盖和中性化。MEA 当前暂停新提交，不能因旧帖成功就把恢复预算优先投入该区域。 + +来源：[【Alpha灵感】MEA地区靠SUE模板点亮了Fnd](https://support.worldquantbrain.com/hc/en-us/community/posts/41162316064023)（发帖 2026-06-12，社区经验）；暂停依据：[BRAIN 本周资源更新：课程、答疑、活动及平台更新](https://mail.google.com/mail/#all/1a0602d8dca17e14)（邮件 2026-09-02）。 + +## 所有模板的共同前置检查 + +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）。 diff --git a/docs/worldquant-knowledge-base/01-alpha-ideas/mechanism-cards.md b/docs/worldquant-knowledge-base/01-alpha-ideas/mechanism-cards.md new file mode 100644 index 0000000..9727af7 --- /dev/null +++ b/docs/worldquant-knowledge-base/01-alpha-ideas/mechanism-cards.md @@ -0,0 +1,53 @@ +# 四类机制型 Alpha idea + +下面的流程是研究伪代码，字段名来自原帖。数值全部是作者自报的样本内/平台结果，不是本次复现；不要用结果最高的版本代替机制验证。 + +## 1. SNR：基本面偏离的信噪比 + +**假设**：相同幅度的基本面变化，在历史噪音较小的股票上更有信息。用长期标准化的信号，除以短窗标准化信号的滚动波动，再做组内处理。 + +原帖字段包括 `enterprise_value`、`fnd6_newqint_ibq`、`fnd31_pfcomtt`。结构为 `ts_zscore(a, long) / ts_std_dev(ts_zscore(a, short), vol_window)`，再按 country/subindustry 等比较组处理。不同字段不能自动沿用同一正负方向。 + +作者给出 USA/GLB/EUR IS Sharpe 1.83/1.85/2.59，约束后降到 1.10/1.28/2.08；其中一个例子仍有 OS checks pending。说明约束与验证状态比原始最佳数值更有决策价值。 + +**建议实验**：分别回测分子、倒数分母、二者比值；检查零/近零分母与低波暴露；比较不同年份、成本约束及组内处理。先固定窗口，再看方向和持仓。若只有倒数分母有效，就不应解释成“基本面显著性”。不能把这个比值直接称为统计显著性检验或 t 值。 + +来源：[【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)（发帖 2026-09-02，社区经验）。 + +## 2. 机构持仓：聪明钱还是拥挤 + +**假设**：持仓变化可能先体现信息、后体现拥挤；持续平滑后的加仓可能表现为反转。 + +数据集 `institutions18`。作者比较 `cur_holding - pre_holding` 与 `cur_mv - vm_erp`；以持仓股数差的平滑负向信号，结合市值分桶后的组内 rank。原帖 GLB/MINVOL1M、Delay1；20–40 日是作者测试范围，不是通用周期。 + +作者将市值差 20 日版本与股数差比较，APAC Sharpe 从 0.23 改善到 1.23；最终候选 Sharpe 2.78，但分区域表现不对称。这个对照的价值在于区分“持仓行为”与“价格上涨导致持仓市值增加”。 + +**建议实验**：拆开股数变化、价格变化、持仓水平；双向测试动量/反转；核对真实披露日与修订数据、同一基金持仓重复、地区覆盖。对平滑窗口做有限敏感性分析，不把几十日的结果推广到所有机构资金流。 + +来源：[【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)（发帖 2026-09-01，社区经验）。此帖可从论坛取得，但并未出现在本次匹配到的同名邮件通知中，说明不能只依赖邮箱。 + +## 3. 关注度脉冲：Wikipedia 访问量 + +**假设**：短期关注跃升可能早于交易反应；关注度水平容易混入长期知名度。 + +原帖先聚合 `snt7_all_languages_views`，经有限回填、短窗峰值和平滑、历史强度处理，再去除 `snl27_relpopularity08` 的热门度方向。DEU/TOP500、Delay1，示例使用 SUBINDUSTRY、decay 16。这里保留步骤而不照抄各算子位置参数，避免将帖子写法当成已验证语法。 + +作者自报 Sharpe 2.04、Fitness 1.92，同时承认约 90% 收益集中在 2021–2022。后者是核心风险，不能被“所有检查通过”掩盖。 + +**建议实验**：关注水平 vs 脉冲；去除热门度前后；不回填 vs 有限回填；分疫情期/非疫情期；正负事件分解。尝试新闻或搜索热度替代时重新验证覆盖、频率和相关性，不能假设相同窗口通用。 + +来源：[【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)（发帖 2026-09-02，社区经验）。 + +## 4. 订单流攻击性与双频测量 + +**假设**：主动买入信息在流动性高低的股票中以不同速度消化，因此需要快、慢两种测量。 + +`pv103_ivam_sum` 为主字段，`session_1600to1600_total_traded_volume` 用于比率，`session_1600to1600_market_value` 作为流动性门控。作者在 GBR/TOP700/Delay1 使用短窗比率标准化与长窗绝对量标准化，示例窗口 21/500 日；再以自适应换手整形、行业回填、面板约束组成候选。 + +作者自报 Sharpe 1.96、Fitness 1.58、Turnover 24.3%、Margin 13.07bp；测试过 500+ 变体。这是复杂搜索后的单数据集案例，阈值 0.28 与窗口不能视为外部证实的最优值。 + +**建议实验**：单快、单慢、双路由；成交额门控 vs 成交量门控；不同成交成本与不同年份。核对单位和零分母，检查慢分支是否主要暴露于规模，比较参数邻域，保留每一次试验以衡量选择偏差。 + +**需纠正的解释**：付 spread 不必然代表知情交易；不同数据集也不必然正交。原帖把目标换手 0.15 称为“年化 15%”，本次未取得该算子正式口径，不沿用这个单位断言。回填也不能保证每只股票都有可交易持仓。 + +来源：[【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)（发帖 2026-09-02，社区经验）。 diff --git a/docs/worldquant-knowledge-base/01-alpha-ideas/relationship-and-extension-cards.md b/docs/worldquant-knowledge-base/01-alpha-ideas/relationship-and-extension-cards.md new file mode 100644 index 0000000..e427c72 --- /dev/null +++ b/docs/worldquant-knowledge-base/01-alpha-ideas/relationship-and-extension-cards.md @@ -0,0 +1,65 @@ +# 2026 Alpha idea：从单字段到关系型假设 + +与 [已有机制卡](mechanism-cards.md) 和 [数据模板卡](data-template-cards.md) 配合阅读。本页是研究候选，不是已回测 Alpha；不收入 2025 年及更早原帖。每个方向至少设置单腿、关系式和不含经济信息的对照。 + +## 1. 双字段的关系与角色 + +今年的系统分类把双字段拆成比率、差值、变化差、残差、领先滞后、期限结构、门控、状态切换和条件分组。真正需要先确定的是 A、B 各自的角色，随后才挑算子。来源：[双字段 Alpha 构建](https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663)（2026-06-11）、[【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)（2026-05-13）。 + +| 结构 | 可以研究的问题 | 首要证伪点 | +| --- | --- | --- | +| 比率 | 盈利相对投入或估值是否异常 | 分母本身是否解释全部收益；口径是否匹配 | +| 差值 | 实际与预期、正向与负向信息是否背离 | 同单位、同期限、同披露时点 | +| 残差 | 相对某经济锚点是否过高/过低 | 锚点是否遗漏关键风险；估计只能使用过去 | +| 变化差 | 两类信息的修订速度是否不同 | 数据更新频率是否制造机械差异 | +| 领先滞后 | 信息是否先于价格或另一字段变化 | 可得时间和 delay，不能使用未来观测 | +| 门控 | 原信号是否只在特定状态有效 | 门控单独的收益、覆盖与交易频次 | +| 分组 | 同一状态内是否存在条件异常 | 小组样本量、动态换组引发的换手 | + +组合常数权重可以作为透明基线，但不应通过无限调权来代替经济关系。双稀有事件的共振尤其需要报告有效样本量，低相关可能仅来自稀疏持仓。 + +## 2. 同概念的极性配对 + +用字段 ID 和 description 找到同一数据集内正/负情绪、上调/下调、增加/减少的配对，构造差、占比或对数差。模型不确定时应返回无配对，不能捏造字段。来源：[【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)（2026-04-18）。 + +实验：分别测试正腿、负腿、总量、净差和归一化净差；检查收益是否仅来自总关注度、公司规模或分母。作者关于低 PC 的经验不是保证，也不意味着各地区都能直接复制。 + +## 3. 基本面与分析师字段重构 + +从经济上可解释的盈利/投入、实际/预测偏差、不同预测期限修订差出发；相近字段只能生成候选。来源：[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)（2026-03-10）、[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)（2026-05-27）。 + +先清除同字段相减、重复反向表达式和不匹配量纲，确认每股与总额、流量与存量、surprise 与预测水平。再比较单字段与重构字段。可复用的是“定义经济量→映射字段→核查口径”的方法，不是机械执行原表。 + +## 4. 行业内相对位置的时间异常 + +`ts_scale(group_rank(field,industry),30)` 研究股票在同行中的相对位置是否处于自身历史高低位。来源：[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)（2026-06-02）。对照原始字段、仅组内排序、仅时序处理；检验窗口改变后是否有稳定区间，并记录行业小组大小。 + +## 5. 新闻与回报的关系 + +nip/news 数据与回报的相关、协方差或回归关系可以作为候选，但必须区分新闻信息与回报本身。来源：[【Alpha灵感】使用nip族数据点亮news塔](https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087)（2026-05-30）。对照纯 returns 结构、滞后新闻、单新闻信号；核查新闻发布时间，否则同时期关系不能解释为预测优势。 + +## 6. Earnings 事件与盈利意外 + +稀疏 earnings 数据可从事件新鲜度、有限回填与滚动聚合研究。来源：[【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)（2026-05-28）、[冷门数据集分享【earnings】](https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247)（2026-07-24）。滚动均值与回填含义不同，不能作为语义等价替换。 + +SUE 模板的今年复用案例见 [【Alpha灵感】MEA地区靠SUE模板点亮了Fnd](https://support.worldquantbrain.com/hc/en-us/community/posts/41162316064023)（2026-06-12）、[【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)（2026-04-30）；后者零 PC 是新地区早期个案，不能据此证明质量。模板若只是盈利水平的均值偏离除标准差，应称平滑标准化偏离，不能自动等同严格的标准化盈利意外。MEA 当前新提交暂停，见 [平台更新](../04-platform/current-updates.md)。 + +## 7. 风险字段与新 Universe + +ASI/TOP500 的 risk70 模板使用时间操作后按 exchange 中性化。来源：[【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)（2026-04-26）。可检验风险字段在不同交易所是否有相对异常，但新 Universe 早期低相关可能随着池增长消失；需检查是否只是规模、流动性或反转暴露。 + +## 8. 分层拼接 + +根据规模分层，让主信号与补充信号分别处理表现不同的股票群。IND 实例把低 Robust 的主信号和大盘表现较好的信号拼接。作者承认可能过度优化。来源：[【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)（2026-01-08）。 + +先看资本化分层表现；分别测试两条腿、简单等权和分层组合。若分界点只在单一数值有效，或为了过线才挑边界，应停止扩展。拼接可能改变 dataset 数量和提交类别，不能仅观察总 Sharpe。 + +## 9. 多频率信号与 Python 自适应 + +短长均值差与高频残差可测试多尺度信息，来源：[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)（2026-06-14）。Python 贝叶斯更新和蒙特卡洛预测见 [[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)（2026-06-27）：帖子目标指标不能当作已实现成绩，GBM、先验、路径数、窗口和随机种子都需控制。 + +建议先做确定性的简单模型，再比较自适应版本；若收益只来自额外平滑、缩短窗口或风险暴露变化，不应宣称获得 Python-native 新信息。 + +## 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。 diff --git a/docs/worldquant-knowledge-base/02-ai-mining/2026-methods-and-failures.md b/docs/worldquant-knowledge-base/02-ai-mining/2026-methods-and-failures.md new file mode 100644 index 0000000..9fa7afb --- /dev/null +++ b/docs/worldquant-knowledge-base/02-ai-mining/2026-methods-and-failures.md @@ -0,0 +1,49 @@ +# 2026 AI 挖因子：假设、实验与失败记忆 + +今年来源显示，重点已经从生成表达式扩展到字段核验、实验控制、预算、Python 语义和失败记忆。这是材料归纳，不代表 AI 工作流已证明能提高样本外收益。 + +## 1. 数据与工具先验来自可核验目录 + +模型生成前先获取当前字段与算子 schema，核对 region、universe、delay、type、单位和覆盖。先做语义分类和分布检查，再讨论表达式。来源：[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)（2026-06-07）、[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)（2026-02-09）。 + +模型不能猜字段名，未知对象应返回待核验。双字段应登记主腿、辅助腿、关系和证伪条件。社区的 hook 禁止随意常数混合，是该作者的防过拟合策略；本库不将其视为数学上的普遍禁令。来源：[一个skill让AI不再混信号](https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463)（2026-08-25）。 + +## 2. 一个批次回答一个问题 + +每批至少包含 primary、ablation、control、少量 variant。主候选测试机制，消融判断哪个组件必要，对照排除简单价格或风险暴露，变体测试稳健性。来源：[【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)（2026-07-28）。 + +例如极性配对：主候选是净情绪，消融是正腿/负腿，对照是总消息量，变体是邻近窗口。不要先造数百条表达式，再从赢家倒推经济解释。 + +## 3. 方向评分不能伪装成统计证明 + +“方向雷达”帖建议对批次用 Sharpe 分布、命中率、最佳值与若干置信规则评估数据方向，作者报告回溯效果。来源：[【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)（2026-03-26）。 + +可取的是把“数据方向差”与“表达方式不合适”分开，并允许暂缓和停止。风险在于候选彼此相关、经过自适应筛选；把几十条相关表达式当独立样本做 t 检验，不能证明存在 Alpha。Top Sharpe 也有赢家偏差。应保留未用时间段、固定基线，按真实时间序列依赖设计验证；简单重采样表达式不解决时间泄漏。 + +## 4. 状态机与上下文摘要 + +流程可以是：假设登记→合法性检查→预算批准的模拟批次→诊断→修复或淘汰→稳健性复核→候选池。作者的 PASS/CONDITIONAL/REJECT 和 Skill 分工可作为组织方式，但评判必须依据真实响应。来源：[【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)（2026-07-28）、[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)（2026-05-07）。 + +模拟工具原始大输出会挤占上下文，社区有耗掉多数上下文的反馈。保留完整原始结果引用，给模型仅传关键检查、变化、PnL 摘要与失败原因；不能在摘要中丢掉 WARNING 或 pending。来源：[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)（2026-05-17）。 + +## 5. 失败记忆 + +记录失败类型、字段/结构、settings、修复动作和适用条件，让下轮先查相同失败。来源：[[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)（2026-05-27）、[[skills小工具]将数据库中数据封装成skills，用于AI工作流](https://support.worldquantbrain.com/hc/en-us/community/posts/39215982466071)（2026-03-22）。尚没有足够对照证明记忆库带来更高样本外收益，但它可减少重复试错并提高可审计性。 + +社区 casebook 细分算子语义、NaN/window、中间值、store warm-up 与 schema 故障。来源：[[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)（2026-06-07）。只有可复现结论才升级为稳定规则；一次失败不能永久封禁某字段或算子。 + +## 6. Python 要区分翻译和新方法 + +先对齐 NaN、窗口、rank/group、初始化、设置和中间值。总 Sharpe 接近仍可能掩盖近期子区间差异；应比较逐期 PnL、相关性、覆盖和全部检查。来源：[[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)（2026-06-07）、[【python alpha挑战赛】fast to python alpha skill ](https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423)（2026-06-24）。 + +Store 可以减少重复计算和请求历史长度，但使用 `lookback=0` 的社区经验不是所有算法都合法、正确或无需预热的保证。缓存要处理事件时间、股票进出和初始状态。来源：[【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)（2026-06-27）。 + +真正需要 Python 的自适应与概率模型，也应与确定性简单基线比较。来源：[[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)（2026-06-27）。平台当前支持范围继续以 [Python Alpha](python-alpha.md) 的已核查官方资料为准。 + +## 7. 建议的生成契约 + +输入：当前合法字段/算子子集、机制问题、完整市场设置、预算、禁用的已知失败模式。 + +输出：一句假设；数据可得时间；主/辅腿；最小表达式；单位/缺失假设；反例；基线/消融/对照；需要核验的事项。模型不得自行把预期 Sharpe 填成实测值。 + +预算结束、字段不可解释、连续变体只有局部过线、无新增信息或近期失效时暂停该方向。具体阈值由实验预先定义，本次未运行任何挖掘任务。 diff --git a/docs/worldquant-knowledge-base/02-ai-mining/external-methods.md b/docs/worldquant-knowledge-base/02-ai-mining/external-methods.md new file mode 100644 index 0000000..f920a3d --- /dev/null +++ b/docs/worldquant-knowledge-base/02-ai-mining/external-methods.md @@ -0,0 +1,16 @@ +# 外部 AI 研究方案：借鉴方法，明确平台边界 + +这些是补充材料，核心知识仍来自邮件与中文论坛。论文日期与年份区分“新方案”和“今年仍值得补课的旧方案”；没有把仓库活跃等同于当前生产可用。 + +| 方案 | 已核验时间 | 最值得借鉴 | 与 BRAIN 的边界 | +| --- | --- | --- | --- | +| Microsoft R&D-Agent(Q) | 论文 2025-05-21，非 2026 首发 | 假设生成、编码、执行、分析反馈闭环，因子与模型联合探索 | 默认本地数据/Qlib；不能直接替代 BRAIN 私有字段与远程回测 | +| Qlib | 论文 2020-09-22，基础设施 | 数据、训练、回测、评估的可复现工作流 | DSL、费用、股票池、中性化口径与 BRAIN 不等价 | +| AlphaAgent | 论文 2025-02-24，非 2026 首发 | AST 新颖性、经济解释一致性、表达式复杂度约束 | 本地表达式不天然兼容 FastExpr；结构新颖不保证 PnL 独立 | +| AlphaBench | ICLR 2026 | 将生成、评价、搜索分开评测；观察格式正确性、搜索成本和改善过程 | 有限开放变量与 DSL，不能代表全部 BRAIN 私有数据 | + +来源：[R&D-Agent(Q) 论文](https://arxiv.org/abs/2505.15155)、[Microsoft RD-Agent](https://github.com/microsoft/RD-Agent)、[Qlib 论文](https://arxiv.org/abs/2009.11189)、[Microsoft Qlib](https://github.com/microsoft/qlib)、[AlphaAgent 论文](https://arxiv.org/abs/2502.16789)、[作者仓库](https://github.com/RndmVariableQ/AlphaAgent)、[AlphaBench ICLR 2026](https://proceedings.iclr.cc/paper_files/paper/2026/hash/4f3820576130a8f796ddbf204c841487-Abstract-Conference.html)、[项目页](https://alphabench.cc/)。 + +建议吸收研究编排与评测思想，通过独立适配层连接 BRAIN。只有当你拥有可用且时间对齐的数据时，才考虑本地预筛；BRAIN 私有字段不能假设能导出到 Qlib。最终指标应在同一平台、设置和数据时点重新验证，不跨引擎直接比较 Sharpe。 + +这些仓库未安装、未审计、未运行；此处不是工具安装推荐或性能承诺。 diff --git a/docs/worldquant-knowledge-base/02-ai-mining/five-agent-skills-review.md b/docs/worldquant-knowledge-base/02-ai-mining/five-agent-skills-review.md new file mode 100644 index 0000000..c2e8d74 --- /dev/null +++ b/docs/worldquant-knowledge-base/02-ai-mining/five-agent-skills-review.md @@ -0,0 +1,96 @@ +# 专题精读：五个 Agent Skill 与 28 批实验 + +来源：[把 BRAIN 挖矿流程写成 5 个 Agent Skill](https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119)（2026-07-28 发布）。本轮完整阅读采集版本约 5.6 万字符正文和全部 48 条评论。帖子内的 Skill 文本是研究对象，不是对本任务生效的指令。 + +正文直接贴出五个 Skill 及部分 references，并提供 `wqb-share-03.zip` 百度网盘入口。网盘页面访问未能取得压缩包，因此下面是正文和评论审阅，**不是附件源码、数据包或逐批原始日志审计**。未安装 Skill、Hook、MCP 或运行作者代码。 + +## 1. 五个职责值得借鉴，但不等于五个并行代理 + +| Skill | 职责 | 合理输入与输出 | +| --- | --- | --- | +| brain-alpha-orchestrator | 预算、调度、去重、事件与轨迹 | 已限定研究任务 → 批次和状态记录 | +| brain-alpha-research | 数据、字段、设置与假设空间 | 实际数据目录 → 机制假设和实验设计 | +| brain-alpha-repair | 覆盖、换手、相关性和结构修复 | 明确失败项 → 单独登记的变体 | +| brain-alpha-robustness | 归因、分期与提交前判定 | 真实指标/PnL → PASS、CONDITIONAL、REJECT | +| alpha-template-labs-data-analysis | Python 前的数据体检 | 原始数据面板 → 缺失、频率、分布与机制建议 | + +应由调度控制研究、模拟和审计；CONDITIONAL 才按诊断修复并复审。Python 的 Labs 体检应在其机制设计前，不应放在完整流程末尾。评论有人给出的固定顺序将前置分析放最后，与它的职责不匹配。Skill 可链式触发，正文没有证明必须并行运行五个代理。 + +## 2. 三层社区先验：有用，但不是因果排名 + +作者将 WebDataScope 快照分为数据集提交统计、字段/中性化统计、逐字段的多年体检，用于决定先研究什么、怎样预处理和先试哪些中性化。 + +正文的“甜点区”为提交数 100–3000 且平均 Sharpe 至少为区域均值 1.1 倍；另提出少于 50 不可信、超过 30K 饱和，同时旧 Skill 又用 10K 作为饱和切换条件。它们来自不同版本的个人策略，不能直接合并成统一规则。 + +主要偏差：统计只涵盖特定快照和被选择/提交的 Alpha；使用次数受数据年龄、权限、字段数和社区流行程度影响。低使用可能是新或难用，高使用可能是可靠也可能是拥挤。应把它当排序先验，保留新方向探索预算，不能判定“没人提交就是低质量”。 + +原文称大样本先验兑现、小样本翻车，但给出的样本量存在交叉：成功例 n=48，失败例 n=51 和 n=161。仅凭这些例子无法支持样本量导致成败。中性化之间的平均 Sharpe 也不是同一字段和设置下的随机对照。 + +## 3. 一个批次是一项实验 + +最值得保留的设计是 primary、ablation、control、variant：先验证主机制，再去掉关键组件、排除简单暴露，并检验邻近变体。它有助于尽早停止伪信号，但一批实验不能普遍证明假设真伪，更不能消除反复挑选的偏差。 + +新闻研究可按水平、变化、意外程度、分歧、事件条件、传播六类组织；字段则按方向、关注、分歧、事件类型、同行背景分类。这些是候选组织方式，不是六类必然有效的 Alpha。 + +## 4. 原实验究竟完成多少 + +作者报告 28 批、280 次模拟、9 个数据集，在 300 次预算内完成了“3 个不同数据集合格候选”目标的 **1/3**；另有同数据集备份和近失候选。不要总结成成功找到三条全部合格、独立策略。 + +最终展示的 other566 候选使用组内排序、中心化、立方和衰减；作者报告 Sharpe 1.74、Fitness 1.04、2Y 2.79、margin 7.2bp、turnover 14.7%、ProdCorr 0.593、SelfCorr 0.416。该候选只是作者报告的未提交结果，本库没有复现。 + +“三风格篮子互相关 <0.4”与“三个候选全部通过目标门槛”是不同结论。作者同时报告做空供需与价值的相关为 0.766，说明数据类别不同不足以证明独立。 + +另有口径待对账：教程强调每批 8 条，旧 Skill 写每批 4 条；28×8=224，不能仅凭正文重建 280 次总数。额外测试或重试可能解释差异，但在取得逐批日志前不能替作者补造原因。 + +## 5. Failed RA/PPA 计数的价值与漏洞 + +正文伪代码对选定的 check name 计数，状态不是 PASS 或 PENDING 时计入失败；PPA 还对 LOW_SHARPE 的数值单独判断。这可帮助避免只看顶层 Sharpe/Fitness，却不是完整的提交资格证明。 + +- **零失败不代表全部检查已完成**：PENDING 不计失败，空 checks 数组也可能得到零。 +- **检查名列表是版本相关的**：新检查、主题豁免和未列入的 WARNING 都应另存；不能永久只认旧列表。 +- **缺失/异常值需要独立状态**：LOW_SHARPE 的默认值和 null/string 类型不能混成真实数值。 +- **版本不一致**：教程称包含 WebDataScope 1.0.6，计数 references 又标记 0.10.20；未取得附件源码前不能声称已经核对同一版本。 + +适合保留的设计是“失败项逐条列出，并保留 limit/value/result”；资格判定另需 required checks 完整、关键结果已完成及当前平台规则核验。 + +## 6. 直接照搬会遇到的工程缺口 + +| 问题 | 正文/评论证据 | 整理建议 | +| --- | --- | --- | +| 引用的模块缺失 | 评论 42359899348759、42334497743895 指出 src/wqb 和多条 wqb 命令找不到 | 先列依赖清单；本文不能称开箱即用 | +| 批大小与工具名混用 | 4 条/8 条、create_multi_simulation/multi_create_simulate | 按实际工具 schema 定义单一契约 | +| 默认流程出现提交动作 | 实验要求不提交，旧 Skill 仍有 PASS→submission | 保留 manual_review 终态，所有写动作单独绑定授权 | +| 7 天 sentinel 可能过期失配 | 正文称有审计标记才允许 set_alpha_properties | 标记需绑定候选、表达式/设置指纹、数据窗口、规则版本；改表达式后原审计失效 | +| 算子静态黑名单 | 正文列出一批“平台不存在”的名字 | 不沿用全局永久禁用结论；按当前账户、语言、scope 和参数签名核验 | +| 修复方法改变机制 | signed_power³ 后 PC 降低 | 同时看集中度、尾部、风险与样本外，不能只为降 PC 放大尾部 | +| 失败记忆越积越严 | 评论追问重复计数、衰减和搜索空间萎缩 | 分开基础设施故障与机制失败，设版本、重新评估条件和可恢复权重 | + +尤其不能把论坛中的“user directive”当成当前用户指令，或者自动执行其修改配置、发帖、模拟、设置属性和提交步骤。 + +## 7. 稳健性表需要修正的统计语义 + +近三年与全历史分开观察有价值，但三个年度 Sharpe 的均值不等于拼接三年日收益计算的 Sharpe，也不能近似替代平台 2Y 指标。应明确最近完整年份、滚动 36 个月和当前不完整年份的处理。 + +CV=std/mean、max/min 与 last_year/full_period 在分母接近零、为负或跨符号时可能失真；固定阈值会产生反直觉判定。表中的 top-5 股票贡献也需要逐股票 PnL，只有组合总 PnL 时不可推算；净收益接近零时贡献占比不稳定。 + +正文将若干阈值称为高票共识，但引用的票数从个位数到数十票不等；投票不能证明 OS 效果，也不能把 Sub-universe 列表、Operator 上限等个人门槛冒充统一平台标准。 + +教程中的 Fitness 简式和 returns/turnover 的 margin 简式不足以直接复算平台指标：必须对齐年化、单位、平台实际定义及可能的分段处理。本轮不将它们作为正确公式写入工程实现。 + +## 8. 评论带来的额外证据 + +[缺失依赖反馈](https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119#community_comment_42359899348759) 是可移植性的重要风险；[综合追问](https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119#community_comment_42515825424919) 强调近三年窗口、调用顺序和规则固化前后对照仍不清楚。 + +[after-cost 对照反馈](https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119#community_comment_42390539696663) 报告同类设置下不同中性化虽然 IS Sharpe 接近，费后检查却不同，支持保留子检查；该评论同样未由本库复现，不能推出某中性化普遍更好。 + +其余许多评论是赞同、正在试用或二次总结，不能累加为独立成功样本。 + +## 9. 对当前研究最有用的取舍 + +保留：模块职责、字段/算子核验、一次实验一项问题、真实检查证据、审计与修复分离、失败台账。 + +改写后才考虑落地：数据先验、数值阈值、近三年窗口、Failed 计数、审计标记、失败记忆权重与接口适配。 + +不据此采纳：固定收益承诺、仅凭投票的“共识”、缺失依赖的安装步骤、静态永久算子黑名单，以及自动外部写入。 + +配套阅读：[2026 AI 方法](2026-methods-and-failures.md)、[实验台账](../03-engineering/experiment-ledger.md)、[优化流程](../08-alpha-optimization/diagnostic-workflow.md)。以上是专题分析，未修改项目 Skill 或运行系统。 diff --git a/docs/worldquant-knowledge-base/02-ai-mining/python-alpha.md b/docs/worldquant-knowledge-base/02-ai-mining/python-alpha.md new file mode 100644 index 0000000..bbb2067 --- /dev/null +++ b/docs/worldquant-knowledge-base/02-ai-mining/python-alpha.md @@ -0,0 +1,33 @@ +# Python Alpha：先选对场景，再增加表达力 + +FastExpr 已能表达的简单机制，先用它建立基线。需要自定义变换、跨步状态或更复杂机器学习逻辑时，再评估 Python 的收益是否值得额外正确性与运行成本。 + +## 当前取得官方证据的边界 + +| 能力 | 官方说明 | +| --- | --- | +| 自定义计算 | 可自定义算子、复杂时序、持久状态、机器学习；清洗和公司行为调整责任增加 | +| API | 支持 `brain.simulate()`/`brain.simulate_async()`；Labs 外需 PYTHON 语言与 lookback 设置 | +| multi_sim | 不支持，仅单条 simulation | +| SuperAlpha | Python Alpha 不能作为组件 | +| Power Pool | Python Alpha 不符合参赛资格 | +| Pyramid / Genius signal | 官方分别答复可以计入 | +| 缩短日期范围 | start_date/end_date 仅用于 Labs simulation，不影响真实后台 simulation | +| 起步模板 | Labs 的 quick-start notebook 与 `alpha_example.py` | + +来源：[What are the advantages of Python Alphas over Fast Expression Alphas?](https://support.worldquantbrain.com/hc/en-us/articles/41142997585943)（官方，更新 2026-08-30）；[Can I run Python Alpha simulations via the API?](https://support.worldquantbrain.com/hc/en-us/articles/41143237730711)（官方，更新 2026-06-27）；[Does Python Alpha support multi-simulation (multi_sim)?](https://support.worldquantbrain.com/hc/en-us/articles/41143256748183)（官方，更新 2026-06-27）；[Can Python Alphas be selected as components in a SuperAlpha?](https://support.worldquantbrain.com/hc/en-us/articles/41143165313815)（官方，更新 2026-06-27）；[Can Python Alphas be submitted in the Power Pool competition?](https://support.worldquantbrain.com/hc/en-us/articles/41143131195671)（官方，更新 2026-07-17）；[Can a Python Alpha count toward my pyramid number?](https://support.worldquantbrain.com/hc/en-us/articles/41143114222999)（官方，更新 2026-07-17）；[Do Python Alphas count toward my Genius signal count and cap?](https://support.worldquantbrain.com/hc/en-us/articles/41143111825303)（官方，更新 2026-07-17）；[Can I simulate Python Alphas over a shorter date range?](https://support.worldquantbrain.com/hc/en-us/articles/41143262103191)（官方，更新 2026-06-12）；[Are there any Python Alpha templates or example Alphas to start from?](https://support.worldquantbrain.com/hc/en-us/articles/41143071092119)（官方，更新 2026-06-27）。 + +## 转写必须做的对照（建议） + +- 固定股票顺序、交易日、delay、mask、缺失哨兵、回填方式与 corporate actions 处理；缺失值不能一律填零。 +- 区分截面 rank 与时序 rank；检查窗口是否包含当日、初始化多久、历史不足怎样处理。 +- 对小样本逐日比较中间数组，再比较最终权重和 PnL；最终 Sharpe 相近不能证明数值等价。 +- 行业中性化不等于减去全市场均值，pasteurize/neutralize/scale 的先后需要明确。 +- 只有必要时持久化 state；保存状态会影响重启与复现，避免泄漏未来信息。 +- 返回 dtype、形状、字段类型支持和 lookback 上限从当前 Labs 示例与实际接口核对，不照搬旧帖数字。 + +社区两阶段方法先 FastExpr 探测、再 Python 深化，有助于限制搜索成本；作者声称的耗时提升未经本次复现。5 月“lookback≤115”和 8 月“50–350”范围相冲突，因此本库不提供固定上限，也不沿用“不支持 GLB/GROUP/VECTOR”的历史断言。 + +来源：[[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)（发帖 2026-06-11，社区经验）；[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)（发帖 2026-07-18，社区经验）；[【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)（发帖 2026-08-06，社区经验）；[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)（发帖 2026-05-26，社区经验）。 + +本次没有安装或运行 BRAIN Labs Python SDK，所以这里只提供官方入口与迁移验证设计，不提供宣称可直接运行的 SDK 脚本。 diff --git a/docs/worldquant-knowledge-base/02-ai-mining/research-workflow.md b/docs/worldquant-knowledge-base/02-ai-mining/research-workflow.md new file mode 100644 index 0000000..b0056cc --- /dev/null +++ b/docs/worldquant-knowledge-base/02-ai-mining/research-workflow.md @@ -0,0 +1,32 @@ +# AI 因子挖掘：把研究做成可审阅闭环 + +优先采用“假设 → 数据核验 → 小批候选 → 回测证据 → 定向修复 → 稳健性/相关性 → 人工裁定”。AI 负责扩展、实现和归纳，经济假设与结果之间必须有可追溯证据。 + +## 2026 社区方案值得吸收什么 + +| 来源 | 有用机制 | 不应照搬 | +| --- | --- | --- | +| 5 个 Agent Skill，7 月 28 日 | research/orchestrator/repair/robustness/Labs 分工；预算、失败记录、算子预检 | 28 批 280 次最终只完成 3 个数据集目标中的 1 个，且候选未提交；不能宣传为完整成功流水线 | +| 一二三阶实践，7 月 24 日 | 生成、语法修复、字段过滤、批回测、二轮定向优化 | 1.2/0.8、1.3/1.0 是探索阈值，不是提交门槛；并发和轮数不是账户规则 | +| 频率感知 Seed，6 月 17 日 | 在源头匹配更新频率，分 trend/cycle/reversal 方向 | 66、22−120、10 日为示例，缺独立对照，不是最优参数 | +| 可复盘流程，8 月 6 日 | 理解数据含义，每次改一个主变量，记录失败 | “Skill 无用”是个人观点，与前述流程固化主张有分歧 | +| raw/decision，8 月 2 日 | 完整结果留本地，对话仅按需取关键状态与增量 | 截断表达式不能作唯一标识，空指标不能当通过 | + +来源：[【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)（发帖 2026-07-28，社区经验）；[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)（发帖 2026-07-24，社区经验）；[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)（发帖 2026-06-17，社区经验）；[【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)（发帖 2026-08-06，社区经验）；[【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)（发帖 2026-08-02，社区经验）。 + +## 适合你的最小流程（整理建议） + +1. **Research brief**：固定研究问题、地区、数据时点与预算。AI 从真实字段目录中选材，每条候选附来源及反例。 +2. **Preflight**：检查字段存在、类型/单位、当前算子可用性、表达式结构、完整 settings、时间泄漏风险和历史重复。 +3. **Baseline batch**：基线与消融共享数据/设置；有限变体，生成 manifest 后再执行。不要临时改指标筛选口径。 +4. **Evidence capture**：保存输入 hash、simulation ID、alpha ID、原始响应、错误、时间和数据版本；状态用显式枚举。 +5. **Repair**：按实际失败原因路由。覆盖差先处理数据，集中度高先拆持仓原因，相关性高先审视同质逻辑，而不是万能加 decay。 +6. **Review**：检查分年、子宇宙、成本、稳健性与个人池增量。根据证据决定保留、再实验或停止。 + +Skill 适合固化数据契约、授权边界、记录和终验关卡；研究方向保持可变。这个取舍是本知识库建议，不是社区共识。应允许 AI 提出新假设，但要求变更有理由、有对照、有预算。 + +## 给 AI 的研究 brief 示例 + +> 研究同数据集内语义相反字段之差是否比单字段具有更低相关性。只从给定的真实字段目录选择，返回 ID、含义、单位、更新频率、正负方向依据、基线与消融计划。未知信息写“待核实”。预算先设计 12 个实验，不执行。不要编造字段、把样本内提升当成功，或自行提交 Alpha。 + +这只是当前知识库中的示例，不安装为全局 Skill 或项目规则。 diff --git a/docs/worldquant-knowledge-base/03-engineering/2026-operating-lessons.md b/docs/worldquant-knowledge-base/03-engineering/2026-operating-lessons.md new file mode 100644 index 0000000..3c0a7d5 --- /dev/null +++ b/docs/worldquant-knowledge-base/03-engineering/2026-operating-lessons.md @@ -0,0 +1,35 @@ +# 2026 工程经验：可恢复、可对账、可核验 + +只引用今年帖子，不安装或执行其代码。这里整理职责与故障模式，不宣称项目已经实现。 + +## 1. 请求、业务结果与配额分层 + +今年动态并发帖建议成功后渐增、429 时降低并发并退避；它是示例策略，不是平台配额保证。来源：[【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)（2026-03-23）。每日 simulations 使用量查询见 [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)（2026-08-28）。调度器应以实际响应、Retry-After 和可取得的当前配额为依据，而不是固定并发数字。 + +认证失败、限流、暂时网络错误、任务业务失败分别处理；提交类请求出现未知结果时先对账，不能盲目重发。认证复用和限流目标是减少冗余请求，不是用多账号/多会话规避额度。 + +## 2. 长任务保存状态 + +checkpoint CSV 与报告帮助批处理断点续跑，来源：[【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)（2026-06-28）。跨 API/网页的台账用 RESERVED 防止重复派发，来源：[一个很小但很有用的工具：Alpha Backtest Ledger，避免重复回测](https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159)（2026-05-31）。 + +CSV 本身不保证并发原子性。需要记录任务身份、租约或领取时间、simulation/alpha ID、最后成功阶段和 unknown 状态恢复。规范化公式和完整 settings 参与去重；不要盲目统一代码大小写，可能改变字段或字符串含义。 + +## 3. 缓存有完整性清单 + +只记录最后更新时间不够；缺页或遗漏 Alpha 会低估相关性。来源：[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)（2026-08-29）。缓存应保存数据池类型、分页完成状态、去重数量、失败页面、日期区间和采集版本。 + +浏览器向 Python 传递缓存的社区方案强调字段校验。来源：[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)（2026-08-09）。应验证输入 schema 和对象范围，不能把未经核验的缓存直接用于提交判断。 + +## 4. 研究反馈与 OS + +将 OS 的检查字段同步到本地，而不只看 IS。帖子提出检查 `COMPENSATED_ALPHA` 的 WARNING；是否可计费/配点要按当时平台对象核验。来源：[【QUANT101】什么是 Non-Compensated Alpha? 如何筛选 Compensated Alpha？](https://support.worldquantbrain.com/hc/en-us/community/posts/39354351739415)（2026-03-28）。 + +流水线可以贯通生成、模拟、去重、相关检查和 OS 回流；社区 MCP 架构的存在不证明其收益有效。来源：[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)（2026-04-20）。研究任务完成与外部提交应分开授权。 + +## 5. 数据获取与审计 + +今年帖子介绍认证后通过 Zendesk API 读取论坛资料。来源：[Python纯代码获取论坛内容(不使用任何无头浏览器等操作)](https://support.worldquantbrain.com/hc/en-us/community/posts/40458012001815)（2026-05-14）、[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)（2026-05-17）。本次实际使用这一可访问接口完成目录与评论读取；只保存需要的来源目录和归纳，不把会话 Cookie 写入知识库。 + +## 建设次序 + +先补台账和完整结果保存，再做断点恢复与配额控制；之后建设相关性缓存完整性检查、结构化失败回流，最后扩大候选生成。架构建议见 [工程路线](architecture.md)。没有修改本项目运行代码、数据库或全局代理规则。 diff --git a/docs/worldquant-knowledge-base/03-engineering/advanced-collection-review.md b/docs/worldquant-knowledge-base/03-engineering/advanced-collection-review.md new file mode 100644 index 0000000..89de074 --- /dev/null +++ b/docs/worldquant-knowledge-base/03-engineering/advanced-collection-review.md @@ -0,0 +1,33 @@ +# 专题精读：02 API、模板、自制数据与本地相关性合集 + +来源：[02-进阶学习合集](https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471)。发布 2026-09-02，采集版本更新于 2026-09-07。本轮完整重读正文；快照中评论为 0。 + +## 这是一张研究工具链目录 + +目录分为 Machine Alpha 基础、数据推荐、模板、代码工具四部分。主帖明确提醒模板受作者当时理解影响，需要继续修正；因此应把其定位为候选入口，而不是已经验证的策略库。 + +其 **47 个去重后的直接论坛帖子链接全部创建于 2026 年之前**。按用户范围，这次只核对链接日期，排除旧帖研究内容。不能把历史 wqb、多模拟或本地相关性工具的标题当成 2026 年最新功能证明。 + +## 四部分怎样转成研究问题 + +| 目录板块 | 可以提炼的问题 | 需要取得的证据 | +| --- | --- | --- | +| Machine Alpha / MCP | 如何把数据、表达式、模拟、检查串起来 | 当前工具 schema、输入输出、业务状态与配额 | +| 数据推荐 / 字段相似性 | 相似描述是否能产生替代字段候选 | 类型、单位、频率、可得时间、覆盖和相关性 | +| 模板与灵感 | 哪些经济结构值得测试 | 一句机制、主辅字段角色、最小表达式与消融 | +| 稳健性 / PnL / 本地相关 | 怎样减少无效模拟与重复检查 | 完整缓存、口径校准、时间窗口与失败记录 | + +这四项是阅读主帖后形成的研究建议；不据此声称某个链接工具的实现已通过核验。 + +## 需要保留的限制 + +1. **LLM 相似字段是检索结果，不是经济等价证明。** 同一描述可能对应不同区域、频率、财务口径或数据类型。参见 [数据与信号语义](../07-professional-knowledge/data-and-signal-semantics.md)。 +2. **模板替换要改变研究问题，而不只是枚举名字。** 保留原始基线，区分同族重复和新信息，避免只增加搜索次数。 +3. **“本地零误差”只可能在指定池和样本口径下验证。** Self、Prod、PPC 需要分开；未取得生产池不能靠个人缓存完整复现 ProdCorr。参见 [相关性优化](../08-alpha-optimization/portfolio-and-correlation.md)。 +4. **“ValueFactor 预测器”是工具命名，不是官方 VF 公式。** 滚动三个月组 SA 的代理统计不能直接认定为个人 VF 或收入预测。 +5. **多模拟能力要区分 Alpha 类型。** 不能因旧工具支持批处理就推断 Python Alpha 也支持 multi_sim；以 [Python Alpha](../02-ai-mining/python-alpha.md) 的当前已核查官方说明为准。 +6. **PnL 形状筛选不能替代数据诊断。** 早期平坦、新近停更、结构性 regime 与覆盖缺失应分别判断；“厂字形”不应只按图形一刀切。 + +## 适合当前知识库的建设顺序 + +先做好 [台账与去重](experiment-ledger.md)，再落实 [限流、断点、缓存完整性](2026-operating-lessons.md)，随后加入 [按失败原因优化](../08-alpha-optimization/diagnostic-workflow.md)，最后扩大模板生成和候选搜索。当前只完成资料整理，未安装 wqb 或部署提交器。 diff --git a/docs/worldquant-knowledge-base/03-engineering/architecture.md b/docs/worldquant-knowledge-base/03-engineering/architecture.md new file mode 100644 index 0000000..1c8a17d --- /dev/null +++ b/docs/worldquant-knowledge-base/03-engineering/architecture.md @@ -0,0 +1,30 @@ +# 工程化路线：复用现有系统，逐步接入研究执行 + +本节是后续建设建议，不是本次实施记录。当前系统范围以 [项目方案](../../project-plan.md) 和 [验收记录](../../verification.md) 为准：平台只读同步、Alpha/PnL、本地记录已列为首期；回测、检查、平台回写与提交尚属后续。 + +## 值得补的工程模块 + +| 层 | 职责 | 对你的系统建议 | +| --- | --- | --- | +| 只读资料层 | 字段/算子元数据、论坛/官方文章、源版本 | 沿用统一认证与客户端；缓存按账户权限、地区、日期区分 | +| 研究台账 | 假设、输入 hash、父子实验、失败状态、预算 | 增量扩展 PostgreSQL，避免 CSV 充当并发锁 | +| 执行队列 | 配额、持久任务、轮询、退避、恢复 | 后续引入时把提交回测和等待结果分开；长 HTTP 请求不等于可靠任务 | +| 证据与决策 | 原始业务响应、简明摘要、状态、差异 | 前端/AI 默认读摘要，按 ID 下钻原文 | +| 分析层 | PnL、SC、同族识别、组合增量 | 先离线分析，再决定是否值得消耗平台 PC 检查 | +| Agent 入口 | CLI/MCP、schema、可观察步骤 | 共用业务接口，避免 Agent 直接写数据库或绕过状态机 | + +## 社区工具怎样取舍 + +**wqb_cli 0.3.2** 强调可观察原语，保留请求、响应、状态码、等待过程和 artifacts；原帖仓库是 [untuitivist/wqb_cli](https://github.com/untuitivist/wqb_cli)。适合借鉴输入/输出契约和错误分类。本次未验证仓库版本、未安装，不将帖子版本称为当前最新版本。[[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)（发帖 2026-07-04，社区经验）。 + +**MCP bridge** 让多 IDE 共用服务，并用线程池隔离阻塞。其长请求超时、熔断和退避是设计样例；“零依赖”与实际使用 Starlette/Uvicorn 的描述冲突。更适合借鉴统一入口，不能直接视为已验证高可用。[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)（发帖 2026-07-10，社区经验）。 + +**simulation wrapper** 与 **raw/decision** 把完整结果、进度、错误与对话摘要分开。评论还指出单批快照会覆盖历史、固定 JSON 路径可能静默产出 null。建议追加事件日志、版本化摘要 schema、保留明确的 unknown/pending；按 ID 关联完整表达式。[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)（发帖 2026-06-20，社区经验）；[【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)（发帖 2026-08-02，社区经验）。 + +**本地因子库②** 展示本地 upsert、缓存和请求封装，但当时不少分页/指标/回测能力仍待完善。你的首期系统已有类似底座，无须为学习另维护一套数据库；作者 [Gist](https://gist.github.com/AshSwing/67219501b9b80b90a6c3b414eb3ad93f) 只作参考，未运行。[【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)（发帖 2026-04-02，社区经验）。 + +## 本次真实验证过的资料获取路线 + +本次通过 BRAIN authentication 得到 201，使用账户授权的 support SSO 后，论坛 HTML 返回 403，而支持站 Community API 返回 200；按 topic 分页取得今年帖子，并读取重点评论。它证明这条只读资料路线在本次账户和时点可行，不代表所有账户永久可用。 + +官方接口依据：[Zendesk Posts API](https://developer.zendesk.com/api-reference/help_center/help-center-api/posts)、[Post Comments API](https://developer.zendesk.com/api-reference/help_center/help-center-api/post_comments)。SSO、过期、分页、限流仍应统一处理；认证响应不得进入研究 artifacts。本次没有执行论坛帖子里的发帖/评论/点赞示例。 diff --git a/docs/worldquant-knowledge-base/03-engineering/correlation.md b/docs/worldquant-knowledge-base/03-engineering/correlation.md new file mode 100644 index 0000000..39e1cb5 --- /dev/null +++ b/docs/worldquant-knowledge-base/03-engineering/correlation.md @@ -0,0 +1,27 @@ +# 本地相关性与组合增量 + +## 先分清三种相关性 + +| 对象 | 本地可取得什么 | 不能据此推断 | +| --- | --- | --- | +| 候选互相关 | 自己拿到的两条候选 PnL | 它们与生产全池的最大相关 | +| Self-Correlation | 个人已提交池与候选的同口径 PnL | 任意本地相关都等于平台 SC | +| Production Correlation | 平台检查结果；本地可能只有不完整缓存 | 可以通过个人 PnL 完全复现 PC | + +8 月帖子从 `/alphas/{id}/recordsets/daily-pnl` 取 date/pnl，截取 2020-01-01 后交易日，使用 Pearson；作者报告 6 对样本与平台最大误差 0.00004。这个样本规模与起始日不是永久口径保证。本次只读该研究，没有对你的 Alpha/PnL 重算。来源：[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)（发帖 2026-08-14，社区经验）。 + +## 实现前需要校准的事项（建议） + +1. 识别 recordset 的列名、频率与是否为日 PnL；累计 PnL 若误当日 PnL，会产生错误相关性。不能仅凭字段名猜测是否需差分。 +2. 对齐交易日，明确缺失、停牌、零收益、窗口起止和最小重叠样本；不把缺失全部补零。 +3. 同一批取数与平台抽查保持时点相近；记录已提交池的变化、退役/隐藏状态和真实比较范围。 +4. 选不同类型/地区/相关性水平的样本做平台结果校准，保存差值；即使小样本误差很小，也只声明该范围一致。 +5. 本地 SC 筛选之后仍需要平台 PC 与正式检查；不要用本地缓存规避限流或替代终验。 + +## 从“单条好”走向“组合多赚了什么” + +先比较已有组合、加入候选、替换同族旧候选三种情景，在相同时段、缩放与成本下看收益、回撤、相关性和区域分布。候选单独 Sharpe 高，不保证加入后更好。 + +可将高相关候选构成冲突图，在各同族/相关簇内选择代表；但不同阈值、样本期和目标函数会改变结果。最大独立集等算法是候选筛选工具，不是收益保证。对不同数据集也计算实际 PnL 相关，不能凭名称认定正交。 + +Osmosis 的短滚动窗口更容易波动，详见 [组合与 Osmosis](../04-platform/portfolio-osmosis.md)。 diff --git a/docs/worldquant-knowledge-base/03-engineering/experiment-ledger.md b/docs/worldquant-knowledge-base/03-engineering/experiment-ledger.md new file mode 100644 index 0000000..79d541f --- /dev/null +++ b/docs/worldquant-knowledge-base/03-engineering/experiment-ledger.md @@ -0,0 +1,29 @@ +# 实验台账与去重 + +社区的 Backtest Ledger 将 API 和人工回测统一登记，以公式和完整设置做指纹，并引入 RESERVED 阶段防止重复派发。其 CSV/Excel MVP 很适合说明状态模型，但 CSV 写入本身不提供数据库事务与并发互斥。来源：[一个很小但很有用的工具：Alpha Backtest Ledger，避免重复回测](https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159)（发帖 2026-05-31，社区经验）。 + +## 建议的数据契约 + +| 对象 | 必须记录 | +| --- | --- | +| 假设 | hypothesis_id、来源、机制、反例、预定评价窗口 | +| 实验输入 | 语言、完整表达式或代码、字段、完整 settings、代码/算子/数据版本、父实验 | +| 执行 | input_hash、job_id、平台 simulation_id、alpha_id、状态、时间、重试原因 | +| 证据 | 原始业务响应引用、检查原值/阈值/状态、分年指标、PnL 时段、成本与覆盖 | +| 决策 | candidate/repair/reject/pending、理由、下一步、已用预算、停止条件 | + +指纹至少涵盖规范化代码与完整设置；Python 还要包含依赖/代码版本与状态初始化语义。保留原始输入，避免字符串清洗改变含义。研究去重、平台 Alpha ID 幂等同步、提交防重是三个不同问题。 + +建议状态：planned → reserved → running → succeeded/failed/cancelled/unknown；检查状态独立存储。进程崩溃后的 reserved 需要租约/恢复策略。若平台已经接收任务但本地没拿到结果，进入 unknown 并对账，不能盲目重发。数据库唯一约束与事务解决竞争条件，重试日志解释实际发生了什么。 + +## SuperAlpha 的两个指纹 + +“selection + combo + settings”只能识别同一请求，无法识别两种 selection 实际选中了同一个池；同一 selection 随时间也会得到不同池。 + +建议同时记录请求指纹与实际组件指纹：对实际 alpha_ids 排序，联合 combo、影响结果的 settings 及选择时间生成版本指纹。原帖通过 super-selection 取得组件，这个步骤属于后续平台调用，本次未触发。来源：[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)（发帖 2026-06-03，社区经验）。 + +## 摘要必须保留的信息 + +摘要中保留 alpha_id、input_hash、完整 settings 的引用、所有非 PASS 检查、检查缺失标记、数据/费用状态，以及与上一轮的差异。显示截断表达式仅用于辨认；不能用截断文本复现或去重。评分候选时，PENDING/unknown 单列，不得自动升格。 + +以上是建设建议，未修改数据库 schema、任务队列或全局 Agent 规则。 diff --git a/docs/worldquant-knowledge-base/04-platform/current-updates.md b/docs/worldquant-knowledge-base/04-platform/current-updates.md new file mode 100644 index 0000000..7d0b72c --- /dev/null +++ b/docs/worldquant-knowledge-base/04-platform/current-updates.md @@ -0,0 +1,20 @@ +# 当前规则、活动与学习入口 + +核查时点：2026-09-07。以下不是自动报名或参赛计划；实际参与前再查账户当前公告和资格。 + +| 项目 | 当前取得的证据 | 处理方式 | +| --- | --- | --- | +| MEA | 9 月 2 日邮件：暂停 submissions，旧 Alpha 保持 Active | 历史资料仍可学；新提交方向暂缓 | +| GBR/DEU | 8 月 4 日邮件：新地区已开放 | 可列研究候选，数据/算子/宇宙以账户权限为准 | +| GLB Liquid Power Pool | 8 月 19 日邮件：GLB/TOPDIV3000，至 9 月 30 日，旧高换手约束不再强制 | 清理旧主题筛选逻辑；不等于所有 GLB Alpha 都符合 | +| Other Delay 1 Power Pool | 9 月 2 日邮件通知新主题 | 具体字段、门槛、期限只指向 Announcement，邮件未给完整条件，待平台核对 | +| Alpha Idea 活动 | 9 月 1–30 日；机制、数据、实现、抽象模板、迭代五项要求 | 可把研究笔记按此结构整理；本次不发帖 | +| SPC | 7 月启动、每月循环；9 月仍有官方提醒 | 独立 Prompt 研究路线，见 SPC 页 | +| AIAC 2.0 | 1 月 19 日起、2 月 15 日提交截止 | 历史案例/工作流教材，不能重新报名 | +| Data Creation Challenge | 2 月 23 日起、4 月 5 日提交截止 | 学习自制数据与 notebook 证据链；不当作在期活动 | + +来源：[BRAIN 本周资源更新：课程、答疑、活动及平台更新](https://mail.google.com/mail/#all/1a0602d8dca17e14)（邮件 2026-09-02）；[【手慢无！】8月主题活动与新地区上新！BRAIN API 精讲助力获取活动积分](https://mail.google.com/mail/#all/19fcbda18847b2bd)（邮件 2026-08-04）；[【PPA Theme更新】当前GLB PPA theme已简化，并延长到9月30日！](https://mail.google.com/mail/#all/1a019037dcb1be85)（邮件 2026-08-19）；[【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)（发帖 2026-09-01，社区经验）；[SPC is Live - Start Submitting!](https://mail.google.com/mail/#all/1a061854bef1d9f8)（邮件 2026-09-02）；[Welcome to AI Alphas Competition 2.0](https://mail.google.com/mail/#all/19bd543ea501efe4)（邮件 2026-01-19）；[Welcome to Data Creation Challenge 2026](https://mail.google.com/mail/#all/19ced3262578bac3)（邮件 2026-03-14）。 + +常用入口：平台 Learn → Event 查看当前课程，Learn/官方帮助查看机制，右上角 Announcement 查看新主题。历史会议邮件只是入口和主题证据，不能假设均有录播；例如 7 月研究小组课程邮件明确无回放。[【课程提醒】顾问课程： WorldQuant BRAIN 研究小组扩大会议](https://mail.google.com/mail/#all/19fac0327c17aecb)（邮件 2026-07-29）。 + +本次没有核查用户具体 Genius 等级、当日回测/提交配额、Osmosis 是否激活或现有 Alpha 质量，不能据邮件订阅推断这些账户状态。 diff --git a/docs/worldquant-knowledge-base/04-platform/portfolio-osmosis.md b/docs/worldquant-knowledge-base/04-platform/portfolio-osmosis.md new file mode 100644 index 0000000..06222ca --- /dev/null +++ b/docs/worldquant-knowledge-base/04-platform/portfolio-osmosis.md @@ -0,0 +1,28 @@ +# Combined、SuperAlpha 与 Osmosis + +重启时应同时关注单条候选质量和加入已有组合后的效果。社区反复出现 Combined 上升/下滑的复盘，说明提交量不能直接代表研究价值。 + +## 先区分对象 + +| 对象 | 你应记录什么 | +| --- | --- | +| 单条 Alpha | 机制、版本、完整 settings、数据时段、IS/OS、成本与 checks | +| SuperAlpha | selection、实际组件、combo、settings、组件选择时点 | +| Combined 指标 | 对应哪个池、窗口截止日、样本周期；不同指标不要直接混比 | +| Osmosis | 当期合格池、分配版本、生效时点、组合表现与规则来源 | + +官方说明 **Combined Osmosis 使用短滚动 3 个月窗口**，即使不改分配也可能出现明显月间波动；建议关注全季度趋势。不要仅因一次下降就认定工具或配点出错。[Can Combined Osmosis performance change significantly from month to month, if I made no changes to my Osmosis allocations?](https://support.worldquantbrain.com/hc/en-us/articles/41793655143447)（官方，更新 2026-08-10）。 + +## 当前材料的适用范围 + +8 月中文机制帖写“至少 3 个 Region×Delay、各至少 10 条、各 100,000 点”，并称周日 23:59 EST 截点。这是社区机制说明；**本次未用当前账户配置页独立确认所有资格、生效时区与乘数规则**，不据此安排自动配点。[🌟 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)（发帖 2026-08-26，社区经验）。 + +官方分配建议强调唯一性、样本外信心、成本约束、相关性和同时回撤；它还写每区至少 10 条且合计 100,000 点。该页处于旧 Osmosis Competition 文档体系，宜吸收组合方法，不把旧比赛资格推广到当前所有 Scope。[Factors to consider while assigning Osmosis points](https://support.worldquantbrain.com/hc/en-us/articles/36966491408535)（官方，更新 2026-08-30）。 + +搜索中另一官方旧比赛页明确截止 2026-01-04，尽管 updated_at 较晚。因此旧活动“仅 D1/限定地区”的资格不能直接覆盖 8 月机制帖。适用对象不一致时，以当前账户官方机制页与配置响应为准，暂不合并成一份万能规则。[Key dates in Osmosis Competition](https://support.worldquantbrain.com/hc/en-us/articles/36966504155031)（官方，更新 2026-06-19）。 + +## 候选池的建议分析顺序 + +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。 diff --git a/docs/worldquant-knowledge-base/04-platform/spc.md b/docs/worldquant-knowledge-base/04-platform/spc.md new file mode 100644 index 0000000..16c63f9 --- /dev/null +++ b/docs/worldquant-knowledge-base/04-platform/spc.md @@ -0,0 +1,48 @@ +# SPC：LLM 投资 Prompt 的独立路线 + +SPC 与“LLM 帮你写 FastExpr”不同：你提交投资论点 Prompt，平台按所选频率执行、组合各 Prompt 输出，再按月累计 PnL 排名。官方日期页说明 2026-07-06 启动、7 月 7 日开始提交，之后按月循环。[Key dates](https://support.worldquantbrain.com/hc/en-us/articles/41681216096535)（官方，更新 2026-09-03）；[How is scoring calculated?](https://support.worldquantbrain.com/hc/en-us/articles/41681227295511)（官方，更新 2026-08-30）。 + +## 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： + +```text +[ + { + "company_name": , + "ticker": , + "isin": , + "mic": , + "confidence_score": , + "investment_horizon": , + "return_prediction": + } +] +``` + +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。 + +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）。 + +## 已核实的规则 + +- Prompt 正文最多 10,000 字符；提交名称、模型、可选版本、频率、权重及自己测试得到的样例输出。 +- Prompt 权重范围 0–1、两位小数；0 表示不运行。注意这与单证券 confidence_score 的 -1–1 不同。 +- 每位顾问最多 50 个活跃非零 Prompt，每天最多提交 50 个（含零权重）。 +- 上榜要求当月至少 50% 交易日产生 PnL；当前官方资格页不再采用旧中文摘要里的统一 15 天说法。 +- 官方奖励说明为月累计 PnL 前 50，各 200 USD；规则可能更新，参赛前复核。 +- Prompt 正文不能直接改写；权重更改影响未来周期，按相应频率周期生效，不追溯历史。 + +来源：[Who is eligible?](https://support.worldquantbrain.com/hc/en-us/articles/41681180880535)（官方，更新 2026-09-03）；[What's the stipend structure?](https://support.worldquantbrain.com/hc/en-us/articles/41681216161687)（官方，更新 2026-09-06）；[Can I edit my prompt?](https://support.worldquantbrain.com/hc/en-us/articles/41681216692119)（官方，更新 2026-08-13）。 + +## 研究设计建议 + +把 Prompt 写成可执行研究协议：数据来源和截止时点 → 可证伪的投资机制 → 明确股票范围 → 排除条件 → 多空判断 → 预测期限/收益 → 严格 schema。由模型检索新信息并核对来源，而不是依赖记忆。 + +先挑 2–3 条机制独立的 thesis，例如盈利预期修正、行业事件、供需/政策冲击。分别测输出稳定性、证券标识正确率、信息新鲜度、持仓重合与时点一致性。评估中保留实际 Prompt、模型版本和输出时间，避免把重跑后的结果替换历史记录。 + +官方建议约 50 只股票/Prompt、不同 thesis 或 universe 分散覆盖，并在探索完成后用新会话作生产测试；这些是建议，不是最低持仓硬门槛。[How do I write strong prompts?](https://support.worldquantbrain.com/hc/en-us/articles/41681217386903)（官方，更新 2026-09-06）。 + +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。 diff --git a/docs/worldquant-knowledge-base/04-platform/superalpha-collection-review.md b/docs/worldquant-knowledge-base/04-platform/superalpha-collection-review.md new file mode 100644 index 0000000..dcf64ec --- /dev/null +++ b/docs/worldquant-knowledge-base/04-platform/superalpha-collection-review.md @@ -0,0 +1,37 @@ +# 专题精读：03 Super Alpha 进阶合集 + +来源：[03-进阶学习 Super Alpha 合集](https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591)。发布 2026-09-03，采集版本更新于 2026-09-06。本轮完整阅读合集正文，采集快照中评论为 0。 + +## 这篇提供了什么 + +它是一份三层学习目录，不是一篇新策略的完整实证报告：先认识 SuperAlpha，再看 selection/combination 的经验，最后进入自动生成、并发模拟与断点续跑。它没有给出可复现的新实验、完整候选池和当前收益资格的官方证明。 + +直接指向论坛帖的链接去重后有 **23 个，创建时间均早于 2026**；另有 5 个平台官方文档入口、页内锚点和一个作者 profile 链接。按照本次范围，23 个旧帖仅核对日期并排除，没有因为合集今年发布就重新当成今年研究成果。profile 也不能当成对应文章的有效链接。 + +## 应当理解的研究层次 + +| 层次 | 合集提供的主题 | 在本知识库中的落点 | +| --- | --- | --- | +| 概念 | Alpha 类型、SuperAlpha、Selection、算子、non-Self 与 Global 入门 | 先确认选择对象、组合对象和当前支持范围 | +| 选择 | 高质量子 Alpha、因子择时、候选相关关系 | 固定池快照，检查质量、费用、相关性和覆盖 | +| 组合 | 风险平价、均值方差/下行风险等题目 | 只能作为待研究方向，不意味着当前平台可直接运行这些方法 | +| 执行 | 自动生成、并发模拟、数据库、断点续跑 | 输入指纹、实际组件指纹、状态恢复和结果对账 | + +上表后两列是本库的阅读定位与研究建议，不是对旧链接内容的重新归纳。 + +## 三个容易误读的地方 + +**标题中的每日 1–60 USD 不应当作当前账户的收入承诺。** 正文没有给出适用等级、资格、周期和完整支付规则；本轮未独立确认这一金额仍适用于当前账户。 + +**找到一个好 Combo 不等于选好了组件。** 需要分开评估 selection 命中的真实池、组合算法与设置；不能同时改三者后把结果全部归因于 Combo。相同 selection 可能随池变化选中不同 Alpha。 + +**目录中的自动化能力不等于当前可用实现。** “断点续跑”“全自动”是所链接资料的标题或能力描述，没有在本轮安装、运行或验证。 + +## 以今年来源继续学习 + +- [组合与相关性优化](../08-alpha-optimization/portfolio-and-correlation.md)：质量过滤、Selection/Combo 对照、候选图与边际贡献。 +- [实验台账](../03-engineering/experiment-ledger.md)：请求指纹和实际组件指纹。 +- [组合与 Osmosis](portfolio-osmosis.md)：避免把不同组合指标和奖金范围混用。 +- [Python Alpha](../02-ai-mining/python-alpha.md)：当前已核查官方说明中，Python Alpha 不支持作为 SuperAlpha 组件。 + +适合你的下一步：先构建可解释的组件筛选与简单组合对照，再考虑扩大搜索。本次没有调用 SuperAlpha 模拟或修改池。 diff --git a/docs/worldquant-knowledge-base/05-research-practice/experiment-template.md b/docs/worldquant-knowledge-base/05-research-practice/experiment-template.md new file mode 100644 index 0000000..3fdac91 --- /dev/null +++ b/docs/worldquant-knowledge-base/05-research-practice/experiment-template.md @@ -0,0 +1,44 @@ +# 单个研究假设与实验记录模板 + +复制本文件内容到你的具体研究记录中即可。这是任务内模板，不是新安装的 Skill 或全局规则。 + +## 假设 + +- 研究 ID / 日期 / 负责人： +- 来源 URL、原文日期、读取日期、证据级别： +- 市场现象与经济机制： +- 预测方向、信息半衰期、可能失效情景： +- 怎样的结果会否定假设： + +## 数据 + +- 地区、股票池、delay、字段真实 ID、类型、单位： +- 发布时间、修订机制、时间戳与可用时点： +- 逐年/逐区覆盖、缺失含义、VECTOR 有效元素： +- 清洗、回填上限、分母保护、行业对齐： +- 当前权限、数据/算子快照日期： + +## 实验设计 + +- 基线、主变量与消融对照： +- 完整表达式/代码及完整 settings 引用： +- 预先固定的评价窗口、预算和停止条件： +- 父实验 ID、输入 hash、版本、随机性控制： + +## 证据与状态 + +| 实验 | simulation/alpha ID | 状态 | 原始结果路径 | S/F/TO/Margin | 年份/子宇宙/成本 | SC/PC/检查状态 | +| --- | --- | --- | --- | --- | --- | --- | +| 基线 | | planned | | | | unknown | +| 消融 | | planned | | | | unknown | + +## 决策 + +- 支持机制的证据与最强反证： +- 哪些结果仅样本内成立： +- 对现有组合的增量及同族冗余： +- 保留 / 修改 / 停止 / 待核实，理由： +- AI 帮了什么、错了什么、如何纠正： +- 尚未完成的验证与下一步： + +禁止用空值代替零、用 pending 代替通过、用作者自报代替本人复现。 diff --git a/docs/worldquant-knowledge-base/05-research-practice/validation.md b/docs/worldquant-knowledge-base/05-research-practice/validation.md new file mode 100644 index 0000000..2741881 --- /dev/null +++ b/docs/worldquant-knowledge-base/05-research-practice/validation.md @@ -0,0 +1,20 @@ +# 从 idea 到候选的验证关卡 + +以下是研究纪律建议，具体平台测试阈值必须按当期账户、Alpha 类型与地区取得。 + +| 关卡 | 需要的证据 | 不通过时 | +| --- | --- | --- | +| 来源与语义 | 字段真实存在，含义/单位/时间可解释 | 停止生成，补资料 | +| 时间正确性 | 披露与可用时间、delay、修订、回填不泄漏未来 | 修正数据处理后重做 | +| 数值正确性 | 分母、缺失、截面/时序轴、缩放、中性化顺序 | 用小样本核对中间值 | +| 机制对照 | raw baseline、消融、反向或替代解释 | 无证据则换假设，不继续调参 | +| 稳健性 | 分年、子宇宙、成本/可投资约束、参数邻域 | 标注作用域或淘汰 | +| 冗余与增量 | 本地同族/SC、组合增量、同时回撤 | 与旧候选比较替换价值 | +| 平台终验 | 当前要求的 checks 已解析，PC/SC 等状态明确 | pending/unknown 留待验证 | +| 裁定与追溯 | 原始输入/结果/版本完整，提交行为另有明确授权 | 只保留候选记录 | + +反过拟合不是“最多几个算子”就能完成。记录全部尝试、预定评价窗口、只在留出窗口最后评价，并明确平台 OS 是否已被反复用来调参。反复看过的 OS 已参与选择，不能继续称为完全独立验证。 + +大规模搜索时特别检查：收益是否集中在某一年；低 PC 是否只来自缺失或不同日期；高 Sharpe 是否由不可投资的极端持仓产生；同一模板换字段是否仍是同一风险来源；回填是否把旧事件变成持续仓位。 + +本知识库中的研究方向没有经过上述实际回测终验，均是待研究候选。 diff --git a/docs/worldquant-knowledge-base/06-sources/README.md b/docs/worldquant-knowledge-base/06-sources/README.md new file mode 100644 index 0000000..72b10d6 --- /dev/null +++ b/docs/worldquant-knowledge-base/06-sources/README.md @@ -0,0 +1,80 @@ +# 来源、覆盖范围与验证记录 + +采集日期：2026-09-07。时间边界按 Asia/Shanghai 的 2026-01-01 00:00 至整理时点；原始索引时间使用 UTC/带偏移的 ISO 8601。日历日简写通常取原来源 UTC 日期，未把它伪装成本地精确时刻。 + +## 邮箱 + +连接器 profile 实际确认 ud.k2007@gmail.com。Gmail 查询 `after:2025/12/31 before:2026/09/08 {worldquant worldquantbrain}`，分页至 next_page_token 为空，共返回 710 封；再按上海年初边界剔除 2 封，保留 **708 封**，读取全部 MIME。36 封没有 text/plain，另取 HTML 提取文字；图片型邮件可能仍缺图中信息，本库相关关键规则另用官方文字来源核查。 + +这覆盖该查询可检索到的邮箱内容，不等于邮箱内所有可能相关邮件：未额外搜索 Spam/Trash，也可能漏掉完全不含这些词的通知。不是“未读”过滤，因此已读邮件也包含。只读搜索与读取，没有改标签、已读状态、删除或发送。 + +[邮件目录 CSV](mail-index.csv) 保留主题、时间与回信箱入口，不存正文、私人会议加入信息或退订令牌。对论坛通知从正文的 View the post 提取主帖 ID；关联不到今年论坛列表时，真实发帖日留空，可能是旧帖、已移除、不同话题或访问范围差异，不能据此补造日期。 + +## 中文论坛 + +话题 ID `18910956638743`。认证接口返回 201，SSO 后 HTML 403，Community API 200。初轮按 created_at desc、每页 100 读取 7 页/700 条，保留 623 条今年新帖；扩展轮取得全部 18 页/1,725 条可见帖子后，按用户明确限定再次筛选，结果仍为 **623 条 2026-01-01 起新发帖**，排除 1,102 条旧帖。范围不包含隐藏/删除帖子；旧帖今年更新、收到评论、被今年邮件或合集引用，都不改变排除结果。 + +[论坛目录 CSV](forum-index.csv) 保留初轮 623 条索引及当时的 `curated` 标记；这不是扩展轮的阅读状态。[2026 阅读索引](forum-review-2026.csv) 为本轮更新：含主分类、实际取得的评论数、采集完成状态、本库引用位置与 `screened` / `synthesized`。分类按标题启发式分组后用于检索，不是互斥的知识定义；`synthesized` 只表示被知识条目引用，不等于实证复现。所有 623 篇完成标题与正文主旨初筛；有研究内容的来源进一步选读。 + +初轮评论阅读覆盖 11 帖/71 条。扩展轮对全部今年帖子取得 **9,572 条评论**，对应 623 个采集记录全部 complete，无失败；零评论帖子按列表计数记录，不额外请求空页。实质性纠错、反例和机制讨论用于重点核验，**未逐条精读全部评论**。不将点赞、重复附和或同一作者转帖视作独立复现；正文内图片中的公式、附件和回测图也没有逐张完整核验。 + +合集一跳额外请求过 132 个列表外帖子与 16 个帮助文章入口；列表外成功取得的帖子没有今年新帖，因此不扩充本轮论坛来源，也不采用其中旧帖知识。官方帮助与邮件用于纠正今年帖子中的现行规则，和论坛发帖日期筛选分开。 + +### 本轮分类覆盖 + +| 初筛分组 | 今年帖子数 | +| --- | ---: | +| AI | 142 | +| 经验教训 | 128 | +| 综合研究/其他 | 95 | +| 工程 | 68 | +| 优化 | 61 | +| 组合 | 48 | +| 活动与复盘 | 37 | +| Alpha idea | 19 | +| 数据 | 19 | +| 合集 | 6 | +| 合计 | 623 | + +分组不是最终价值排序。例如活动分组中有竞赛研究复盘，已另行纳入经验；综合与 AI 分组中也有 Alpha 构建知识。优惠、纯收入展示、安装求助、重复转载保留目录，未按篇扩写成研究结论。旧帖筛选与原始采集计数记录见 [采集清单](collection-2026.json)。 + +## 月度分布 + +| 月份 | 邮件到达数 | 论坛新发数 | +| --- | ---: | ---: | +| 2026-01 | 138 | 92 | +| 2026-02 | 65 | 61 | +| 2026-03 | 82 | 87 | +| 2026-04 | 78 | 51 | +| 2026-05 | 44 | 64 | +| 2026-06 | 84 | 120 | +| 2026-07 | 137 | 93 | +| 2026-08 | 71 | 48 | +| 2026-09 | 9 | 7 | + +## 官方与补充资料 + +SPC 7 篇官方帮助页按 ID 直接读取；另通过支持站搜索取得 Python Alpha 10 篇、Osmosis 10 篇、换手相关 3 篇候选文章。搜索结果提供完整 body，本库只在相关条目引用；Osmosis 旧竞赛页明确标出历史适用范围。SPC schema 以 2026-09-06 更新的官方正文覆盖七月社区教程。 + +外部 AI 文献通过独立只读检索核查论文与作者/官方仓库，见 [外部方案](../02-ai-mining/external-methods.md)。未安装仓库、未执行社区代码，没有把论文回测等同 BRAIN 表现。 + +## 证据优先级与实际验证 + +1. 同一事项、同一适用范围的当前官方说明优先；官方邮件保留日期与有限内容。 +2. 论坛正文为作者经验；评论为补充，需单独判断是否包含新证据。 +3. 本库“建议”是归纳与推断，尤其预算、停止条件、架构与实验设计。 +4. 只核查资料访问、来源日期、重点内容冲突、文件结构/本地链接与凭证泄漏。**没有实际回测、相关性重算、调用额外模型服务做因子实验、投稿、平台 Alpha/PPA/SPC 提交或 Osmosis 配点**。 + +文件验证区分初轮与扩展轮：初轮检查过 20 篇 Markdown 的本地链接与锚点；扩展轮新增 8 篇分类归纳，合计 28 篇 Markdown，本地文件链接检查未发现缺失目标。114 篇今年帖子在具体条目中被引用，509 篇保留初筛状态；全库所有论坛引用均属于这 623 篇今年新帖。评论计数合计 9,572，采集记录全部 complete；凭据与认证令牌检查未发现泄漏。独立核验检查新增条目的日期、关键数字、来源归因与经验/规则边界，未发现明确严重冲突。708 个邮件 ID、623 个论坛 ID 均唯一。未将包含会话或邮件敏感信息的原始采集缓存作为交付物保存；因此外部读者可重访来源，不能仅靠目录 CSV 重建整个采集过程。 + +## 留下的缺口 + +当前账户各地区/字段/算子权限、Python lookback 上限、当日额度、Other Delay 1 主题完整要求、当前 Osmosis 资格/生效时区仍需使用时核实。本文不推断你的等级或现有持仓/Alpha 池。 + +原 `worldquant-mail-index.html` 在用户指定路径和本工作树不存在；源目录重建于本知识库。没有修改知识库以外的项目文件；没有将知识推广到全局技能、共享脚本或规则。 + +## 三篇指定文章追加精读（2026-09-07） + +基于同日已认证采集的正文快照，完整重读 43208281917591、43179259800471、42274443124119，分别新增 SuperAlpha 合集、API/模板合集、五个 Agent Skill 专题，共增加 3 篇 Markdown。前两篇评论为 0；第三篇全部 48 条评论已阅读。此次没有重新认证刷新论坛版本，因此不声称读取了采集之后的新增内容。 + +两个合集分别有 23、47 个直接论坛链接，核对主语料及先前链接采集的 created_at 后均属旧帖，按范围排除。第三篇的百度网盘附件页面未能取得压缩包；正文中的模块、插件与实验日志声明没有升级为附件实测。专题指出依赖缺失、批大小/次数不一致、PENDING 与零失败、审计指纹及统计口径问题，未运行代码或安装 Skill。最新条目引用位置由阅读索引更新，初轮与扩展轮数量仍按各自采集阶段理解。 diff --git a/docs/worldquant-knowledge-base/06-sources/collection-2026.json b/docs/worldquant-knowledge-base/06-sources/collection-2026.json new file mode 100644 index 0000000..fb68d11 --- /dev/null +++ b/docs/worldquant-knowledge-base/06-sources/collection-2026.json @@ -0,0 +1,31 @@ +{ + "collected_at": "2026-09-07", + "timezone": "Asia/Shanghai", + "topic_id": "18910956638743", + "scope": "Posts created on or after 2026-01-01; older posts excluded even if updated or linked in 2026", + "raw_visible_posts": 1725, + "raw_list_pages": 18, + "excluded_older_posts": 1102, + "retained_posts": 623, + "retained_comments": 9572, + "failed_comment_records": 0, + "posts_cited_in_knowledge": 116, + "groups": { + "portfolio": 48, + "ideas": 19, + "guides": 6, + "events": 37, + "engineering": 68, + "lessons": 128, + "optimization": 61, + "ai": 142, + "general": 95, + "data": 19 + }, + "limits": [ + "Title and main-idea screening completed; selective in-depth reading of substantive posts and comments.", + "Not every comment or embedded image was deeply reviewed.", + "Community performance claims were not backtested.", + "No source authentication material is included." + ] +} diff --git a/docs/worldquant-knowledge-base/06-sources/curated.md b/docs/worldquant-knowledge-base/06-sources/curated.md new file mode 100644 index 0000000..1cdb5ea --- /dev/null +++ b/docs/worldquant-knowledge-base/06-sources/curated.md @@ -0,0 +1,71 @@ +# 精选来源与阅读标记 + +以下论坛帖子已用于主题归纳、案例核查或限制分析；不代表作者代码已执行。日期均为 UTC 日历日。 + +- [【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)（发帖 2026-09-02，社区经验）。 +- [【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)（发帖 2026-09-02，社区经验）。 +- [【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)（发帖 2026-09-02，社区经验）。 +- [【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)（发帖 2026-09-01，社区经验）。 +- [【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)（发帖 2026-09-01，社区经验）。 +- [🌟 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)（发帖 2026-08-26，社区经验）。 +- [【SPC实战】信号衰减5-7天：数据源“时效性”比“全面性”更重要](https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247)（发帖 2026-08-24，社区经验）。 +- [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)（发帖 2026-08-14，社区经验）。 +- [【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)（发帖 2026-08-06，社区经验）。 +- [【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)（发帖 2026-08-06，社区经验）。 +- [【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)（发帖 2026-08-02，社区经验）。 +- [【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)（发帖 2026-07-28，社区经验）。 +- [冷门数据集分享【earnings】](https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247)（发帖 2026-07-24，社区经验）。 +- [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)（发帖 2026-07-24，社区经验）。 +- [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)（发帖 2026-07-18，社区经验）。 +- [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)（发帖 2026-07-10，社区经验）。 +- [【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）。 +- [[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)（发帖 2026-07-04，社区经验）。 +- [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)（发帖 2026-06-20，社区经验）。 +- [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)（发帖 2026-06-17，社区经验）。 +- [【Alpha灵感】MEA地区靠SUE模板点亮了Fnd](https://support.worldquantbrain.com/hc/en-us/community/posts/41162316064023)（发帖 2026-06-12，社区经验）。 +- [[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)（发帖 2026-06-11，社区经验）。 +- [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)（发帖 2026-06-03，社区经验）。 +- [一个很小但很有用的工具：Alpha Backtest Ledger，避免重复回测](https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159)（发帖 2026-05-31，社区经验）。 +- [【Alpha灵感】使用nip族数据点亮news塔](https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087)（发帖 2026-05-30，社区经验）。 +- [【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)（发帖 2026-05-28，社区经验）。 +- [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)（发帖 2026-05-26，社区经验）。 +- [【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)（发帖 2026-04-18，社区经验）。 +- [【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)（发帖 2026-04-02，社区经验）。 +- [【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)（发帖 2026-01-14，社区经验）。 +- [【SDK+MCP+AGENT三层架构】因子挖掘系统，实现mcp稳定运行不断](https://support.worldquantbrain.com/hc/en-us/community/posts/37606116158743)（发帖 2026-01-12，社区经验）。 +- [【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）。 + +## 官方帮助文章 + +- [What do I need to submit?](https://support.worldquantbrain.com/hc/en-us/articles/41681208900759)（官方，更新 2026-09-06）。 +- [Who is eligible?](https://support.worldquantbrain.com/hc/en-us/articles/41681180880535)（官方，更新 2026-09-03）。 +- [How is scoring calculated?](https://support.worldquantbrain.com/hc/en-us/articles/41681227295511)（官方，更新 2026-08-30）。 +- [How do I write strong prompts?](https://support.worldquantbrain.com/hc/en-us/articles/41681217386903)（官方，更新 2026-09-06）。 +- [What's the stipend structure?](https://support.worldquantbrain.com/hc/en-us/articles/41681216161687)（官方，更新 2026-09-06）。 +- [Key dates](https://support.worldquantbrain.com/hc/en-us/articles/41681216096535)（官方，更新 2026-09-03）。 +- [Can I edit my prompt?](https://support.worldquantbrain.com/hc/en-us/articles/41681216692119)（官方，更新 2026-08-13）。 +- [What is the Python Alphas Competition (PAC)?](https://support.worldquantbrain.com/hc/en-us/articles/40712348033303)（官方，更新 2026-06-04）。 +- [Can Python Alphas be selected as components in a SuperAlpha?](https://support.worldquantbrain.com/hc/en-us/articles/41143165313815)（官方，更新 2026-06-27）。 +- [Can Python Alphas be submitted in the Power Pool competition?](https://support.worldquantbrain.com/hc/en-us/articles/41143131195671)（官方，更新 2026-07-17）。 +- [What are the advantages of Python Alphas over Fast Expression Alphas?](https://support.worldquantbrain.com/hc/en-us/articles/41142997585943)（官方，更新 2026-08-30）。 +- [Can a Python Alpha count toward my pyramid number?](https://support.worldquantbrain.com/hc/en-us/articles/41143114222999)（官方，更新 2026-07-17）。 +- [Are there any Python Alpha templates or example Alphas to start from?](https://support.worldquantbrain.com/hc/en-us/articles/41143071092119)（官方，更新 2026-06-27）。 +- [Can I run Python Alpha simulations via the API?](https://support.worldquantbrain.com/hc/en-us/articles/41143237730711)（官方，更新 2026-06-27）。 +- [Does Python Alpha support multi-simulation (multi_sim)?](https://support.worldquantbrain.com/hc/en-us/articles/41143256748183)（官方，更新 2026-06-27）。 +- [Do Python Alphas count toward my Genius signal count and cap?](https://support.worldquantbrain.com/hc/en-us/articles/41143111825303)（官方，更新 2026-07-17）。 +- [Can I simulate Python Alphas over a shorter date range?](https://support.worldquantbrain.com/hc/en-us/articles/41143262103191)（官方，更新 2026-06-12）。 +- [Overview of Osmosis Competition 2025](https://support.worldquantbrain.com/hc/en-us/articles/36966461062551)（官方，更新 2026-03-16）。 +- [Which Alpha is eligible for Osmosis Competition?](https://support.worldquantbrain.com/hc/en-us/articles/36966456345367)（官方，更新 2026-03-16）。 +- [Factors to consider while assigning Osmosis points](https://support.worldquantbrain.com/hc/en-us/articles/36966491408535)（官方，更新 2026-08-30）。 +- [Key dates in Osmosis Competition](https://support.worldquantbrain.com/hc/en-us/articles/36966504155031)（官方，更新 2026-06-19）。 +- [Are teams allowed in Osmosis Competition?](https://support.worldquantbrain.com/hc/en-us/articles/36966469680023)（官方，更新 2026-03-16）。 +- [Weekly combo updates in Osmosis competition](https://support.worldquantbrain.com/hc/en-us/articles/36966491043607)（官方，更新 2026-03-16）。 +- [Will there be tie-breaker criteria in Osmosis Competition?](https://support.worldquantbrain.com/hc/en-us/articles/36966486035991)（官方，更新 2026-08-26）。 +- [How many winners will be declared in Osmosis Competition?](https://support.worldquantbrain.com/hc/en-us/articles/36966471039895)（官方，更新 2026-08-26）。 +- [Do I need to submit Alphas for Osmosis Competition?](https://support.worldquantbrain.com/hc/en-us/articles/36966459238295)（官方，更新 2026-08-26）。 +- [Can Combined Osmosis performance change significantly from month to month, if I made no changes to my Osmosis allocations?](https://support.worldquantbrain.com/hc/en-us/articles/41793655143447)（官方，更新 2026-08-10）。 +- [[BRAIN TIPS] Troubleshooting common error messages](https://support.worldquantbrain.com/hc/en-us/articles/18423410021783)（官方，更新 2026-09-06）。 +- [How do I resolve this error: “Sub-universe Sharpe NaN is not above cutoff…”?](https://support.worldquantbrain.com/hc/en-us/articles/6568644868375)（官方，更新 2026-09-02）。 +- [Click here for a list of terms and their definitions](https://support.worldquantbrain.com/hc/en-us/articles/4902349883927)（官方，更新 2026-09-06）。 + +完整论坛/邮件目录见 [来源说明](README.md)。 diff --git a/docs/worldquant-knowledge-base/06-sources/forum-index.csv b/docs/worldquant-knowledge-base/06-sources/forum-index.csv new file mode 100644 index 0000000..b81355a --- /dev/null +++ b/docs/worldquant-knowledge-base/06-sources/forum-index.csv @@ -0,0 +1,624 @@ +post_id,created_at_utc,updated_at_utc,title,tags_heuristic,url,review_status +43208281917591,2026-09-03T02:27:56Z,2026-09-06T15:14:46Z,03-【进阶学习】Super Alpha 每日获得额外1-60USD，来此学习,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591,retrieved_not_deep_reviewed +43181411147287,2026-09-02T10:44:26Z,2026-09-07T04:45:22Z,【Alpha Idea】谁在付 Spread？——订单流攻击性、半衰期分层与一个双引擎架构的诞生,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287,curated +43179860065303,2026-09-02T08:17:04Z,2026-09-07T07:51:01Z,"【Alpha Idea】维基百科关注度的""突压""信号(sent)在德国DEU市场的因子化尝试",alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303,curated +43179521660823,2026-09-02T07:35:26Z,2026-09-07T07:32:08Z,"【Alpha Idea】不看幅度看""显著性""：一个信噪比（SNR）模板在 USA / GLB / EUR 三个市场的因子化尝试",alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823,curated +43179259800471,2026-09-02T07:12:12Z,2026-09-07T07:45:43Z,02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集,alpha-idea;engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471,retrieved_not_deep_reviewed +43151729306647,2026-09-01T13:11:24Z,2026-09-07T07:53:47Z,【Alpha Idea】机构持仓变化与拥挤反转：institutions18 在 GLB 市场的因子化尝试,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647,curated +43147371557015,2026-09-01T08:24:29Z,2026-09-06T15:03:50Z,【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力！,alpha-idea;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015,curated +43087031637527,2026-08-29T05:39:26Z,2026-09-07T04:46:24Z,【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型 ,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527,retrieved_not_deep_reviewed +43085454784535,2026-08-29T02:21:57Z,2026-09-07T06:08:37Z,本地check ppc的完整方法及代码，助你GLB PPA开发一臂之力,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535,retrieved_not_deep_reviewed +43067045830679,2026-08-28T14:10:52Z,2026-09-07T04:47:29Z,分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679,retrieved_not_deep_reviewed +43058251853847,2026-08-28T02:23:03Z,2026-09-07T07:27:18Z,获取 WorldQuant 每天剩余回测次数、已回测次数,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847,retrieved_not_deep_reviewed +43031577079575,2026-08-27T08:00:38Z,2026-09-07T04:48:08Z,新人顾问心得，尝试通过Robust测试（一边修改一边写帖子）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575,retrieved_not_deep_reviewed +43031425132823,2026-08-27T07:41:24Z,2026-09-07T04:48:39Z,和AI学点手搓小知识-vec操作符解析,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823,retrieved_not_deep_reviewed +43030071187479,2026-08-27T02:21:08Z,2026-09-06T22:00:47Z,01-【新人必读】新顾问入门指南！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479,retrieved_not_deep_reviewed +43006316208151,2026-08-26T12:39:42Z,2026-09-07T04:49:04Z,【组合层心法】Combined Alpha 冲 2.0 不是堆出来的：一条四季爬升线里的少交比多交强,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151,retrieved_not_deep_reviewed +43002825233687,2026-08-26T08:04:33Z,2026-09-06T11:22:37Z,🌟 玩转 Osmosis：让你的 Alphas 成为最高 2 倍收益放大器！(机制详解与实操指南),portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687,curated +42981290349463,2026-08-25T14:24:44Z,2026-09-07T06:08:53Z,一个skill让AI不再混信号,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463,retrieved_not_deep_reviewed +42975079714839,2026-08-25T08:53:50Z,2026-09-07T04:49:44Z,免费体验 MiniMax‑M3！GMI Cloud 限时 14 天无限制调用福利,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839,retrieved_not_deep_reviewed +42972530812183,2026-08-25T03:58:37Z,2026-09-07T04:50:15Z,Region Agnostic Alpha (RAA) 详解 — 新手入门指南,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183,retrieved_not_deep_reviewed +42955680180247,2026-08-24T16:05:41Z,2026-09-07T04:50:35Z,【SPC实战】信号衰减5-7天：数据源“时效性”比“全面性”更重要,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247,curated +42945861800983,2026-08-24T09:08:41Z,2026-09-07T04:51:02Z,【🐉龙虎榜·卷四】季度奖揭榜，VF 为纲——谁人乘龙，谁人执印？,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983,retrieved_not_deep_reviewed +42943436447127,2026-08-24T04:09:19Z,2026-09-07T04:51:28Z,【测试】相对文件名路径验证帖,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127,retrieved_not_deep_reviewed +42801904467607,2026-08-18T07:14:53Z,2026-09-07T04:51:51Z,[AI工具]让AI打工人使用免费的deepseek(freebuff反向代理),ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607,retrieved_not_deep_reviewed +42775887653399,2026-08-17T13:07:37Z,2026-09-06T10:10:44Z,"Combined Alpha Performance 连续四季爬升，本季度突破 2.0：一条""从负数到2""的实证轨迹",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399,retrieved_not_deep_reviewed +42774450536343,2026-08-17T12:12:11Z,2026-09-06T10:10:52Z,【大角羊】💰 每天14:30，微信自动把昨天的 Base Payment 账单送到你手上（RA/SA 分项 · 开箱即用）,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343,retrieved_not_deep_reviewed +42772611660823,2026-08-17T10:05:06Z,2026-09-06T22:01:20Z,【经验分享】分享一个combine稳定2+，最高3.23的ppa池子分布，以及分享做ppa的经验,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823,retrieved_not_deep_reviewed +42771962021143,2026-08-17T08:55:07Z,2026-09-07T05:43:12Z,【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧！,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143,retrieved_not_deep_reviewed +42757091114647,2026-08-16T07:52:17Z,2026-09-07T05:43:28Z,免费使用DeepSeek V4 Pro,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647,retrieved_not_deep_reviewed +42756641286295,2026-08-16T06:34:33Z,2026-09-06T10:11:17Z,base记录,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295,retrieved_not_deep_reviewed +42756136847639,2026-08-16T05:11:27Z,2026-09-06T10:11:25Z,AI打工人适配Opencode go套餐,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42756136847639,retrieved_not_deep_reviewed +42743732814999,2026-08-15T11:17:48Z,2026-09-06T10:11:33Z,Claude Code Router 和quantflow不兼容的解决办法,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42743732814999,retrieved_not_deep_reviewed +42740521405463,2026-08-15T04:01:48Z,2026-09-06T10:11:40Z,【大角羊】📱💻 电脑上的 Pi × 手机钉钉 双向通信——从零搭建全教程（零公网 · 零成本 · 开机自启）】,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42740521405463,retrieved_not_deep_reviewed +42738237663639,2026-08-15T00:37:15Z,2026-09-06T10:11:47Z,Claude Code 第三方模型使用搜索的利器——EXA,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42738237663639,retrieved_not_deep_reviewed +42721824181271,2026-08-14T14:28:28Z,2026-09-06T10:11:53Z,把 Self-Correlation 搬到本地：用 daily-pnl 精确复现平台口径（实测最大误差 0.00004）,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42721824181271,curated +42720875852439,2026-08-14T13:56:37Z,2026-09-06T10:11:57Z,【7月新顾问分享】新人如何从每天0产出到每天稳定产出alpha经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42720875852439,retrieved_not_deep_reviewed +42714622464407,2026-08-14T06:16:44Z,2026-09-06T22:00:58Z,CNHKMCP QuantFlow 提示词,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407,retrieved_not_deep_reviewed +42691768951447,2026-08-13T14:10:35Z,2026-09-06T10:12:05Z,CLIProxyAPI桌面版，搭配opencode-go，实现与QuantFlow的配合,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42691768951447,retrieved_not_deep_reviewed +42686571665303,2026-08-13T09:20:16Z,2026-09-06T10:12:11Z,【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42686571665303,retrieved_not_deep_reviewed +42662873714711,2026-08-12T13:39:07Z,2026-09-06T10:12:18Z,AI模板库分享,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711,retrieved_not_deep_reviewed +42587179348119,2026-08-09T13:34:48Z,2026-09-06T10:12:24Z,GBR/DEU新地区不出货？多图解析新地区Alpha首周全球提交现况,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42587179348119,retrieved_not_deep_reviewed +42585946296855,2026-08-09T11:25:38Z,2026-09-06T10:12:32Z,分享一个连接插件中prodmemo和python的一个小脚本，帮助大家可以将页面上缓存的pc拿到python里用,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42585946296855,retrieved_not_deep_reviewed +42549574041367,2026-08-07T15:11:16Z,2026-09-06T10:12:41Z,普通 Alpha 到顶级 Alpha 的优化执行手册,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367,retrieved_not_deep_reviewed +42519002511767,2026-08-06T13:40:05Z,2026-09-07T06:45:10Z,【经验分享】Python Alpha 30名心得：从 FastExpr 到 Python，我用 17 个 alpha 趟出来的一条路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42519002511767,curated +42513832186263,2026-08-06T08:10:32Z,2026-09-06T10:12:57Z,【7月新顾问分享】从“用户阶段好用”到“顾问阶段跑通”,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42513832186263,retrieved_not_deep_reviewed +42513455206423,2026-08-06T07:24:54Z,2026-09-06T10:13:04Z,【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强，我个人认为skill是无用之举，并且会限制你的ai去挖掘更多方向,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42513455206423,curated +42509573118999,2026-08-06T01:10:42Z,2026-09-06T10:13:17Z,"AI: GLB analyst16 -- 从""潜力 Alpha""到""成功 Alpha""：一次成功挖掘regular alpha的复盘",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42509573118999,retrieved_not_deep_reviewed +42487308197783,2026-08-05T12:29:10Z,2026-09-07T07:25:25Z,TRAE 自动化定时任务 + 电脑控制：让 AI的Alpha 优化永不卡死，全程零人工盯屏,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42487308197783,retrieved_not_deep_reviewed +42460800447895,2026-08-04T14:16:29Z,2026-09-06T10:13:28Z,关于华子哥插件显示数据集表现的方法,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42460800447895,retrieved_not_deep_reviewed +42455010729367,2026-08-04T09:08:28Z,2026-09-06T10:13:38Z,【经验分享】省钱！！Context 与 Token 极致瘦身的 3 大技巧,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42455010729367,retrieved_not_deep_reviewed +42425230653719,2026-08-03T11:12:47Z,2026-09-06T10:13:44Z,【资源分享】基于腾讯IMA的 WorldQuant BRAIN 论坛高价值(GM)经验总结知识库,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42425230653719,retrieved_not_deep_reviewed +42423993843735,2026-08-03T09:16:29Z,2026-09-06T15:03:55Z,【2026.08月活动】给回测服务器上点压力！提升回测数量是提交alpha的前提,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42423993843735,retrieved_not_deep_reviewed +42423399281815,2026-08-03T08:06:20Z,2026-09-06T10:14:03Z,【经验分享】：弱推理模型提示词工程思路,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42423399281815,retrieved_not_deep_reviewed +42407253630359,2026-08-02T06:45:01Z,2026-09-06T10:14:10Z,【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster！（下篇）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42407253630359,retrieved_not_deep_reviewed +42406158561943,2026-08-02T04:01:39Z,2026-09-06T10:14:21Z,【工程优化】Agent 挖 Alpha 时 Token 黑洞：raw 留磁盘，对话只读 decision,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42406158561943,curated +42403326870423,2026-08-01T23:06:55Z,2026-08-31T04:35:05Z,【工作流分享】我用reasonix 以正式版deepseek4flash 13小时花费3.5rmb 挖到一个美国因子,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42403326870423,retrieved_not_deep_reviewed +42359440646551,2026-07-31T02:03:08Z,2026-08-31T02:54:25Z,"使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42359440646551,retrieved_not_deep_reviewed +42304810788375,2026-07-29T07:28:45Z,2026-09-06T13:09:26Z,【Quant101】工具开源：FastPlus —— 大模型友好的本地 Fast Expression 解析器,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42304810788375,retrieved_not_deep_reviewed +42304698341399,2026-07-29T07:08:46Z,2026-09-06T06:42:12Z,新顾问专属｜GAC 2026火热进行中，8月9日前所有GLB D1 Pure PowerPool Alpha均可参赛！,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42304698341399,retrieved_not_deep_reviewed +42302637812503,2026-07-29T03:17:49Z,2026-09-07T07:46:17Z,📢 BRAIN 中国区意见与建议留言墙,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503,retrieved_not_deep_reviewed +42302363145879,2026-07-29T03:00:25Z,2026-09-04T08:52:16Z,【龙虎榜·卷三】Combine新章鸣锣，VF季榜神州十八骑绝尘，榜更迟来群雄逐鹿，新赛季首更谁立潮头？,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42302363145879,retrieved_not_deep_reviewed +42274443124119,2026-07-28T04:37:43Z,2026-09-06T14:58:44Z,【工作流分享】我把整套 BRAIN 挖矿流程写成了 5 个 Agent Skill（含使用教程 + 真实实验记录 + 全套文件打包下载）,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119,curated +42259186135831,2026-07-27T17:54:46Z,2026-09-04T08:53:44Z,【2个月提交220个RA经验分享】跨地区通用规律：哪些经验换个 Region 还能用？,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42259186135831,retrieved_not_deep_reviewed +42258807786391,2026-07-27T17:43:50Z,2026-09-07T07:40:24Z,【2个月提交220个RA经验分享】ASI 从论坛知识到实战验证：SLOW 中性化是王道,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42258807786391,retrieved_not_deep_reviewed +42216209199255,2026-07-25T09:32:43Z,2026-09-04T08:56:59Z,【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42216209199255,retrieved_not_deep_reviewed +42215740602135,2026-07-25T08:45:29Z,2026-09-04T14:46:10Z,快给你们的帖子化妆吧！一套实测可用的 HTML 排版组件,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42215740602135,retrieved_not_deep_reviewed +42215210781719,2026-07-25T07:43:59Z,2026-09-06T15:07:50Z,成为 Grandmaster 后，我复盘了 Q2 的 224 个 Alpha：相比过去，哪些真的改变了？,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42215210781719,retrieved_not_deep_reviewed +42211897526295,2026-07-25T02:29:49Z,2026-09-05T00:55:49Z,【SPC深度实战】从数据源到信号衰减——Systematic Predictions Challenge 排名优化的完整框架,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42211897526295,retrieved_not_deep_reviewed +42187906212247,2026-07-24T08:28:52Z,2026-09-04T09:01:52Z,冷门数据集分享【earnings】,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247,curated +42187744015767,2026-07-24T08:12:51Z,2026-08-31T04:09:35Z,使用rank_by_side改善2year_sharpe/ladder_sharpe,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767,retrieved_not_deep_reviewed +42185098677399,2026-07-24T02:58:26Z,2026-09-05T07:49:49Z,分享自己写的超多功能的客户端(效率神器),other,https://support.worldquantbrain.com/hc/en-us/community/posts/42185098677399,retrieved_not_deep_reviewed +42184733027991,2026-07-24T02:18:40Z,2026-09-06T03:36:50Z,浅谈我的一二三阶开发流程----记7.23日新人答疑课,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42184733027991,curated +42161798745879,2026-07-23T09:22:01Z,2026-09-06T11:31:07Z,从新手到GM顾问：我的Alpha挖掘系统化方法论分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42161798745879,retrieved_not_deep_reviewed +42160945573271,2026-07-23T07:42:15Z,2026-09-06T06:42:27Z,用Python alpha 剔除/保留特定国家/行业进行回测的初步尝试,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42160945573271,retrieved_not_deep_reviewed +42160836246039,2026-07-23T07:26:46Z,2026-09-05T00:26:28Z,GOLD→MASTER→GM，VF0.96，我的11月至6月总结。,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/42160836246039,retrieved_not_deep_reviewed +42160653418647,2026-07-23T07:06:37Z,2026-09-06T06:42:27Z,通过Labs查看group类型字段的字符串与对应数字id的方法(附部分对应表格),alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42160653418647,retrieved_not_deep_reviewed +42078917602455,2026-07-20T10:08:29Z,2026-08-29T02:50:51Z,【Quant101】AI因子挖掘实战：零成本用AI挖掘一个 High Turnover PPA,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42078917602455,retrieved_not_deep_reviewed +42078729821591,2026-07-20T09:49:27Z,2026-09-05T00:25:15Z,【字段处理】nan 不是一种：断粮型该填、真缺型别填（GLB/MINVOL1M & IND/TOP500/D1）,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42078729821591,retrieved_not_deep_reviewed +42065802192023,2026-07-19T12:27:25Z,2026-08-29T02:53:46Z,[Token王] 2026Q2 全球六维数据分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42065802192023,retrieved_not_deep_reviewed +42065262268567,2026-07-19T11:29:39Z,2026-09-05T00:25:15Z,【换手治理】低换手≠稳健：turnover 的三个隐形侵蚀点，和 trade_when 别用反了（USA/TOP3000/D1）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42065262268567,retrieved_not_deep_reviewed +42064574062359,2026-07-19T10:02:02Z,2026-08-29T02:56:24Z,最近跑 alpha 后沉淀的几个少踩坑经验,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42064574062359,retrieved_not_deep_reviewed +42064544905495,2026-07-19T09:53:45Z,2026-08-29T02:58:20Z,最近跑 alpha 后沉淀的几个少踩坑经验,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42064544905495,retrieved_not_deep_reviewed +42062231758103,2026-07-19T03:51:11Z,2026-08-29T02:59:29Z,【GLB】冷门数据集分享,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103,retrieved_not_deep_reviewed +42061123738903,2026-07-19T01:29:50Z,2026-09-06T06:42:28Z,Python alpha官方webinar视频代码补档：ACO + Online alphas,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42061123738903,retrieved_not_deep_reviewed +42060935441943,2026-07-19T01:05:26Z,2026-09-06T06:42:28Z,官方webinar不分享源代码？用skill一键完整提取视频中的代码,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42060935441943,retrieved_not_deep_reviewed +42047259261335,2026-07-18T04:01:02Z,2026-09-05T00:25:15Z,从 Fast 翻译到 Python Alpha 别急着炫技：截面/时序错位是头号杀手，事件漂移和中性化层级是隐形雷,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42047259261335,curated +42045578950551,2026-07-18T01:16:32Z,2026-09-07T06:45:10Z,【经验分享】从Gold到Master：一个普通顾问的升级之路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42045578950551,retrieved_not_deep_reviewed +42044407938839,2026-07-17T23:55:28Z,2026-08-29T03:05:13Z,在回测页面新窗口打开Alpha 详情页和在详情页便携复制信息的油猴脚本,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42044407938839,retrieved_not_deep_reviewed +42029118285847,2026-07-17T14:49:02Z,2026-09-05T00:25:16Z,rank / zscore / group_rank 别乱用：中性化前这一步，决定你 OS 稳不稳,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42029118285847,retrieved_not_deep_reviewed +42022555985047,2026-07-17T08:57:03Z,2026-09-04T16:04:05Z,【SPC宝可梦】收集多位投资大师Promot,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42022555985047,retrieved_not_deep_reviewed +42021722069143,2026-07-17T07:32:26Z,2026-09-05T00:27:21Z,【工具优化】回测页面中Alpha详情的跳转按钮没了？插件来实现！,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/42021722069143,retrieved_not_deep_reviewed +42021244122775,2026-07-17T06:37:04Z,2026-09-04T18:00:25Z,SPC 竞赛 Prompt 生成完整指南,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775,retrieved_not_deep_reviewed +42020342676759,2026-07-17T04:56:47Z,2026-09-04T15:52:25Z,【代码分享】免费获取SPC比赛所需ID数据,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42020342676759,retrieved_not_deep_reviewed +42019924663319,2026-07-17T04:09:47Z,2026-08-29T03:11:38Z,这次升级，让我非常的意外！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42019924663319,retrieved_not_deep_reviewed +42019332809111,2026-07-17T03:11:51Z,2026-08-29T03:13:14Z,【新手顾问经验分享】从“随机试因子”到“研究生产系统”：一套面向 RA 与 PPA 的 Alpha 研究框架,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42019332809111,retrieved_not_deep_reviewed +42019010387479,2026-07-17T02:43:30Z,2026-08-29T03:14:30Z,"【踩坑记录】Python Alpha 开发中容易触发的 5 个""隐藏规则""",other,https://support.worldquantbrain.com/hc/en-us/community/posts/42019010387479,retrieved_not_deep_reviewed +42018671130391,2026-07-17T02:14:19Z,2026-09-06T12:24:05Z,【经验分享】Alpha 过拟合的早期信号与应对策略,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42018671130391,retrieved_not_deep_reviewed +42015743397655,2026-07-16T23:02:32Z,2026-08-29T03:16:35Z,Prompt 竞赛指南,other,https://support.worldquantbrain.com/hc/en-us/community/posts/42015743397655,retrieved_not_deep_reviewed +42007074836247,2026-07-16T17:36:24Z,2026-09-02T11:38:05Z,Power Pool Competition拿奖就像开盲盒？USA D1 Fast Dataset Power Pool拿到第二名的分析与思考,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/42007074836247,retrieved_not_deep_reviewed +41995684431767,2026-07-16T09:16:12Z,2026-09-05T00:25:16Z,Python alpha 里 np.nan_to_num 填 0 是在造伪信号：缺失值这么补才不坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41995684431767,retrieved_not_deep_reviewed +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 +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 +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 +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 +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 +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 +41939959839895,2026-07-14T09:52:26Z,2026-09-05T00:25:17Z,"trade_when真不是装饰：把""只在某类行情里灵""的脆弱信号，用条件收住",other,https://support.worldquantbrain.com/hc/en-us/community/posts/41939959839895,retrieved_not_deep_reviewed +41937689411479,2026-07-14T05:39:35Z,2026-08-29T05:37:54Z,【GLB/D1 PPAC复盘】第一次拿到PPAC第24名的复盘,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41937689411479,retrieved_not_deep_reviewed +41909117583383,2026-07-13T07:41:26Z,2026-09-05T00:29:20Z,【差生文具多】WQ助手1.03版本(安卓版本),other,https://support.worldquantbrain.com/hc/en-us/community/posts/41909117583383,retrieved_not_deep_reviewed +41908323673111,2026-07-13T06:19:18Z,2026-09-05T00:25:18Z,字段堆越多alpha越牛？我替你们试过了，真不是这么回事,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41908323673111,retrieved_not_deep_reviewed +41903649174807,2026-07-12T22:22:13Z,2026-08-29T05:41:31Z,【新人笔记】Pairwise Correlation：提交前先想清楚提交顺序,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41903649174807,retrieved_not_deep_reviewed +41898564566167,2026-07-12T15:18:27Z,2026-08-31T05:13:16Z,新人半年一个季度一次跳跃：gold->expert->master,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41898564566167,retrieved_not_deep_reviewed +41898002651287,2026-07-12T14:31:29Z,2026-08-29T05:43:36Z,【经验分享】VF0.37->0.95->0.97！我的方法论和工作流都在这了,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41898002651287,retrieved_not_deep_reviewed +41897133795479,2026-07-12T13:05:00Z,2026-09-05T00:25:18Z,一个表达式IS很漂亮，提交半年后突然拉胯？我踩过的时间维度坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41897133795479,retrieved_not_deep_reviewed +41895342323095,2026-07-12T09:23:12Z,2026-09-04T03:32:01Z,【新顾问友好】【工具分享】挖出来因子不知道哪个值得交？来看看！含webui界面的alpha后向筛选工具（开源）,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41895342323095,retrieved_not_deep_reviewed +41881412101399,2026-07-11T11:29:02Z,2026-09-05T00:25:19Z,【细节坑】中性化顺序不是随便排的：先 industry 还是先 group，结果差很多,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41881412101399,retrieved_not_deep_reviewed +41880799695127,2026-07-11T10:14:17Z,2026-09-07T08:04:45Z,[代码优化]ProdMemo v2.0：在浏览器本地计算 Self Corr,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41880799695127,retrieved_not_deep_reviewed +41878175264663,2026-07-11T04:13:48Z,2026-08-29T05:49:19Z,【python alpha】IND区域 Python Alpha 优化经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41878175264663,retrieved_not_deep_reviewed +41877985926423,2026-07-11T03:58:23Z,2026-09-05T00:26:28Z,token太贵怎么办， GLM-5.2 免费了,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41877985926423,retrieved_not_deep_reviewed +41877348653335,2026-07-11T02:49:35Z,2026-07-29T16:03:59Z,【经验分享】SUPER Alpha 组合表达式（Combination）的多时间尺度融合 — combo_a 与风险调整权重,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41877348653335,retrieved_not_deep_reviewed +41860731598487,2026-07-10T15:11:51Z,2026-08-31T02:33:15Z,[代码分享] BRAIN Alpha 批量提交工具 — PPA 备注自动管理 + 429 自适应退避,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41860731598487,retrieved_not_deep_reviewed +41856507417623,2026-07-10T12:39:26Z,2026-09-03T04:52:58Z,从「 IDE的MCP挨个手动重启」到「一次配置，全部打通」：我的 BRAIN MCP 桥接架构分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41856507417623,curated +41854026316055,2026-07-10T09:39:49Z,2026-09-05T00:25:19Z,【验证纪律】同一表达式跨 universe 跑：region regime 错配导致的指标分裂,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41854026316055,retrieved_not_deep_reviewed +41853221944727,2026-07-10T08:07:46Z,2026-08-29T08:45:38Z,【AI打工人】0基础新手指南。我们安装的Skill和MCP到底有什么，怎么用？,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41853221944727,retrieved_not_deep_reviewed +41849925214231,2026-07-10T02:03:06Z,2026-08-15T13:56:06Z,降低【turnover】的几种方法对比分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231,retrieved_not_deep_reviewed +41843067537431,2026-07-09T20:57:11Z,2026-07-24T07:03:13Z,Power Pool Competition拿奖就像开盲盒？USA D1 Fast Dataset Power Pool拿到第二名的分析与思考,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41843067537431,retrieved_not_deep_reviewed +41830530812823,2026-07-09T14:35:37Z,2026-08-23T12:35:16Z,新手顾问Combined Selected Alpha Performance第一次更新冲上5.1,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41830530812823,retrieved_not_deep_reviewed +41825836449047,2026-07-09T11:08:53Z,2026-09-05T04:13:14Z,【大角羊】一分钟掌握参加SPC 2026要点！,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41825836449047,retrieved_not_deep_reviewed +41804720051607,2026-07-08T15:47:44Z,2026-07-30T16:04:33Z,cnhkmcp 使用时经常需要重启和使用create_multi_simulation超时的问题,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41804720051607,retrieved_not_deep_reviewed +41801462727191,2026-07-08T14:19:05Z,2026-08-29T06:03:12Z,【SPC 2026】一文看懂 Systematic Prediction Challenge，写提示词就能参加！,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41801462727191,curated +41796491619351,2026-07-08T10:32:54Z,2026-09-06T06:42:29Z,多图解析GLB最新3x High Turnover Theme国区提交现况,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41796491619351,retrieved_not_deep_reviewed +41771840601495,2026-07-07T14:25:07Z,2026-09-02T09:37:35Z,【Super Alpha Combo 灵感】分享几个有意思的 Combo 表达式：获得更多三五！,alpha-idea;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41771840601495,retrieved_not_deep_reviewed +41735891987479,2026-07-06T09:42:06Z,2026-09-05T00:25:19Z,废因子的二次利用：用低 Sharpe 稳定信号做自定义中性化,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41735891987479,retrieved_not_deep_reviewed +41734005749399,2026-07-06T06:03:18Z,2026-08-15T14:56:59Z,USA/D1 Power Pool July'26 — PPA六种中性化方式实测对比,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41734005749399,retrieved_not_deep_reviewed +41732813691287,2026-07-06T03:30:04Z,2026-08-25T13:29:10Z,【经验分享】MEA地区高级算子探索篇：ts_entropy,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41732813691287,retrieved_not_deep_reviewed +41719890581911,2026-07-05T04:44:58Z,2026-07-31T03:17:46Z,【代码优化】代码提交ppa和sa时调用AI自动/手动写描述,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41719890581911,retrieved_not_deep_reviewed +41707021146263,2026-07-04T09:22:13Z,2026-08-18T03:22:14Z,基于 MEA区TOP400因子，解决指标Weight Concentration过高、2Y Sharpe过低的优化实战总结,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41707021146263,retrieved_not_deep_reviewed +41706827651991,2026-07-04T08:53:46Z,2026-08-24T01:18:08Z,[all alpha can do] wqb_cli 0.3.2 震撼发布：从零打造 Agent-Native 的 WorldQuant BRAIN 真实操作层,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41706827651991,curated +41692781472919,2026-07-03T16:09:22Z,2026-09-06T15:03:58Z,[26年7月打卡活动] 坚持提交 Alpha，最高赢取 300 积分！兑换BRAIN周边与token,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41692781472919,retrieved_not_deep_reviewed +41684771561751,2026-07-03T09:43:59Z,2026-08-19T09:55:46Z,【心得分享】从入门到进阶——Alpha 优化全攻略,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41684771561751,retrieved_not_deep_reviewed +41684251807639,2026-07-03T08:53:42Z,2026-07-29T08:29:13Z,【实用工具】WorldQuant BRAIN Super Alpha 多地区生成器 复制可用 支持own和not own,ai-mining;engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41684251807639,retrieved_not_deep_reviewed +41684104419095,2026-07-03T08:34:18Z,2026-07-23T09:24:03Z,教训贴 - 学而时习之。,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41684104419095,retrieved_not_deep_reviewed +41655567026967,2026-07-02T09:07:02Z,2026-08-07T10:49:02Z,fast2python关于复现fast op分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41655567026967,retrieved_not_deep_reviewed +41655387004439,2026-07-02T08:52:32Z,2026-09-05T06:07:08Z,WorldQuant BRAIN MCP 工具频繁崩溃？一行代码修复连接断开的坑,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41655387004439,retrieved_not_deep_reviewed +41654205318807,2026-07-02T06:32:45Z,2026-09-01T12:59:27Z,求助帖---华子哥的插件如何查看数据集的表现,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41654205318807,retrieved_not_deep_reviewed +41653035827223,2026-07-02T04:23:28Z,2026-08-26T08:18:47Z,[Python alpha]基于LLms 工作流的python alpha制作经验分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41653035827223,retrieved_not_deep_reviewed +41651283176855,2026-07-02T01:49:11Z,2026-09-03T17:20:42Z,Osmosis 分数自动分配脚本：OS优先、REGULAR/SUPER分池、自动补齐10个,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41651283176855,retrieved_not_deep_reviewed +41625344232343,2026-07-01T06:59:13Z,2026-08-07T10:42:17Z,【经验分享】MEA地区CONCENTRATED_WEIGHT 阻塞解决记录,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41625344232343,retrieved_not_deep_reviewed +41625263438999,2026-07-01T06:48:57Z,2026-08-29T09:01:30Z,【代码分享】一个小工具：新人往哪里挖因子,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41625263438999,retrieved_not_deep_reviewed +41568235513623,2026-06-29T09:20:34Z,2026-07-21T07:25:31Z,每次实操都要留下可复用的东西，让错误和经验都变成资产,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41568235513623,retrieved_not_deep_reviewed +41567966789655,2026-06-29T08:54:54Z,2026-07-24T03:57:15Z,"新人坐牢3个月后vf从0.5=>0.86,稳中求进",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41567966789655,retrieved_not_deep_reviewed +41563959159319,2026-06-29T01:58:42Z,2026-09-02T08:02:12Z,【经验分享】新手出分VF0.5-->0.96-->1-->1，Combine0.69-->0.39-->1.66-->2.03，如何从懵懂到开悟！,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41563959159319,retrieved_not_deep_reviewed +41556669366551,2026-06-28T15:20:46Z,2026-07-24T10:29:26Z,不懂就问，各位大神这个问题该怎么解决？,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41556669366551,retrieved_not_deep_reviewed +41553665016983,2026-06-28T10:02:03Z,2026-07-26T04:47:01Z,HKG PV Alpha 优化心得：rank(winsorize)+ts_quantile+decay=0 三重组合拳,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41553665016983,retrieved_not_deep_reviewed +41552805539991,2026-06-28T07:29:20Z,2026-07-23T09:38:25Z,【经验分享】这样的alpha到底应不应该交？,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41552805539991,retrieved_not_deep_reviewed +41551682155799,2026-06-28T04:41:20Z,2026-09-03T11:15:13Z,【Python Alpha 挑战赛】高换手率因子优化经验分享,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41551682155799,retrieved_not_deep_reviewed +41551045362071,2026-06-28T03:14:14Z,2026-08-23T14:03:54Z,【代码工具分享】让 Alpha 回测告别手工时代：一条命令跑完整个研究闭环,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41551045362071,retrieved_not_deep_reviewed +41550810962455,2026-06-28T02:51:55Z,2026-08-22T12:06:33Z,【经验分享】VF0.5-0.93-0.88-0.96-0.88-0.93，我交了什么样的Alpha？,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41550810962455,retrieved_not_deep_reviewed +41550783184663,2026-06-28T02:44:23Z,2026-08-28T11:18:24Z,【MCP WorkFlow】靠这套GLB地区优化工作流，RA直接入账55刀（附核心模板）,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41550783184663,retrieved_not_deep_reviewed +41540700959639,2026-06-27T12:41:58Z,2026-07-24T10:33:57Z,[Python Alpha 挑战赛] Monte Carlo GBM + 贝叶斯自适应：AI Agent 量化研究工作流实战,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41540700959639,retrieved_not_deep_reviewed +41540545206679,2026-06-27T12:32:05Z,2026-08-19T10:49:19Z,【Quant101】基于FastExpr的高效PythonAlpha架构设计——From Fast to Python Skill,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41540545206679,retrieved_not_deep_reviewed +41510344038551,2026-06-26T09:58:11Z,2026-07-23T09:36:18Z,【osmosis】首次分配osmosis，入围「Osmosis 破浪挑战赛」启航组TOP20的一些总结,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41510344038551,retrieved_not_deep_reviewed +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 +41476771798039,2026-06-25T09:12:45Z,2026-09-05T00:28:37Z,OS comb从稳健提升到雪崩，我的一次教训。,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41476771798039,retrieved_not_deep_reviewed +41469699090071,2026-06-24T22:45:50Z,2026-08-02T03:42:54Z,我的AI工作流：从低谷到突破，AI成了我的研究搭档,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41469699090071,retrieved_not_deep_reviewed +41459028441623,2026-06-24T16:23:21Z,2026-08-19T17:27:39Z,[经验分享]Osmosis分配的三种思路,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41459028441623,retrieved_not_deep_reviewed +41458691230615,2026-06-24T16:12:12Z,2026-07-11T04:22:07Z,MCP 实战中的三个效率瓶颈和我的绕行方案,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41458691230615,retrieved_not_deep_reviewed +41449260982423,2026-06-24T08:44:11Z,2026-08-18T07:59:46Z,【python alpha挑战赛】fast to python alpha skill ,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423,retrieved_not_deep_reviewed +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 +41430666584471,2026-06-23T16:06:52Z,2026-07-20T11:17:38Z,【复利工作流探索・第 1 篇】流程框架分工总览：如何打造可以持续迭代增值的挖矿体系,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41430666584471,retrieved_not_deep_reviewed +41430630302871,2026-06-23T16:04:11Z,2026-07-04T09:07:54Z,【复利工作流探索・第 1 篇】流程框架分工总览：如何打造可以持续迭代增值的挖矿体系,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41430630302871,retrieved_not_deep_reviewed +41428076834583,2026-06-23T14:48:40Z,2026-07-29T15:58:21Z,os rank全球第一对我的os combine的影响？以及如何通过os rank判断自己的oscombine的涨跌！,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41428076834583,retrieved_not_deep_reviewed +41421236450967,2026-06-23T08:42:05Z,2026-07-15T09:16:06Z,使用蒙特卡洛来实现python alpha代码,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41421236450967,retrieved_not_deep_reviewed +41421186876439,2026-06-23T08:36:36Z,2026-08-31T15:51:21Z, [Python Alpha 挑战赛] Regular Alpha → Python Alpha 转换实战指南,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41421186876439,retrieved_not_deep_reviewed +41420742165527,2026-06-23T07:51:08Z,2026-09-06T07:52:17Z,HKG sentiment (snl27/snt27) 三种 vec_sum 后处理路径实测对比,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41420742165527,retrieved_not_deep_reviewed +41418252156439,2026-06-23T02:58:03Z,2026-08-02T03:07:01Z,Python Alpha 数据预处理完全指南：从 Raw Data 到 Clean Signal 的五步法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41418252156439,retrieved_not_deep_reviewed +41418196103191,2026-06-23T02:51:58Z,2026-07-24T10:23:52Z,隐藏技巧: 批量用alpha_id查询alpha,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41418196103191,retrieved_not_deep_reviewed +41417418697111,2026-06-23T01:38:06Z,2026-08-26T14:55:34Z,利用AI优化alpha，成功提交的过程,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41417418697111,retrieved_not_deep_reviewed +41409109779607,2026-06-22T19:19:08Z,2026-09-02T18:50:55Z,用 Codex + Claude Code 做 WorldQuant Alpha：一个简单实用的多 Agent 工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41409109779607,retrieved_not_deep_reviewed +41397704497303,2026-06-22T13:37:58Z,2026-07-24T06:26:13Z,【求助贴】关于Python生成Alpha表达式的方法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41397704497303,retrieved_not_deep_reviewed +41396933582231,2026-06-22T13:10:05Z,2026-07-23T09:57:14Z,【写给新顾问】这个因子值不值得提？3步帮你快速厘清！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41396933582231,retrieved_not_deep_reviewed +41392995550231,2026-06-22T08:51:19Z,2026-07-23T09:44:22Z,【AI提示词分享】给claude code加戒律的提示词，提高效率,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41392995550231,retrieved_not_deep_reviewed +41391880122007,2026-06-22T06:41:16Z,2026-07-23T09:43:07Z,最近一轮 Super Alpha 组件候选复盘：高 Fitness 不等于可提交,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41391880122007,retrieved_not_deep_reviewed +41377679573143,2026-06-21T03:37:53Z,2026-08-30T17:48:14Z,节省网络获取pc的一点想法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41377679573143,retrieved_not_deep_reviewed +41377147135255,2026-06-21T02:19:06Z,2026-08-31T07:12:26Z,【大角羊】OSM Combine匀速提升：-3.20~-1.25~0.63~2.44,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41377147135255,retrieved_not_deep_reviewed +41363895396247,2026-06-20T03:57:49Z,2026-07-24T10:28:04Z,【代码分享】自动提交alpha脚本，睡前上班自动筛选、提交、语音播报，断粮保底神器【开箱即用】,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41363895396247,retrieved_not_deep_reviewed +41363885291031,2026-06-20T03:56:04Z,2026-08-10T15:58:44Z,想让 Claude 通宵挖 alpha、早上只看结果？我加了一层 simulation wrapper,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41363885291031,curated +41321765292567,2026-06-18T14:47:07Z,2026-08-31T15:58:03Z,[Python Alpha 挑战赛]使用蒙特卡洛来实现python alpha,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41321765292567,retrieved_not_deep_reviewed +41320039211671,2026-06-18T13:51:10Z,2026-08-23T08:33:41Z,Genius 六维 Tie breaker 实战手册（来自 AI 同事 GLM5.2）,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41320039211671,retrieved_not_deep_reviewed +41318082888343,2026-06-18T12:35:57Z,2026-08-07T10:55:59Z,根据margin来管理PPA TAG,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41318082888343,retrieved_not_deep_reviewed +41316959711895,2026-06-18T11:36:58Z,2026-08-28T07:32:10Z,筛选可优化RA进阶版,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41316959711895,retrieved_not_deep_reviewed +41292678360727,2026-06-17T14:06:03Z,2026-08-26T03:25:01Z,"频率感知的 Seed 构造 × CW 前置分层诊断 × 多 GEM 降相关：让自动化 Alpha 挖掘在""源头""而非""后处理""解决问题",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41292678360727,curated +41284510093591,2026-06-17T04:16:04Z,2026-08-28T07:52:15Z,【Python Alpha】把alpha丢进傅里叶变换后指标真给整过去了,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41284510093591,retrieved_not_deep_reviewed +41284360565399,2026-06-17T04:02:12Z,2026-08-26T06:51:09Z,基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41284360565399,retrieved_not_deep_reviewed +41279111112855,2026-06-16T22:23:41Z,2026-07-08T09:34:30Z,CHN Python Alpha 踩坑实录：risk72 死磕 prod_corr 无果，换 virgin 数据集才过关,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41279111112855,retrieved_not_deep_reviewed +41254129745815,2026-06-16T03:08:27Z,2026-07-07T14:12:32Z,【gemini-cli停用】迁移至Antigravity-cli教程,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41254129745815,retrieved_not_deep_reviewed +41236357050903,2026-06-15T15:37:54Z,2026-08-17T02:52:03Z,【经验分享】我的 WQ Brain 本地工具箱：模板管理器、Alpha 列表、Genius 三大件,alpha-idea;ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41236357050903,retrieved_not_deep_reviewed +41228556172951,2026-06-15T10:50:25Z,2026-07-07T14:04:41Z,【免费GLM-5.2来了】智谱官方活动分享——zcode新用户免费用5天GLM5.2,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41228556172951,retrieved_not_deep_reviewed +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 +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 +41167837278359,2026-06-12T10:18:26Z,2026-08-07T10:58:39Z,[Python Alpha 挑战赛] 平台操作符与python计算逻辑的对应关系,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41167837278359,retrieved_not_deep_reviewed +41165066237079,2026-06-12T05:38:52Z,2026-07-25T07:27:45Z,[Python Alpha 挑战赛] 像RA一样自动化模版回测,alpha-idea;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41165066237079,retrieved_not_deep_reviewed +41163824201623,2026-06-12T03:31:29Z,2026-08-26T03:26:23Z,codex流是不是不行，回测几十万都没找到,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41163824201623,retrieved_not_deep_reviewed +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 +41141847644311,2026-06-11T12:43:54Z,2026-07-07T14:06:33Z,"换个角度，理解一下trade_when(x, y, z) 方法",other,https://support.worldquantbrain.com/hc/en-us/community/posts/41141847644311,retrieved_not_deep_reviewed +41138717791895,2026-06-11T09:21:48Z,2026-07-23T19:13:57Z,[Python Alpha 挑战赛] python alpha换手率压不下来？利用store！让它学会安静 —— store+死区降低换手率！,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41138717791895,retrieved_not_deep_reviewed +41138382717719,2026-06-11T08:46:30Z,2026-08-31T07:15:32Z,Osmosis 连续两周>0.5，均值 0.69，我的分配思路分享,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/41138382717719,retrieved_not_deep_reviewed +41137009390231,2026-06-11T06:27:20Z,2026-08-31T03:50:13Z,[Python Alpha 挑战赛]Python Alpha：自由编程的正确打开方式,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41137009390231,retrieved_not_deep_reviewed +41135490599063,2026-06-11T03:41:09Z,2026-08-27T10:08:56Z,[Python Alpha 挑战赛]Python Alpha两阶段筛选法：FastExpr快速验证 + Python深度优化,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41135490599063,curated +41134957392663,2026-06-11T02:54:33Z,2026-08-31T15:54:45Z,双字段 Alpha 构建,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663,retrieved_not_deep_reviewed +41134649919383,2026-06-11T02:29:05Z,2026-08-04T13:20:02Z,[Python Alpha 挑战赛] 一句prompt一次实现prod0.71 --> prod0.69,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41134649919383,retrieved_not_deep_reviewed +41133909608087,2026-06-11T01:33:58Z,2026-07-21T08:42:59Z,[Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41133909608087,retrieved_not_deep_reviewed +41128676944407,2026-06-10T21:03:28Z,2026-07-18T22:12:10Z,【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI) ,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41128676944407,retrieved_not_deep_reviewed +41119909511319,2026-06-10T16:37:11Z,2026-07-24T10:43:38Z,[Python Alpha 挑战赛] 用期权隐含波动率偏斜（IV Skew）构建Alpha——Python Alpha实战分享,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/41119909511319,retrieved_not_deep_reviewed +41105956280855,2026-06-10T03:21:14Z,2026-07-08T06:56:43Z,【Quant101】FieldPer 拯救计划：Skill 围栏,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41105956280855,retrieved_not_deep_reviewed +41105918774807,2026-06-10T03:13:56Z,2026-09-06T05:07:38Z,【Quant101】OpCount 拯救计划：因子化简,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41105918774807,retrieved_not_deep_reviewed +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 +41065497021335,2026-06-08T19:04:45Z,2026-09-02T07:03:32Z,【吹哨人】不再水贴！最新 MCP 自带 brain-forum-browse Skill，对 AI 说「逛一逛论坛」即可自动逛论坛,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/41065497021335,retrieved_not_deep_reviewed +41061358159255,2026-06-08T17:04:32Z,2026-08-18T12:49:20Z,【经验分享】你说你找不到alpha？一文带你避开我踩过的坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41061358159255,retrieved_not_deep_reviewed +41059854821783,2026-06-08T16:21:55Z,2026-08-31T13:48:53Z,【稳住Max simulation streak】windows配置定时任务,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41059854821783,retrieved_not_deep_reviewed +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 +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 +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 +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,2026-09-06T11:07:03Z,【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/41020681850519,retrieved_not_deep_reviewed +41000341056791,2026-06-05T16:21:58Z,2026-08-09T16:33:51Z,近8000刀！Master赚到了GM的Quarterly Payment！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/41000341056791,retrieved_not_deep_reviewed +40995374876183,2026-06-05T13:41:55Z,2026-08-31T03:50:33Z,[Python Alpha 挑战赛] Python Alpha 的一种双模式回测工具设计,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40995374876183,retrieved_not_deep_reviewed +40972941718807,2026-06-04T16:29:22Z,2026-08-28T10:13:01Z,CONCENTRATED WEIGHT 系统性排查与修复手册-1（基于实战经验的 CW 攻防全指南）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40972941718807,retrieved_not_deep_reviewed +40965093558679,2026-06-04T11:24:04Z,2026-08-23T12:35:29Z,antigravitycli运行mcp工作流,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40965093558679,retrieved_not_deep_reviewed +40964044763031,2026-06-04T09:57:44Z,2026-07-30T07:49:36Z,【经验分享】用自动化工作流在 BRAIN 上量产 Alpha ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40964044763031,retrieved_not_deep_reviewed +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 +40957810418199,2026-06-04T00:26:10Z,2026-09-06T14:23:26Z,DCC 第三名经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40957810418199,retrieved_not_deep_reviewed +40937398436119,2026-06-03T13:09:52Z,2026-07-07T14:03:41Z,【免费AI工具系列】DAT三家的最新AI桌面助手，附模型推荐和福利活动盘点,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40937398436119,retrieved_not_deep_reviewed +40936186021271,2026-06-03T12:24:51Z,2026-09-04T14:52:00Z,SuperAlpha 去重的一点小坑：只看 selection 可能还不够,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40936186021271,curated +40929650605207,2026-06-03T02:22:32Z,2026-08-29T00:27:26Z,二季度了2个月，和大家分享一些alpha挖掘的思路,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40929650605207,retrieved_not_deep_reviewed +40902892248983,2026-06-02T07:01:01Z,2026-08-31T08:11:29Z,行业中性加时序标准化：一个干净的 Alpha 模板,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40902892248983,retrieved_not_deep_reviewed +40876222943895,2026-06-01T12:46:10Z,2026-07-07T14:18:32Z,【又来个免费AI】超快的阶跃Step 3.7 Flash，Hermes Agent 可以免费用一个月,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40876222943895,retrieved_not_deep_reviewed +40875429141015,2026-06-01T12:11:50Z,2026-08-29T23:23:48Z,【免费API系列3】全球前十的AI lab——Agnes AI 的免费API，文本/图片/视频模型全免费,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40875429141015,retrieved_not_deep_reviewed +40873662176535,2026-06-01T10:20:04Z,2026-09-04T11:55:57Z,OS RANK全球第一！我是如何做到的？,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40873662176535,retrieved_not_deep_reviewed +40872804113175,2026-06-01T09:06:01Z,2026-07-07T13:55:11Z,【经验分享】Roo Code 插件停止维护了，解决方案在这,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40872804113175,retrieved_not_deep_reviewed +40870826319511,2026-06-01T05:07:32Z,2026-08-31T07:11:51Z,[Python Alpha 挑战赛]半自动化的python alpha挖掘思路,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40870826319511,retrieved_not_deep_reviewed +40857367883159,2026-05-31T04:51:16Z,2026-07-09T03:10:59Z,一个很小但很有用的工具：Alpha Backtest Ledger，避免重复回测,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159,curated +40847481080087,2026-05-30T14:03:10Z,2026-09-05T18:23:41Z,【Alpha灵感】使用nip族数据点亮news塔,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087,curated +40817725354903,2026-05-29T08:05:03Z,2026-07-20T03:35:35Z,【大角羊】总收入突破万刀，感恩与大家一路同行！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40817725354903,retrieved_not_deep_reviewed +40815296759703,2026-05-29T03:03:56Z,2026-07-07T14:24:53Z,[Python Alpha 挑战赛] 从数据定义到硬核推土机：手搓 ECDF 与高斯映射，深挖“最悲观预期”长牛动量,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40815296759703,retrieved_not_deep_reviewed +40797859802647,2026-05-28T15:14:04Z,2026-08-07T10:56:32Z,Python Alpha会议要点与竞赛分析报告——20260528,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40797859802647,retrieved_not_deep_reviewed +40796757798807,2026-05-28T14:38:37Z,2026-09-04T08:15:02Z,[Python Alpha 挑战赛] 基于skill: brain-simAlphasinBatch-and-track 的 Python Alpha 迭代工作流,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40796757798807,retrieved_not_deep_reviewed +40790666727575,2026-05-28T08:53:56Z,2026-09-04T08:12:53Z,【Alpha 模板】Earnings模板分享，低相关性，助你横向点塔（干货满满，不来将会错失一个亿）,alpha-idea;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40790666727575,curated +40790558975767,2026-05-28T08:45:07Z,2026-08-31T03:51:26Z,[Python Alpha 挑战赛]一句话让AI批量生成Python Alpha,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40790558975767,retrieved_not_deep_reviewed +40788850736023,2026-05-28T05:14:34Z,2026-08-31T03:52:53Z,[Python Alpha 速查] Python Alpha 实战全景：256 个包、API 工程、三类探索方向,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40788850736023,retrieved_not_deep_reviewed +40786815350167,2026-05-28T01:30:31Z,2026-07-07T13:57:42Z,【经验分享】在手机上操作AI打工人,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40786815350167,retrieved_not_deep_reviewed +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 +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 +40735661471383,2026-05-26T09:55:25Z,2026-08-29T02:14:08Z,这个模版到底怎么做？【传奇耐打王系列三】,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40735661471383,retrieved_not_deep_reviewed +40734437350679,2026-05-26T07:35:08Z,2026-09-07T01:14:33Z,这个因子到底有没有混信号？【传奇耐打王系列一】,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40734437350679,retrieved_not_deep_reviewed +40734489248151,2026-05-26T07:34:44Z,2026-08-29T02:16:12Z,Python alpha 提交经验分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40734489248151,retrieved_not_deep_reviewed +40732429672343,2026-05-26T03:17:52Z,2026-08-28T07:34:49Z,【经验分享】我是如何从0到1做出python alpha的（附提示词）,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40732429672343,retrieved_not_deep_reviewed +40719428121623,2026-05-25T14:37:20Z,2026-07-15T09:07:54Z,"MCP 服务器支持 Python Alpha（language=""PYTHON""），同时保持原有 FASTEXPR 功能完全不受影响",ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40719428121623,retrieved_not_deep_reviewed +40703455289623,2026-05-24T14:39:29Z,2026-08-21T08:33:31Z,【AI打工人】代码公开，0基础使用，给AI流水线生成的alpha加上名字,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40703455289623,retrieved_not_deep_reviewed +40698184990615,2026-05-24T02:51:31Z,2026-09-02T10:49:18Z,osmosis自动设置,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40698184990615,retrieved_not_deep_reviewed +40684608877591,2026-05-23T04:45:29Z,2026-08-07T10:43:19Z,【经验分享】一句话改造mcp支持pyhton alpha,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40684608877591,retrieved_not_deep_reviewed +40667155168791,2026-05-22T15:26:39Z,2026-09-05T10:45:22Z,提交按钮绿了?先别急！alpha提交前的检查清单,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40667155168791,retrieved_not_deep_reviewed +40639393075223,2026-05-21T14:52:02Z,2026-07-04T08:56:45Z,【经验分享】什么？菜鸡gold也能三天连续90刀+,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40639393075223,retrieved_not_deep_reviewed +40604927279895,2026-05-20T09:42:57Z,2026-07-26T13:32:41Z,🚀 【26年5月主题活动】「Osmosis 破浪挑战赛」：启动你的收益引擎，赢取BRAIN周边积分！,ai-mining;portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/40604927279895,retrieved_not_deep_reviewed +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 +40533711115927,2026-05-17T10:01:03Z,2026-07-26T07:12:26Z,【Combined Alpha Performance】踩坑分享，纯新手comb -2+,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927,retrieved_not_deep_reviewed +40532948003479,2026-05-17T07:52:43Z,2026-08-13T13:58:43Z,不使用 GitHub，如何把代码在不同机器之间同步,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40532948003479,retrieved_not_deep_reviewed +40531705016855,2026-05-17T04:34:24Z,2026-08-07T10:47:28Z,通过 Zendesk API 直接获取 WQB 平台资源 — 告别浏览器依赖,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40531705016855,retrieved_not_deep_reviewed +40531412200471,2026-05-17T03:51:16Z,2026-08-26T10:56:00Z,用AI优化【Japan Robustness Sharpe】的一些工作流经验分享,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40531412200471,retrieved_not_deep_reviewed +40531102400663,2026-05-17T03:13:53Z,2026-07-08T13:55:25Z,"OpenCode+MCP,分析一个数据集（包含提示词）",alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40531102400663,retrieved_not_deep_reviewed +40530659645719,2026-05-17T02:09:56Z,2026-07-07T14:13:22Z,挖掘 Token 黑洞 01：MCP Simulation 如何吞掉 70%+ 的可读上下文,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40530659645719,retrieved_not_deep_reviewed +40520794084119,2026-05-16T13:52:25Z,2026-09-02T16:34:47Z,vf从0.95暴跌到0.57，cb从1点多到0.几点的反思,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40520794084119,retrieved_not_deep_reviewed +40490830379415,2026-05-15T08:28:18Z,2026-09-07T05:39:02Z, 【免费API】deepseekv4系列+AI编程神器9router,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40490830379415,retrieved_not_deep_reviewed +40458012001815,2026-05-14T01:31:38Z,2026-07-25T11:21:49Z,Python纯代码获取论坛内容(不使用任何无头浏览器等操作),engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40458012001815,retrieved_not_deep_reviewed +40434113248791,2026-05-13T10:17:54Z,2026-07-21T03:10:00Z,【不太一样的ownSA自动化】聚类助你突破ownSA瓶颈，有点抽象，欢迎大家批评指正，附开箱即用代码,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40434113248791,retrieved_not_deep_reviewed +40433337996183,2026-05-13T08:58:57Z,2026-09-06T02:41:29Z,"【经验分享】涅槃重生：vf从0.18到0.97,combine从-1.25到2.02！",portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40433337996183,retrieved_not_deep_reviewed +40433238987159,2026-05-13T08:46:13Z,2026-08-28T18:02:50Z,【alpha灵感】双字段alpha构建提示次，助力各位60塔,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40433238987159,retrieved_not_deep_reviewed +40431103477527,2026-05-13T04:25:38Z,2026-06-29T14:28:55Z,有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不 ,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40431103477527,retrieved_not_deep_reviewed +40406240166807,2026-05-12T10:37:45Z,2026-07-28T03:42:27Z,【代码优化】三行代码解决MCP回测卡顿断线的问题,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40406240166807,retrieved_not_deep_reviewed +40373405530647,2026-05-11T03:11:42Z,2026-09-06T15:08:16Z,BRAIN Consultant 兼职定位与行为边界的建议和分享 ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40373405530647,retrieved_not_deep_reviewed +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 +40347330265879,2026-05-09T06:17:45Z,2026-07-07T13:52:09Z,【龙虎榜·卷二】Combine惊雷再起，VF季决尘埃落定，神秘GM满值归来，万刀之上几何？,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40347330265879,retrieved_not_deep_reviewed +40346082255255,2026-05-09T03:28:51Z,2026-09-04T08:15:24Z,【经验总结】Osmosis / OSM：根本原理、Alpha 池筛选与点数分配方法,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40346082255255,retrieved_not_deep_reviewed +40321767904023,2026-05-08T08:38:44Z,2026-07-18T16:38:43Z,【经验分享】Combine大幅提升，增幅高达1.74,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40321767904023,retrieved_not_deep_reviewed +40297238763159,2026-05-07T12:43:54Z,2026-09-04T08:55:02Z,分享我的 AI 因子挖掘流程：20 天 11 塔，尽量自动化，打工人友好,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/40297238763159,retrieved_not_deep_reviewed +40294373064855,2026-05-07T09:18:06Z,2026-06-30T15:43:49Z,稳稳拿下gm，combine到六维的耕耘经验,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/40294373064855,retrieved_not_deep_reviewed +40292420301591,2026-05-07T05:28:27Z,2026-06-29T14:28:24Z,【工具分享】Pkgdiff：在线免费给cnhkmcp做版本差异分析,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40292420301591,retrieved_not_deep_reviewed +40290434309655,2026-05-07T02:02:22Z,2026-06-29T14:28:23Z,最近跑通的一套 Alpha 研究“反馈回路”：少一点玄学，多一点可验证,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40290434309655,retrieved_not_deep_reviewed +40287368788375,2026-05-06T22:44:53Z,2026-08-27T17:36:56Z,【技术科普】在论坛发布彩色的帖子,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40287368788375,retrieved_not_deep_reviewed +40264015704215,2026-05-06T07:16:11Z,2026-08-07T10:45:43Z,【解决tag过多不好找的实用插件】妈妈再也不用担心我划拉半天没找到要找的tag啦,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40264015704215,retrieved_not_deep_reviewed +40236868764567,2026-05-05T12:08:41Z,2026-07-30T12:30:44Z,解决 Codebuddy code 迭代回测alpha时突然停下的方法,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40236868764567,retrieved_not_deep_reviewed +40175357844503,2026-05-02T07:03:40Z,2026-08-26T07:04:06Z,PYTHON alpha的ast解析和语法检查,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40175357844503,retrieved_not_deep_reviewed +40153456172567,2026-05-01T12:41:40Z,2026-09-03T08:33:16Z,痛失GM，新手的Q1总结,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40153456172567,retrieved_not_deep_reviewed +40150797833239,2026-05-01T08:29:11Z,2026-09-02T04:16:47Z,WorldQuant BRAIN MCP 工具调用架构升级：从 Stdio 到 HTTP API,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40150797833239,retrieved_not_deep_reviewed +40134245568663,2026-04-30T16:58:44Z,2026-08-26T18:09:21Z,【Alpha灵感】全球第一个MEA因子（零PC alpha），我是怎么做出来的？,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/40134245568663,retrieved_not_deep_reviewed +40091088861591,2026-04-29T04:36:13Z,2026-08-07T11:03:19Z,【工具优化】技能brain-data-scope（华子哥插件插件的数据分析模块）,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/40091088861591,retrieved_not_deep_reviewed +40089426663959,2026-04-29T01:44:21Z,2026-09-04T14:49:44Z,【OB】一个自进化的 RAG 搜索系统🎯,other,https://support.worldquantbrain.com/hc/en-us/community/posts/40089426663959,retrieved_not_deep_reviewed +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 +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 +39947433598871,2026-04-23T01:05:41Z,2026-08-22T05:25:44Z,【学习笔记】Fast+Slow 快慢因子组合：解决因子实操难题的思路探讨,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39947433598871,retrieved_not_deep_reviewed +39947266331031,2026-04-23T00:58:16Z,2026-06-29T06:30:32Z,【顾问心得】Osmosis 分数总不稳？我跟 AI 学习组合逻辑,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39947266331031,retrieved_not_deep_reviewed +39945764650263,2026-04-22T23:11:21Z,2026-09-06T06:11:03Z,【经验分享】我如何坚持半年只用 AI 找 Alpha：WorldQuant BRAIN 上的 Agent 搭建、优化与反思,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39945764650263,retrieved_not_deep_reviewed +39923106285207,2026-04-22T07:24:19Z,2026-06-27T02:52:29Z,【征文邀请】那些你在IQC踩过的坑，可能正是今年选手最需要的答案 ,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39923106285207,retrieved_not_deep_reviewed +39922788056343,2026-04-22T06:45:00Z,2026-09-06T01:57:44Z,【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster！（上篇）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39922788056343,retrieved_not_deep_reviewed +39922320882455,2026-04-22T05:47:36Z,2026-08-07T10:56:38Z,正版AI工具包合集优惠推荐 Lenny‘s newsletter bundle 无封号困扰,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39922320882455,retrieved_not_deep_reviewed +39920503976087,2026-04-22T02:17:02Z,2026-09-02T03:41:38Z,如何通过【Robust universe Sharpe and returns】检测的一些尝试,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39920503976087,retrieved_not_deep_reviewed +39907023480599,2026-04-21T16:20:17Z,2026-07-20T11:19:17Z,【WQ Manager】大更新！新增Base Payment排行榜！,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39907023480599,retrieved_not_deep_reviewed +39899189437847,2026-04-21T10:16:07Z,2026-07-27T23:53:09Z,【工具分享】（即插即用）AI写description费token？直接用网页版就好了,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39899189437847,retrieved_not_deep_reviewed +39873247817495,2026-04-20T12:33:20Z,2026-08-19T03:15:20Z,一键自动化回测代码分享,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39873247817495,retrieved_not_deep_reviewed +39870945020183,2026-04-20T09:49:12Z,2026-08-07T10:58:38Z,"【代码分享】AI生成Alpha总是”凭空想象""？给它喂论文，鱼饵才对味！",ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39870945020183,retrieved_not_deep_reviewed +39870662977687,2026-04-20T09:19:58Z,2026-07-14T10:53:29Z,经验分享：最近做 Regular 点塔时反复踩到的几个坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39870662977687,retrieved_not_deep_reviewed +39868267753623,2026-04-20T04:14:46Z,2026-08-30T09:29:48Z,Pipeline MCP 深度版：面向多样性、高质量、低相关性 Alpha 持续生产的编排架构实践,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39868267753623,retrieved_not_deep_reviewed +39859045823511,2026-04-19T13:14:48Z,2026-08-22T11:52:09Z,【经验分享】新人顾问0.5--->0.62--->0.95--->0.99vf经验分享,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39859045823511,retrieved_not_deep_reviewed +39858612511383,2026-04-19T12:35:29Z,2026-06-28T08:19:08Z,【经验分享】云端磁盘深度清理，让云端更加流畅丝滑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39858612511383,retrieved_not_deep_reviewed +39857630237591,2026-04-19T10:23:42Z,2026-08-23T13:07:29Z,我的Alpha提交算法进化史：从团划分剪枝到最大权重独立集,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39857630237591,retrieved_not_deep_reviewed +39854893045655,2026-04-19T02:51:39Z,2026-06-27T03:37:49Z,穿透参数迷雾：量化策略的敏感度分析与鲁棒性构建,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39854893045655,retrieved_not_deep_reviewed +39854742805271,2026-04-19T02:26:34Z,2026-07-29T07:02:19Z,26.04.19 新顾问培训AI打工人安装 codebuddy配置版.,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39854742805271,retrieved_not_deep_reviewed +39845230299927,2026-04-18T12:59:03Z,2026-08-01T17:39:01Z,【Alpha灵感】AI搜索字段极性配对，构建低PC因子(附提示词),alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39845230299927,curated +39826862025879,2026-04-17T16:35:24Z,2026-07-15T11:04:57Z,World Quant漫画（第三期）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39826862025879,retrieved_not_deep_reviewed +39822852669079,2026-04-17T14:36:50Z,2026-07-17T04:47:53Z,多图解析USA最新3x High Turnover Theme国区提交现况,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39822852669079,retrieved_not_deep_reviewed +39759673422487,2026-04-15T09:27:39Z,2026-08-13T14:05:49Z,在wq半年：从1.5刀到100刀，我是怎么做到连续三个月vf1.0+comb2.94的,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39759673422487,retrieved_not_deep_reviewed +39759058734359,2026-04-15T08:23:19Z,2026-07-29T07:24:15Z,【新人心魔】打破心魔之旅：这样的因子到底要不要交？,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39759058734359,retrieved_not_deep_reviewed +39756841978519,2026-04-15T03:48:36Z,2026-08-01T03:45:22Z,【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39756841978519,retrieved_not_deep_reviewed +39729140385559,2026-04-14T06:17:42Z,2026-07-24T14:15:00Z,【差生文具多】WQ助手1.02版(安卓版本+windows版本),other,https://support.worldquantbrain.com/hc/en-us/community/posts/39729140385559,retrieved_not_deep_reviewed +39728814444695,2026-04-14T05:42:52Z,2026-07-30T02:16:37Z,26年Q1 Genius定级已更新，Q2赛季加油！,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39728814444695,retrieved_not_deep_reviewed +39710403268759,2026-04-13T15:33:25Z,2026-06-30T15:41:20Z,【资源分享】免费的claude opus 4.6 api - Replit,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39710403268759,retrieved_not_deep_reviewed +39690289189015,2026-04-12T13:31:17Z,2026-06-29T20:16:29Z,【大角羊】一分钟掌握参加Orthogonal HTVR Theme要点（三倍加成）！,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39690289189015,retrieved_not_deep_reviewed +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 +39567420541079,2026-04-07T11:00:52Z,2026-09-04T09:29:19Z,【个人经验】PPA 因子筛选标准与实战心得（适合新手参考）,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39567420541079,retrieved_not_deep_reviewed +39565397650839,2026-04-07T07:21:14Z,2026-04-15T16:44:18Z,低成本使用ai，助力回测！,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39565397650839,retrieved_not_deep_reviewed +39531360358295,2026-04-05T17:23:40Z,2026-08-26T06:44:04Z,【新人向】是否还在对华子哥数据WebDataRAW不会解压而感到苦恼！即插即用代码来了，仅需Excel就可以进行数据分析！,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39531360358295,retrieved_not_deep_reviewed +39524416948887,2026-04-05T01:07:37Z,2026-07-16T01:00:28Z,"通俗易懂，从另一个角度理解一下方法vector_neut(x, y)、ts_vector_neut(x, y, d)、ts_vector_proj(x, y, d)",other,https://support.worldquantbrain.com/hc/en-us/community/posts/39524416948887,retrieved_not_deep_reviewed +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 +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,2026-08-20T14:58:14Z,【OSMOSIS新人友好版】真正的一键打分：指定区域清空+补齐10类+标签过滤,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39408397746199,retrieved_not_deep_reviewed +39368763910807,2026-03-29T08:40:07Z,2026-06-29T00:02:35Z,【ValueFactor】关于这次更新VF从0.98突然暴跌至0.75的反思与警示,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/39368763910807,retrieved_not_deep_reviewed +39367839107095,2026-03-29T05:37:12Z,2026-08-30T14:24:22Z,手把手教学：新顾问如何安装APP+AI打工人模块,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39367839107095,retrieved_not_deep_reviewed +39354616684439,2026-03-28T07:33:39Z,2026-06-10T00:20:34Z,【工作流分享】基于openclaw的自动化agent工作流,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39354616684439,retrieved_not_deep_reviewed +39354351739415,2026-03-28T06:32:44Z,2026-07-16T08:04:28Z,【QUANT101】什么是 Non-Compensated Alpha? 如何筛选 Compensated Alpha？,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39354351739415,retrieved_not_deep_reviewed +39354315278103,2026-03-28T06:31:40Z,2026-06-10T00:20:46Z,【Agent Memory模块探索】用Supermemory在WorldQuant平台自动化挖掘Alpha因子,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39354315278103,retrieved_not_deep_reviewed +39330854528151,2026-03-27T08:00:33Z,2026-09-06T17:51:56Z,经验分享-Combine提升之路-过山车的经历真刺激，从负数到2的来时路,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39330854528151,retrieved_not_deep_reviewed +39329143529751,2026-03-27T03:47:42Z,2026-06-29T13:49:39Z,【限时羊毛】只要邀请完成平台使用邮箱注册，即可获得IQC限定雨伞和背包！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39329143529751,retrieved_not_deep_reviewed +39319955780887,2026-03-26T19:08:49Z,2026-09-06T11:38:31Z,【经验分享】用AI 跑了几百次回测还找不到优质信号，到底是池塘没鱼还是鱼饵不对？燃烧token！给 AI 装上导航！,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39319955780887,retrieved_not_deep_reviewed +39306926420887,2026-03-26T11:18:56Z,2026-09-03T09:02:59Z,半自动化提交 试试这套代码’，高效省心,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39306926420887,retrieved_not_deep_reviewed +39305892045719,2026-03-26T09:35:11Z,2026-07-31T14:29:03Z,我依靠这套代码，半个月点了10个塔,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39305892045719,retrieved_not_deep_reviewed +39304762113815,2026-03-26T07:13:47Z,2026-09-05T08:40:38Z,Harness engineering下的AI Quant,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815,retrieved_not_deep_reviewed +39303870526487,2026-03-26T05:03:57Z,2026-06-10T17:44:05Z,ProdCorr改造插件，【即插即用】，直观显示Category，IS Testing Status 一键直达alphaid页面 ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39303870526487,retrieved_not_deep_reviewed +39302047350423,2026-03-26T01:37:21Z,2026-06-10T00:21:20Z,【Agent Memory 模块】OpenClaw节省Token的插件：PowerMem安装 ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39302047350423,retrieved_not_deep_reviewed +39289349830295,2026-03-25T17:07:49Z,2026-07-24T10:44:09Z,微信Clawbot接通AI打工人,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39289349830295,retrieved_not_deep_reviewed +39285932794391,2026-03-25T15:18:01Z,2026-09-06T15:18:05Z,鼠鼠靠着做WQ重启人生,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39285932794391,retrieved_not_deep_reviewed +39255045175191,2026-03-24T12:51:53Z,2026-08-22T04:18:03Z,积极拥抱AI-关于Claude-Code的agent-team功能的探索,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39255045175191,retrieved_not_deep_reviewed +39253260827543,2026-03-24T11:12:58Z,2026-08-23T02:37:46Z,【工作流分享】Gold可用的Super Alpha挖掘策略,ai-mining;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39253260827543,retrieved_not_deep_reviewed +39252022275223,2026-03-24T09:05:46Z,2026-08-25T05:11:11Z,【邪修】当龙虾没有饲料了怎么办？白嫖啊！,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39252022275223,retrieved_not_deep_reviewed +39251610735639,2026-03-24T08:15:29Z,2026-08-20T04:13:25Z,【VF 0.95收入经验分享】高VF如何拿到更高的base,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39251610735639,retrieved_not_deep_reviewed +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 +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 +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 +39224495902103,2026-03-23T07:55:35Z,2026-06-10T00:22:56Z,新晋顾问26天经验与踩坑分享,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39224495902103,retrieved_not_deep_reviewed +39224451555223,2026-03-23T07:47:43Z,2026-06-10T00:23:00Z,成为顾问的100天感想：道阻且长，唯有沉心学习。,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39224451555223,retrieved_not_deep_reviewed +39224259294999,2026-03-23T07:15:35Z,2026-08-06T03:19:39Z,【代码分享】遇到429时，我用代码写了个一套管理机制来动态控制并发数,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39224259294999,retrieved_not_deep_reviewed +39223126454679,2026-03-23T04:23:56Z,2026-07-16T00:19:02Z,【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39223126454679,retrieved_not_deep_reviewed +39223135297431,2026-03-23T04:22:04Z,2026-06-29T00:04:20Z,"""看一眼线""，那是在看啥，Alpha""续航力评分""工具",engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39223135297431,retrieved_not_deep_reviewed +39215982466071,2026-03-22T16:09:07Z,2026-08-08T00:46:41Z,[skills小工具]将数据库中数据封装成skills，用于AI工作流,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39215982466071,retrieved_not_deep_reviewed +39213565539095,2026-03-22T12:00:01Z,2026-07-29T14:28:19Z,【Quant101】手把手教你搭建本地因子库 ①,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39213565539095,retrieved_not_deep_reviewed +39211291325335,2026-03-22T04:36:51Z,2026-08-26T06:57:45Z,成为Expert的VF爬升之路：0.68-0.98-0.99,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39211291325335,retrieved_not_deep_reviewed +39202207210135,2026-03-21T13:59:19Z,2026-08-18T08:34:04Z,[代码优化]精准Osmosis10万点数（误差只有1）,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/39202207210135,retrieved_not_deep_reviewed +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 +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 +39117486836375,2026-03-18T01:55:55Z,2026-07-03T17:06:00Z,cnhkmcp中的报错修复，及pipeline不能启动的修复,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39117486836375,retrieved_not_deep_reviewed +39091774330007,2026-03-17T06:55:31Z,2026-06-27T03:32:06Z,[经验分享]近五天OSM平均0.79，单日最高0.95，我可能做对了什么,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39091774330007,retrieved_not_deep_reviewed +39072175598103,2026-03-16T15:25:23Z,2026-08-25T12:50:27Z,[新手向]关于我上赛季冲刺点塔踩的坑,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39072175598103,retrieved_not_deep_reviewed +39071216934295,2026-03-16T14:57:21Z,2026-06-10T00:24:15Z,一次艰难的gemini报错调试修复记录,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39071216934295,retrieved_not_deep_reviewed +39070572131479,2026-03-16T14:38:50Z,2026-06-10T17:44:07Z,Claude Code 双倍额度限时，国内用户时差红利，附精准时间表,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39070572131479,retrieved_not_deep_reviewed +39070236782231,2026-03-16T14:29:42Z,2026-06-10T00:24:29Z,OpenClaw“三省六部”架构助力Alpha构建实践,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39070236782231,retrieved_not_deep_reviewed +39061898258071,2026-03-16T05:55:04Z,2026-07-28T11:16:57Z,workbuddy让回测更方便,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/39061898258071,retrieved_not_deep_reviewed +39050410166807,2026-03-15T13:53:18Z,2026-09-03T01:53:10Z,关于IS ladder sharpe优化的一点实践经验,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39050410166807,retrieved_not_deep_reviewed +39035430170135,2026-03-14T14:22:46Z,2026-07-30T02:58:45Z,【经验分享】第一个35SA的生成之路-你认为的好对SA来说不一定真的好,other,https://support.worldquantbrain.com/hc/en-us/community/posts/39035430170135,retrieved_not_deep_reviewed +39034638600343,2026-03-14T13:10:48Z,2026-06-10T00:24:52Z,写了一个专门生成提交alpha 的open claw 的skill ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39034638600343,retrieved_not_deep_reviewed +39034538171159,2026-03-14T13:02:40Z,2026-08-27T12:51:09Z,   【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的              ,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/39034538171159,retrieved_not_deep_reviewed +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,2026-09-05T14:52:59Z,AI教我写模板,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951,retrieved_not_deep_reviewed +38980270292631,2026-03-12T04:28:30Z,2026-08-24T11:13:04Z,16815刀季度奖经验分享-小虎,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38980270292631,retrieved_not_deep_reviewed +38979392093591,2026-03-12T02:49:10Z,2026-06-30T18:10:16Z,差一点就能提交的alpha怎么救？我的10个方法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38979392093591,retrieved_not_deep_reviewed +38979342434455,2026-03-12T02:46:36Z,2026-08-06T06:46:57Z,【工具分享】用Claude Code + MCP搭建全自动因子挖掘流水线的实践,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38979342434455,retrieved_not_deep_reviewed +38953629858327,2026-03-11T06:39:16Z,2026-06-27T11:49:20Z,【VF0.74 BASE居然也能40刀！】每日base方向帖,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38953629858327,retrieved_not_deep_reviewed +38932709256727,2026-03-10T14:03:07Z,2026-09-01T11:50:14Z,【经验分享】我的上分之路：Gold→Master→Grandmaster,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38932709256727,retrieved_not_deep_reviewed +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 +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 +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 +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 +38768672144151,2026-03-03T14:20:03Z,2026-07-24T04:36:19Z,【日常生活贴】我的量化日记第十季 ,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38768672144151,retrieved_not_deep_reviewed +38767793594775,2026-03-03T13:47:25Z,2026-08-24T12:07:38Z,【经验分享】菜鸟日记——代码小白如何稳住6个月VF0.9+,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38767793594775,retrieved_not_deep_reviewed +38761123396375,2026-03-03T03:24:32Z,2026-07-30T02:16:42Z,【26年3月主题活动】2026 全球量化挑战赛（IQC）推荐计划 & Osmosis 大挑战,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38761123396375,retrieved_not_deep_reviewed +38738996110743,2026-03-02T14:23:47Z,2026-06-29T13:54:04Z,"我这个expert,领了半个master的奖金！！！",other,https://support.worldquantbrain.com/hc/en-us/community/posts/38738996110743,retrieved_not_deep_reviewed +38736030987927,2026-03-02T12:21:30Z,2026-07-27T01:46:40Z,[代码优化]将历史回测存储至MongoDB中,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38736030987927,retrieved_not_deep_reviewed +38720223996439,2026-03-01T08:50:29Z,2026-06-10T00:30:14Z,成为expert，vf连续三个月上0.9！！！,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38720223996439,retrieved_not_deep_reviewed +38706673362327,2026-02-28T09:25:43Z,2026-09-07T01:43:23Z,【MCP 提示词优化 alpha】全流程提示词,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38706673362327,retrieved_not_deep_reviewed +38680670654999,2026-02-27T08:02:23Z,2026-08-25T15:24:48Z,[经验分享]❌从全错到全对✅，仅一个月实现combine -1.2→3.18 + vf0.92,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38680670654999,retrieved_not_deep_reviewed +38669179039255,2026-02-26T19:36:10Z,2026-08-30T01:57:22Z,EUR TOPCS1600的经验：解决Robust universe Sharpe / Sub-universe Sharpe / Weight concentration 问题,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38669179039255,retrieved_not_deep_reviewed +38660272769047,2026-02-26T14:51:16Z,2026-06-10T00:30:40Z,一文详解DCC比赛,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38660272769047,retrieved_not_deep_reviewed +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 +38631459115543,2026-02-25T14:00:29Z,2026-07-28T12:30:38Z,DCC比赛Tutorial和代码详解,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38631459115543,retrieved_not_deep_reviewed +38628691756695,2026-02-25T11:36:50Z,2026-07-12T17:20:28Z,一个非科班选手的量化“打怪升级”路——季度奖突破万刀必读,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38628691756695,retrieved_not_deep_reviewed +38628480955671,2026-02-25T11:19:05Z,2026-08-24T09:31:51Z,借助ai手搓出一个IND region的other355字段alpha，记录一下步骤经过,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38628480955671,retrieved_not_deep_reviewed +38626615856535,2026-02-25T08:05:42Z,2026-06-10T00:31:09Z,【大角羊】一秒重置Osmosis Points！,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38626615856535,retrieved_not_deep_reviewed +38624849608215,2026-02-25T04:42:01Z,2026-06-10T00:31:17Z,请说你想当推荐王？推荐管理工具免费送上,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38624849608215,retrieved_not_deep_reviewed +38623022786839,2026-02-25T01:46:52Z,2026-06-10T00:31:23Z,💰💰2025年度收入回顾,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38623022786839,retrieved_not_deep_reviewed +38609982663191,2026-02-24T17:23:24Z,2026-07-30T02:16:14Z,数据字段创建比赛首次培训,alpha-idea;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38609982663191,retrieved_not_deep_reviewed +38605161502231,2026-02-24T14:56:25Z,2026-06-10T00:31:36Z,BRAIN打工人解决报错之claude与node.js冲突,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38605161502231,retrieved_not_deep_reviewed +38595030532631,2026-02-24T01:07:50Z,2026-06-10T00:32:22Z,【大角羊】一分钟掌握参加DCC比赛要点！,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38595030532631,retrieved_not_deep_reviewed +38582852015895,2026-02-23T18:02:09Z,2026-07-14T13:46:17Z,【WQ数据监控 v0.2.0】wqmanager.qzz.io 版本更新 ---- 新增 Osmosis Rank 变化情况及周维度对比。,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38582852015895,retrieved_not_deep_reviewed +38561233060631,2026-02-22T15:24:08Z,2026-08-24T11:57:57Z,【贺六浑】被忽视的宝藏算子：vec_min 与 vec_max 的特定搭配妙用,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38561233060631,retrieved_not_deep_reviewed +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 +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 +38373794487063,2026-02-13T02:44:02Z,2026-06-10T00:34:53Z,【工具分享】简单便捷地给大模型添加skills,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38373794487063,retrieved_not_deep_reviewed +38353367804695,2026-02-12T13:39:47Z,2026-06-27T11:50:19Z,【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新！ 快来看看本次 value factor 和 combined 更新情况吧！,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38353367804695,retrieved_not_deep_reviewed +38349347744407,2026-02-12T08:05:12Z,2026-07-09T03:10:05Z,终于走出雾霾区，体验了一把“一柱擎天”的喜悦！！！（vf: 0.5 -> 0.14 -> 0.13 -> 0.38 ->0.81->0.95）,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38349347744407,retrieved_not_deep_reviewed +38348972485911,2026-02-12T07:15:22Z,2026-06-10T00:35:09Z,0.74VF也能1RA吃到14刀！,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38348972485911,retrieved_not_deep_reviewed +38320422749463,2026-02-11T07:22:25Z,2026-06-10T00:35:14Z,【经验分享】如何从expert直升GM,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38320422749463,retrieved_not_deep_reviewed +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 +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 +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 +38251309633303,2026-02-08T09:18:06Z,2026-06-10T00:38:55Z,新增的免费ai api 大模型提供商，【七牛云注册就送300万token】根本用不完,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38251309633303,retrieved_not_deep_reviewed +38249576693911,2026-02-08T04:57:26Z,2026-07-31T16:43:02Z,[必要检查：OS比赛分数统计]OS比赛分数统计,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38249576693911,retrieved_not_deep_reviewed +38235318555415,2026-02-07T05:44:22Z,2026-06-10T00:39:04Z,【送AI Token】参加今日培训AI工具助你研究效率翻倍，更有token券相送,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38235318555415,retrieved_not_deep_reviewed +38234815701911,2026-02-07T04:16:00Z,2026-08-29T13:04:16Z,Alpha稳健性检验代码,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38234815701911,retrieved_not_deep_reviewed +38213050258839,2026-02-06T12:39:56Z,2026-08-23T15:52:55Z,[AIAC2][操作符] 167 操作符全示例，赋能AI 生成、优化、验证表达式,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38213050258839,retrieved_not_deep_reviewed +38210807994519,2026-02-06T09:28:25Z,2026-07-29T16:04:46Z,OSMOSIS 分数分配策略 by TIGER：big head 分配法,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38210807994519,retrieved_not_deep_reviewed +38209592294167,2026-02-06T06:42:41Z,2026-06-10T00:43:16Z,VF第一次更新从0.5-0.88的感想,portfolio;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38209592294167,retrieved_not_deep_reviewed +38187278934551,2026-02-05T14:15:07Z,2026-06-29T14:22:04Z,data存储与主题数据高效获取方法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38187278934551,retrieved_not_deep_reviewed +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 +38182883500055,2026-02-05T09:48:58Z,2026-07-29T14:44:42Z,OS更新后对于“这个因子到底能不能交”的一点思考 【传奇耐打王系列一】,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38182883500055,retrieved_not_deep_reviewed +38182819864471,2026-02-05T09:38:03Z,2026-08-26T13:53:46Z,【差生文具多】WQ助手1.01版本(安卓版本),other,https://support.worldquantbrain.com/hc/en-us/community/posts/38182819864471,retrieved_not_deep_reviewed +38154547987607,2026-02-04T08:15:31Z,2026-06-10T00:43:46Z,【ValueFactor提升经验】从0.26->0.53->0.56->0.9->0.95的经验之谈,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38154547987607,retrieved_not_deep_reviewed +38151220803095,2026-02-04T02:22:18Z,2026-09-03T09:07:10Z,AI打工人配置指南 - Windows\Mac\Linux,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38151220803095,retrieved_not_deep_reviewed +38149908964759,2026-02-04T01:09:24Z,2026-06-10T00:43:55Z,【AI打工人Step4运行问题】针对Mac系统的代码调整,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38149908964759,retrieved_not_deep_reviewed +38121900955415,2026-02-03T05:48:25Z,2026-06-10T00:44:00Z,新人期升段失败 ，vf0.5-0.93的个人小结,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38121900955415,retrieved_not_deep_reviewed +38121748548759,2026-02-03T05:25:48Z,2026-07-17T22:01:22Z,【WQ数据监控】wqmanager.qzz.io 一览wq-leaderboard数据,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38121748548759,retrieved_not_deep_reviewed +38121562587543,2026-02-03T05:01:45Z,2026-06-10T00:44:11Z,萌新第一次定级怎么做到comb-1.48但是Velue Factor0.9的（踩坑教程）,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/38121562587543,retrieved_not_deep_reviewed +38121310515223,2026-02-03T04:33:20Z,2026-09-03T09:42:11Z,PPA活动主题限制下，提交ra点塔的一点心得。,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/38121310515223,retrieved_not_deep_reviewed +38120459173143,2026-02-03T03:10:49Z,2026-07-22T02:09:44Z,PC限流的破解小窍门：基于SC的PC优化方法,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38120459173143,retrieved_not_deep_reviewed +38120400657687,2026-02-03T03:03:52Z,2026-06-10T00:44:21Z,【MCP error -32000: Connection closed】解决无法连接问题（MAC系统）,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38120400657687,retrieved_not_deep_reviewed +38120016912407,2026-02-03T02:28:52Z,2026-06-29T02:45:50Z,【BRAIN顾问的春节精彩瞬间】马上有福·BRAIN新春喜乐会 🏮,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38120016912407,retrieved_not_deep_reviewed +38095332944919,2026-02-02T09:02:27Z,2026-06-10T00:44:31Z,iflow cli接入自定义大模型api,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38095332944919,retrieved_not_deep_reviewed +38081199177239,2026-02-01T07:44:01Z,2026-08-20T13:58:29Z,【新人向-SA的本地计算SC】复制即用！跟上后一篇PC检测代码！,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38081199177239,retrieved_not_deep_reviewed +38037870580375,2026-01-30T02:11:13Z,2026-06-10T00:44:42Z,[找灵感] 我遇到的找灵感时账号登录问题,alpha-idea,https://support.worldquantbrain.com/hc/en-us/community/posts/38037870580375,retrieved_not_deep_reviewed +38025695370775,2026-01-29T18:31:48Z,2026-08-09T16:28:34Z,【效率王】APP重磅升级功能：来点Alpha--重新定义AI时代123阶,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38025695370775,retrieved_not_deep_reviewed +38021301172759,2026-01-29T16:12:12Z,2026-06-10T00:44:54Z,关于ts_decay_linear的妙用,other,https://support.worldquantbrain.com/hc/en-us/community/posts/38021301172759,retrieved_not_deep_reviewed +38013614427671,2026-01-29T09:43:31Z,2026-08-31T06:22:43Z,Gemini CLI正确开启skills以及alpha迭代优化工作流,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/38013614427671,retrieved_not_deep_reviewed +38013569192983,2026-01-29T09:32:22Z,2026-06-10T00:45:04Z,使用mcp+ai挖掘alpha过程中节约token的小技巧,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38013569192983,retrieved_not_deep_reviewed +38011740910743,2026-01-29T05:25:34Z,2026-08-07T10:56:00Z,英伟达免费模型接入Claude Code使用AI打工人,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38011740910743,retrieved_not_deep_reviewed +38010074902295,2026-01-29T02:45:43Z,2026-04-30T22:54:38Z,我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化，记录一下过程,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38010074902295,retrieved_not_deep_reviewed +38009162109079,2026-01-29T01:32:17Z,2026-08-15T03:37:36Z,【新手向】打造经济实用型打工人-为AI打工人配置优惠的coding plan,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/38009162109079,retrieved_not_deep_reviewed +37983679645463,2026-01-28T03:33:42Z,2026-06-10T00:45:18Z,羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37983679645463,retrieved_not_deep_reviewed +37982251006487,2026-01-28T01:35:23Z,2026-08-02T08:01:06Z,白嫖指南：长期稳定免费大模型 API,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37982251006487,retrieved_not_deep_reviewed +37958822593175,2026-01-27T08:32:21Z,2026-06-22T00:56:47Z,[AIAC2] Alpha 生成系统：AI驱动的量化策略优化框架,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37958822593175,retrieved_not_deep_reviewed +37953156945687,2026-01-26T23:49:56Z,2026-06-10T00:45:38Z,手机远程连接claudecode，24小时随时指挥AI干活！,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37953156945687,retrieved_not_deep_reviewed +37922239190039,2026-01-25T16:35:34Z,2026-06-10T00:45:42Z,AI打工人系列：玩转MAC系统中回测小问题,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37922239190039,retrieved_not_deep_reviewed +37905611580311,2026-01-24T09:12:17Z,2026-06-22T00:52:50Z,【OB】在OpenCode中使用Antigravity的Claude额度,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37905611580311,retrieved_not_deep_reviewed +37878120993559,2026-01-23T07:35:03Z,2026-08-07T18:40:43Z,这个因子到底能不能交？ 定级后关于因子提交的沉重反思 【传奇耐打王系列一】,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37878120993559,retrieved_not_deep_reviewed +37877587810327,2026-01-23T06:23:31Z,2026-09-07T05:51:42Z,GLB区域使用ppa点塔,platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37877587810327,retrieved_not_deep_reviewed +37858237686167,2026-01-22T14:48:04Z,2026-08-07T10:46:14Z,基于论坛的 Super Alpha 全自动化框架：从策略生成到最大独立集优化 (附完整源码),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37858237686167,retrieved_not_deep_reviewed +37857879534487,2026-01-22T14:35:22Z,2026-07-19T05:51:32Z,opencode+skills全自动优化alpha,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37857879534487,retrieved_not_deep_reviewed +37856141500951,2026-01-22T13:24:07Z,2026-06-10T00:46:07Z,【Community Leader - 因子构造】gemini_cli_sdk + 双agent，打造一个听话的挖掘工2,alpha-idea;ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37856141500951,retrieved_not_deep_reviewed +37852483070743,2026-01-22T07:57:28Z,2026-06-10T00:46:12Z,iflow提示API账户余额不足（Insufficient Balance）？不要急，切换个模型即可,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37852483070743,retrieved_not_deep_reviewed +37852378086039,2026-01-22T07:34:32Z,2026-09-04T09:44:30Z,【ValueFactor】0.38->0.89->1->0.99->1的自我救赎 ,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37852378086039,retrieved_not_deep_reviewed +37831022530583,2026-01-21T15:34:49Z,2026-07-17T23:10:10Z,Trae+SKILL+规则+记忆=AI全自动挖掘因子,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37831022530583,retrieved_not_deep_reviewed +37828798034711,2026-01-21T14:15:58Z,2026-06-10T00:46:25Z,【一键切换API供应商】小白也能配置，AI打工人的辅助神器，适用Claude Code、Codex、Gemini CLI,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37828798034711,retrieved_not_deep_reviewed +37824943159959,2026-01-21T10:21:06Z,2026-06-10T00:46:29Z,【大角羊】一分钟掌握参加AIAC2.0比赛要点！,ai-mining;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37824943159959,retrieved_not_deep_reviewed +37824666278935,2026-01-21T09:48:53Z,2026-08-27T12:34:34Z,[WARNING!!!WARNING!!!WARNING] OS已觉醒!!!｜样本外更新之后，我终于看清哪些因子只是“剧情战力” | 附分析代码,engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37824666278935,retrieved_not_deep_reviewed +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 +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 +37776070276119,2026-01-19T14:14:28Z,2026-07-21T15:38:26Z,【工具推荐】claude-code-proxy + AI打工人：使用免费的大模型白嫖打工人！,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37776070276119,retrieved_not_deep_reviewed +37762717623063,2026-01-18T16:52:39Z,2026-06-10T00:47:18Z,【AI桌面插件】作为智能助手寻找 Alpha 模版和灵感,alpha-idea;ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37762717623063,retrieved_not_deep_reviewed +37760676701463,2026-01-18T12:58:32Z,2026-06-10T00:47:22Z,Mac OS设置cnhkmcp环境,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37760676701463,retrieved_not_deep_reviewed +37760428555287,2026-01-18T12:23:49Z,2026-07-03T16:58:10Z, [工具分享] 追踪每一次cnhkmcp的更新,ai-mining;engineering;platform,https://support.worldquantbrain.com/hc/en-us/community/posts/37760428555287,retrieved_not_deep_reviewed +37759477785239,2026-01-18T09:47:10Z,2026-08-07T10:44:23Z,[Alpha优化] 提高Robust Universie Sharp，提高Sub Universe Sharp，降低Turnover的常见方式,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37759477785239,retrieved_not_deep_reviewed +37745706080407,2026-01-17T08:00:15Z,2026-06-22T00:23:32Z,【SKILLS everywhere】自动同步skills，从claude到gemini，codex，iflow,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37745706080407,retrieved_not_deep_reviewed +37744709099671,2026-01-17T05:17:18Z,2026-06-10T00:47:42Z,最新MacOS tahoe 系统如何解决运行APP后打开回测器报错解决方案,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37744709099671,retrieved_not_deep_reviewed +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 +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 +37662026299543,2026-01-14T06:57:15Z,2026-06-10T00:48:16Z,盘点最近薅到的免费大模型,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37662026299543,retrieved_not_deep_reviewed +37661413598231,2026-01-14T05:24:25Z,2026-06-10T00:48:21Z,Gemini cli如何使用cnhkmcp中的Skills,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37661413598231,retrieved_not_deep_reviewed +37660909564311,2026-01-14T04:20:13Z,2026-07-19T18:20:57Z,[四季度六维数据] 聚焦目标数据，超越自我,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37660909564311,retrieved_not_deep_reviewed +37660271259159,2026-01-14T03:20:18Z,2026-06-10T00:48:25Z,【代码优化】优化datafield的模糊查询,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37660271259159,retrieved_not_deep_reviewed +37659557662615,2026-01-14T02:14:22Z,2026-06-10T00:48:31Z,win10解决cmd窗口不显示图标和特殊符号的问题,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37659557662615,retrieved_not_deep_reviewed +37646343046807,2026-01-13T17:33:05Z,2026-06-10T00:48:35Z,【代码优化，即插即用】一键批量获取数据字段（以可直接用于app的格式/已解决429问题）,alpha-idea;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37646343046807,retrieved_not_deep_reviewed +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 +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 +37606116158743,2026-01-12T08:22:40Z,2026-07-28T03:46:05Z,【SDK+MCP+AGENT三层架构】因子挖掘系统，实现mcp稳定运行不断,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37606116158743,curated +37603695761047,2026-01-12T03:06:31Z,2026-06-10T00:49:23Z,解决Gemini输出乱码问题,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37603695761047,retrieved_not_deep_reviewed +37595337103511,2026-01-11T13:37:32Z,2026-07-19T06:00:27Z,论AI“过拟合”的那些套路与对策-----附：Gemini强制鞭策大法（理论听话）,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37595337103511,retrieved_not_deep_reviewed +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 +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 +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 +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,2026-08-28T22:07:36Z,新手福音，全自动爬山算法，1个Alpha变N个！！！（开箱即用）,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37523762919575,retrieved_not_deep_reviewed +37503393839895,2026-01-07T15:32:28Z,2026-02-28T07:18:35Z,[Gemini大王]同时调取多个Gemini Cli完成不同工作,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37503393839895,retrieved_not_deep_reviewed +37495491312407,2026-01-07T06:52:07Z,2026-01-17T12:29:52Z,【代码优化】一句话debug：429？多try一下就好啦！,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37495491312407,retrieved_not_deep_reviewed +37495033591447,2026-01-07T05:55:18Z,2026-08-24T04:48:37Z,QuantGo Kit：基于Grafana的WorldQuant量化可视化篇,other,https://support.worldquantbrain.com/hc/en-us/community/posts/37495033591447,retrieved_not_deep_reviewed +37494588760343,2026-01-07T04:56:49Z,2026-05-17T07:10:31Z,【代码优化】缘分一道桥429 频繁报错 + 解析误判的一个实用修法（亲测有效）,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37494588760343,retrieved_not_deep_reviewed +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 +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 +37427295710359,2026-01-04T09:45:08Z,2026-08-01T04:49:27Z,[SuperAlpha] 基于SuperAlpha数据分析师--Own极简回测次数源源不断三五(附代码),engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37427295710359,retrieved_not_deep_reviewed +37389747140119,2026-01-02T06:57:14Z,2026-02-02T08:11:24Z,Brain Labs填充缺失值使用未来数据吗？,ai-mining,https://support.worldquantbrain.com/hc/en-us/community/posts/37389747140119,retrieved_not_deep_reviewed +37388868198423,2026-01-02T04:37:56Z,2026-08-14T05:27:45Z,2025年踩坑经验总结 vf 0.5->0.13->0.38->0.81； Combined Alpha Performance 0.68->0.06->-0.58->0.36；,portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37388868198423,retrieved_not_deep_reviewed +37388646548119,2026-01-02T04:12:54Z,2026-09-06T12:19:42Z,[工具分享]一键 Robust Sharpe优化辅助,engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37388646548119,retrieved_not_deep_reviewed +37386294914199,2026-01-01T23:54:25Z,2026-07-12T10:24:28Z,[cnhkmcp APP] 导出带settings的json批量回测--断点续传，智能重试,ai-mining;engineering,https://support.worldquantbrain.com/hc/en-us/community/posts/37386294914199,retrieved_not_deep_reviewed +37377610926999,2026-01-01T07:46:19Z,2026-07-25T10:32:22Z,获取生产相关性代码改进,engineering;portfolio,https://support.worldquantbrain.com/hc/en-us/community/posts/37377610926999,retrieved_not_deep_reviewed diff --git a/docs/worldquant-knowledge-base/06-sources/forum-review-2026.csv b/docs/worldquant-knowledge-base/06-sources/forum-review-2026.csv new file mode 100644 index 0000000..9c50c8c --- /dev/null +++ b/docs/worldquant-knowledge-base/06-sources/forum-review-2026.csv @@ -0,0 +1,624 @@ +post_id,created_at,updated_at,title,url,group_heuristic,review_status,comments_retrieved,comments_complete,knowledge_files +43208281917591,2026-09-03T02:27:56Z,2026-09-06T15:14:46Z,03-【进阶学习】Super Alpha 每日获得额外1-60USD，来此学习,https://support.worldquantbrain.com/hc/en-us/community/posts/43208281917591,portfolio,synthesized,0,True,04-platform/superalpha-collection-review.md +43181411147287,2026-09-02T10:44:26Z,2026-09-07T04:45:22Z,【Alpha Idea】谁在付 Spread？——订单流攻击性、半衰期分层与一个双引擎架构的诞生,https://support.worldquantbrain.com/hc/en-us/community/posts/43181411147287,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md +43179860065303,2026-09-02T08:17:04Z,2026-09-07T07:51:01Z,"【Alpha Idea】维基百科关注度的""突压""信号(sent)在德国DEU市场的因子化尝试",https://support.worldquantbrain.com/hc/en-us/community/posts/43179860065303,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md +43179521660823,2026-09-02T07:35:26Z,2026-09-07T07:32:08Z,"【Alpha Idea】不看幅度看""显著性""：一个信噪比（SNR）模板在 USA / GLB / EUR 三个市场的因子化尝试",https://support.worldquantbrain.com/hc/en-us/community/posts/43179521660823,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md +43179259800471,2026-09-02T07:12:12Z,2026-09-07T07:45:43Z,02-【进阶学习】API优化、模版、自制数据、wqb、本地自相关检测等进阶合集,https://support.worldquantbrain.com/hc/en-us/community/posts/43179259800471,guides,synthesized,0,True,03-engineering/advanced-collection-review.md +43151729306647,2026-09-01T13:11:24Z,2026-09-07T08:18:50Z,【Alpha Idea】机构持仓变化与拥挤反转：institutions18 在 GLB 市场的因子化尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/43151729306647,ideas,synthesized,0,True,01-alpha-ideas/mechanism-cards.md;06-sources/curated.md +43147371557015,2026-09-01T08:24:29Z,2026-09-06T15:03:50Z,【9月主题活动】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力！,https://support.worldquantbrain.com/hc/en-us/community/posts/43147371557015,events,synthesized,0,True,00-restart/2026-timeline.md;04-platform/current-updates.md;06-sources/curated.md;09-experience-lessons/competition-evidence.md +43087031637527,2026-08-29T05:39:26Z,2026-09-07T04:46:24Z,【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型 ,https://support.worldquantbrain.com/hc/en-us/community/posts/43087031637527,events,screened,0,True, +43085454784535,2026-08-29T02:21:57Z,2026-09-07T06:08:37Z,本地check ppc的完整方法及代码，助你GLB PPA开发一臂之力,https://support.worldquantbrain.com/hc/en-us/community/posts/43085454784535,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md;08-alpha-optimization/portfolio-and-correlation.md +43067045830679,2026-08-28T14:10:52Z,2026-09-07T04:47:29Z,分享一下ZCode送3亿GLM‑5.3‑Flash 模型 token活动。,https://support.worldquantbrain.com/hc/en-us/community/posts/43067045830679,events,screened,0,True, +43058251853847,2026-08-28T02:23:03Z,2026-09-07T07:27:18Z,获取 WorldQuant 每天剩余回测次数、已回测次数,https://support.worldquantbrain.com/hc/en-us/community/posts/43058251853847,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md +43031577079575,2026-08-27T08:00:38Z,2026-09-07T04:48:08Z,新人顾问心得，尝试通过Robust测试（一边修改一边写帖子）,https://support.worldquantbrain.com/hc/en-us/community/posts/43031577079575,lessons,synthesized,0,True,09-experience-lessons/failure-casebook.md +43031425132823,2026-08-27T07:41:24Z,2026-09-07T04:48:39Z,和AI学点手搓小知识-vec操作符解析,https://support.worldquantbrain.com/hc/en-us/community/posts/43031425132823,optimization,screened,0,True, +43030071187479,2026-08-27T02:21:08Z,2026-09-06T22:00:47Z,01-【新人必读】新顾问入门指南！,https://support.worldquantbrain.com/hc/en-us/community/posts/43030071187479,guides,screened,1,True, +43006316208151,2026-08-26T12:39:42Z,2026-09-07T04:49:04Z,【组合层心法】Combined Alpha 冲 2.0 不是堆出来的：一条四季爬升线里的少交比多交强,https://support.worldquantbrain.com/hc/en-us/community/posts/43006316208151,portfolio,synthesized,0,True,08-alpha-optimization/portfolio-and-correlation.md +43002825233687,2026-08-26T08:04:33Z,2026-09-06T11:22:37Z,🌟 玩转 Osmosis：让你的 Alphas 成为最高 2 倍收益放大器！(机制详解与实操指南),https://support.worldquantbrain.com/hc/en-us/community/posts/43002825233687,portfolio,synthesized,2,True,04-platform/portfolio-osmosis.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md +42981290349463,2026-08-25T14:24:44Z,2026-09-07T06:08:53Z,一个skill让AI不再混信号,https://support.worldquantbrain.com/hc/en-us/community/posts/42981290349463,ai,synthesized,0,True,02-ai-mining/2026-methods-and-failures.md +42975079714839,2026-08-25T08:53:50Z,2026-09-07T04:49:44Z,免费体验 MiniMax‑M3！GMI Cloud 限时 14 天无限制调用福利,https://support.worldquantbrain.com/hc/en-us/community/posts/42975079714839,events,screened,0,True, +42972530812183,2026-08-25T03:58:37Z,2026-09-07T04:50:15Z,Region Agnostic Alpha (RAA) 详解 — 新手入门指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42972530812183,general,screened,0,True, +42955680180247,2026-08-24T16:05:41Z,2026-09-07T04:50:35Z,【SPC实战】信号衰减5-7天：数据源“时效性”比“全面性”更重要,https://support.worldquantbrain.com/hc/en-us/community/posts/42955680180247,general,synthesized,0,True,04-platform/spc.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md +42945861800983,2026-08-24T09:08:41Z,2026-09-07T04:51:02Z,【🐉龙虎榜·卷四】季度奖揭榜，VF 为纲——谁人乘龙，谁人执印？,https://support.worldquantbrain.com/hc/en-us/community/posts/42945861800983,events,screened,0,True, +42943436447127,2026-08-24T04:09:19Z,2026-09-07T04:51:28Z,【测试】相对文件名路径验证帖,https://support.worldquantbrain.com/hc/en-us/community/posts/42943436447127,general,screened,0,True, +42801904467607,2026-08-18T07:14:53Z,2026-09-07T04:51:51Z,[AI工具]让AI打工人使用免费的deepseek(freebuff反向代理),https://support.worldquantbrain.com/hc/en-us/community/posts/42801904467607,ai,screened,0,True, +42775887653399,2026-08-17T13:07:37Z,2026-09-06T10:10:44Z,"Combined Alpha Performance 连续四季爬升，本季度突破 2.0：一条""从负数到2""的实证轨迹",https://support.worldquantbrain.com/hc/en-us/community/posts/42775887653399,portfolio,screened,0,True, +42774450536343,2026-08-17T12:12:11Z,2026-09-06T10:10:52Z,【大角羊】💰 每天14:30，微信自动把昨天的 Base Payment 账单送到你手上（RA/SA 分项 · 开箱即用）,https://support.worldquantbrain.com/hc/en-us/community/posts/42774450536343,general,screened,0,True, +42772611660823,2026-08-17T10:05:06Z,2026-09-06T22:01:20Z,【经验分享】分享一个combine稳定2+，最高3.23的ppa池子分布，以及分享做ppa的经验,https://support.worldquantbrain.com/hc/en-us/community/posts/42772611660823,lessons,screened,0,True, +42771962021143,2026-08-17T08:55:07Z,2026-09-07T05:43:12Z,【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧！,https://support.worldquantbrain.com/hc/en-us/community/posts/42771962021143,ai,screened,0,True, +42757091114647,2026-08-16T07:52:17Z,2026-09-07T05:43:28Z,免费使用DeepSeek V4 Pro,https://support.worldquantbrain.com/hc/en-us/community/posts/42757091114647,general,screened,3,True, +42756641286295,2026-08-16T06:34:33Z,2026-09-06T10:11:17Z,base记录,https://support.worldquantbrain.com/hc/en-us/community/posts/42756641286295,general,screened,0,True, +42756136847639,2026-08-16T05:11:27Z,2026-09-06T10:11:25Z,AI打工人适配Opencode go套餐,https://support.worldquantbrain.com/hc/en-us/community/posts/42756136847639,ai,screened,0,True, +42743732814999,2026-08-15T11:17:48Z,2026-09-06T10:11:33Z,Claude Code Router 和quantflow不兼容的解决办法,https://support.worldquantbrain.com/hc/en-us/community/posts/42743732814999,ai,screened,0,True, +42740521405463,2026-08-15T04:01:48Z,2026-09-06T10:11:40Z,【大角羊】📱💻 电脑上的 Pi × 手机钉钉 双向通信——从零搭建全教程（零公网 · 零成本 · 开机自启）】,https://support.worldquantbrain.com/hc/en-us/community/posts/42740521405463,general,screened,0,True, +42738237663639,2026-08-15T00:37:15Z,2026-09-06T10:11:47Z,Claude Code 第三方模型使用搜索的利器——EXA,https://support.worldquantbrain.com/hc/en-us/community/posts/42738237663639,ai,screened,0,True, +42721824181271,2026-08-14T14:28:28Z,2026-09-06T10:11:53Z,把 Self-Correlation 搬到本地：用 daily-pnl 精确复现平台口径（实测最大误差 0.00004）,https://support.worldquantbrain.com/hc/en-us/community/posts/42721824181271,portfolio,synthesized,0,True,03-engineering/correlation.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md +42720875852439,2026-08-14T13:56:37Z,2026-09-06T10:11:57Z,【7月新顾问分享】新人如何从每天0产出到每天稳定产出alpha经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42720875852439,lessons,screened,0,True, +42714622464407,2026-08-14T06:16:44Z,2026-09-06T22:00:58Z,CNHKMCP QuantFlow 提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/42714622464407,ai,screened,1,True, +42691768951447,2026-08-13T14:10:35Z,2026-09-06T10:12:05Z,CLIProxyAPI桌面版，搭配opencode-go，实现与QuantFlow的配合,https://support.worldquantbrain.com/hc/en-us/community/posts/42691768951447,engineering,screened,0,True, +42686571665303,2026-08-13T09:20:16Z,2026-09-06T10:12:11Z,【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/42686571665303,general,screened,0,True, +42662873714711,2026-08-12T13:39:07Z,2026-09-06T10:12:18Z,AI模板库分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42662873714711,ai,screened,0,True, +42587179348119,2026-08-09T13:34:48Z,2026-09-06T10:12:24Z,GBR/DEU新地区不出货？多图解析新地区Alpha首周全球提交现况,https://support.worldquantbrain.com/hc/en-us/community/posts/42587179348119,general,screened,0,True, +42585946296855,2026-08-09T11:25:38Z,2026-09-06T10:12:32Z,分享一个连接插件中prodmemo和python的一个小脚本，帮助大家可以将页面上缓存的pc拿到python里用,https://support.worldquantbrain.com/hc/en-us/community/posts/42585946296855,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md +42549574041367,2026-08-07T15:11:16Z,2026-09-06T10:12:41Z,普通 Alpha 到顶级 Alpha 的优化执行手册,https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367,optimization,synthesized,0,True,08-alpha-optimization/diagnostic-workflow.md +42519002511767,2026-08-06T13:40:05Z,2026-09-07T06:45:10Z,【经验分享】Python Alpha 30名心得：从 FastExpr 到 Python，我用 17 个 alpha 趟出来的一条路,https://support.worldquantbrain.com/hc/en-us/community/posts/42519002511767,lessons,synthesized,0,True,00-restart/corrections.md;02-ai-mining/python-alpha.md;06-sources/curated.md +42513832186263,2026-08-06T08:10:32Z,2026-09-06T10:12:57Z,【7月新顾问分享】从“用户阶段好用”到“顾问阶段跑通”,https://support.worldquantbrain.com/hc/en-us/community/posts/42513832186263,general,screened,0,True, +42513455206423,2026-08-06T07:24:54Z,2026-09-06T10:13:04Z,【7月新顾问分享】从盲目试错到建立可复盘的 Alpha ai研究流程。 随着大模型的增强，我个人认为skill是无用之举，并且会限制你的ai去挖掘更多方向,https://support.worldquantbrain.com/hc/en-us/community/posts/42513455206423,lessons,synthesized,0,True,02-ai-mining/research-workflow.md;06-sources/curated.md +42509573118999,2026-08-06T01:10:42Z,2026-09-06T10:13:17Z,"AI: GLB analyst16 -- 从""潜力 Alpha""到""成功 Alpha""：一次成功挖掘regular alpha的复盘",https://support.worldquantbrain.com/hc/en-us/community/posts/42509573118999,lessons,screened,7,True, +42487308197783,2026-08-05T12:29:10Z,2026-09-07T07:25:25Z,TRAE 自动化定时任务 + 电脑控制：让 AI的Alpha 优化永不卡死，全程零人工盯屏,https://support.worldquantbrain.com/hc/en-us/community/posts/42487308197783,optimization,screened,0,True, +42460800447895,2026-08-04T14:16:29Z,2026-09-06T10:13:28Z,关于华子哥插件显示数据集表现的方法,https://support.worldquantbrain.com/hc/en-us/community/posts/42460800447895,data,screened,0,True, +42455010729367,2026-08-04T09:08:28Z,2026-09-06T10:13:38Z,【经验分享】省钱！！Context 与 Token 极致瘦身的 3 大技巧,https://support.worldquantbrain.com/hc/en-us/community/posts/42455010729367,lessons,screened,0,True, +42425230653719,2026-08-03T11:12:47Z,2026-09-06T10:13:44Z,【资源分享】基于腾讯IMA的 WorldQuant BRAIN 论坛高价值(GM)经验总结知识库,https://support.worldquantbrain.com/hc/en-us/community/posts/42425230653719,lessons,screened,1,True, +42423993843735,2026-08-03T09:16:29Z,2026-09-06T15:03:55Z,【2026.08月活动】给回测服务器上点压力！提升回测数量是提交alpha的前提,https://support.worldquantbrain.com/hc/en-us/community/posts/42423993843735,events,screened,10,True, +42423399281815,2026-08-03T08:06:20Z,2026-09-06T10:14:03Z,【经验分享】：弱推理模型提示词工程思路,https://support.worldquantbrain.com/hc/en-us/community/posts/42423399281815,lessons,screened,0,True, +42407253630359,2026-08-02T06:45:01Z,2026-09-06T10:14:10Z,【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster！（下篇）,https://support.worldquantbrain.com/hc/en-us/community/posts/42407253630359,general,screened,10,True, +42406158561943,2026-08-02T04:01:39Z,2026-09-06T10:14:21Z,【工程优化】Agent 挖 Alpha 时 Token 黑洞：raw 留磁盘，对话只读 decision,https://support.worldquantbrain.com/hc/en-us/community/posts/42406158561943,optimization,synthesized,7,True,02-ai-mining/research-workflow.md;03-engineering/architecture.md;06-sources/curated.md +42403326870423,2026-08-01T23:06:55Z,2026-08-31T04:35:05Z,【工作流分享】我用reasonix 以正式版deepseek4flash 13小时花费3.5rmb 挖到一个美国因子,https://support.worldquantbrain.com/hc/en-us/community/posts/42403326870423,ai,screened,7,True, +42359440646551,2026-07-31T02:03:08Z,2026-08-31T02:54:25Z,"使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC",https://support.worldquantbrain.com/hc/en-us/community/posts/42359440646551,ai,screened,11,True, +42304810788375,2026-07-29T07:28:45Z,2026-09-06T13:09:26Z,【Quant101】工具开源：FastPlus —— 大模型友好的本地 Fast Expression 解析器,https://support.worldquantbrain.com/hc/en-us/community/posts/42304810788375,ai,screened,2,True, +42304698341399,2026-07-29T07:08:46Z,2026-09-06T06:42:12Z,新顾问专属｜GAC 2026火热进行中，8月9日前所有GLB D1 Pure PowerPool Alpha均可参赛！,https://support.worldquantbrain.com/hc/en-us/community/posts/42304698341399,general,screened,4,True, +42302637812503,2026-07-29T03:17:49Z,2026-09-07T07:46:17Z,📢 BRAIN 中国区意见与建议留言墙,https://support.worldquantbrain.com/hc/en-us/community/posts/42302637812503,ai,screened,102,True, +42302363145879,2026-07-29T03:00:25Z,2026-09-04T08:52:16Z,【龙虎榜·卷三】Combine新章鸣锣，VF季榜神州十八骑绝尘，榜更迟来群雄逐鹿，新赛季首更谁立潮头？,https://support.worldquantbrain.com/hc/en-us/community/posts/42302363145879,lessons,screened,1,True, +42274443124119,2026-07-28T04:37:43Z,2026-09-06T14:58:44Z,【工作流分享】我把整套 BRAIN 挖矿流程写成了 5 个 Agent Skill（含使用教程 + 真实实验记录 + 全套文件打包下载）,https://support.worldquantbrain.com/hc/en-us/community/posts/42274443124119,ai,synthesized,48,True,02-ai-mining/2026-methods-and-failures.md;02-ai-mining/five-agent-skills-review.md;02-ai-mining/research-workflow.md;06-sources/curated.md +42259186135831,2026-07-27T17:54:46Z,2026-09-04T08:53:44Z,【2个月提交220个RA经验分享】跨地区通用规律：哪些经验换个 Region 还能用？,https://support.worldquantbrain.com/hc/en-us/community/posts/42259186135831,lessons,synthesized,9,True,08-alpha-optimization/diagnostic-workflow.md;09-experience-lessons/failure-casebook.md +42258807786391,2026-07-27T17:43:50Z,2026-09-07T07:40:24Z,【2个月提交220个RA经验分享】ASI 从论坛知识到实战验证：SLOW 中性化是王道,https://support.worldquantbrain.com/hc/en-us/community/posts/42258807786391,lessons,synthesized,6,True,09-experience-lessons/failure-casebook.md +42216209199255,2026-07-25T09:32:43Z,2026-09-04T08:56:59Z,【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结,https://support.worldquantbrain.com/hc/en-us/community/posts/42216209199255,lessons,screened,3,True, +42215740602135,2026-07-25T08:45:29Z,2026-09-04T14:46:10Z,快给你们的帖子化妆吧！一套实测可用的 HTML 排版组件,https://support.worldquantbrain.com/hc/en-us/community/posts/42215740602135,general,screened,2,True, +42215210781719,2026-07-25T07:43:59Z,2026-09-06T15:07:50Z,成为 Grandmaster 后，我复盘了 Q2 的 224 个 Alpha：相比过去，哪些真的改变了？,https://support.worldquantbrain.com/hc/en-us/community/posts/42215210781719,lessons,screened,17,True, +42211897526295,2026-07-25T02:29:49Z,2026-09-05T00:55:49Z,【SPC深度实战】从数据源到信号衰减——Systematic Predictions Challenge 排名优化的完整框架,https://support.worldquantbrain.com/hc/en-us/community/posts/42211897526295,optimization,screened,0,True, +42187906212247,2026-07-24T08:28:52Z,2026-09-04T09:01:52Z,冷门数据集分享【earnings】,https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247,data,synthesized,7,True,01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md;07-professional-knowledge/data-and-signal-semantics.md +42187744015767,2026-07-24T08:12:51Z,2026-08-31T04:09:35Z,使用rank_by_side改善2year_sharpe/ladder_sharpe,https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767,optimization,synthesized,11,True,08-alpha-optimization/diagnostic-workflow.md +42185098677399,2026-07-24T02:58:26Z,2026-09-05T07:49:49Z,分享自己写的超多功能的客户端(效率神器),https://support.worldquantbrain.com/hc/en-us/community/posts/42185098677399,general,screened,7,True, +42184733027991,2026-07-24T02:18:40Z,2026-09-06T03:36:50Z,浅谈我的一二三阶开发流程----记7.23日新人答疑课,https://support.worldquantbrain.com/hc/en-us/community/posts/42184733027991,general,synthesized,6,True,02-ai-mining/research-workflow.md;06-sources/curated.md +42161798745879,2026-07-23T09:22:01Z,2026-09-06T11:31:07Z,从新手到GM顾问：我的Alpha挖掘系统化方法论分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42161798745879,general,screened,7,True, +42160945573271,2026-07-23T07:42:15Z,2026-09-06T06:42:27Z,用Python alpha 剔除/保留特定国家/行业进行回测的初步尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/42160945573271,engineering,screened,7,True, +42160836246039,2026-07-23T07:26:46Z,2026-09-05T00:26:28Z,GOLD→MASTER→GM，VF0.96，我的11月至6月总结。,https://support.worldquantbrain.com/hc/en-us/community/posts/42160836246039,lessons,screened,6,True, +42160653418647,2026-07-23T07:06:37Z,2026-09-06T06:42:27Z,通过Labs查看group类型字段的字符串与对应数字id的方法(附部分对应表格),https://support.worldquantbrain.com/hc/en-us/community/posts/42160653418647,data,synthesized,0,True,07-professional-knowledge/data-and-signal-semantics.md +42078917602455,2026-07-20T10:08:29Z,2026-08-29T02:50:51Z,【Quant101】AI因子挖掘实战：零成本用AI挖掘一个 High Turnover PPA,https://support.worldquantbrain.com/hc/en-us/community/posts/42078917602455,optimization,screened,16,True, +42078729821591,2026-07-20T09:49:27Z,2026-09-05T00:25:15Z,【字段处理】nan 不是一种：断粮型该填、真缺型别填（GLB/MINVOL1M & IND/TOP500/D1）,https://support.worldquantbrain.com/hc/en-us/community/posts/42078729821591,data,synthesized,9,True,07-professional-knowledge/data-and-signal-semantics.md +42065802192023,2026-07-19T12:27:25Z,2026-08-29T02:53:46Z,[Token王] 2026Q2 全球六维数据分析,https://support.worldquantbrain.com/hc/en-us/community/posts/42065802192023,general,screened,7,True, +42065262268567,2026-07-19T11:29:39Z,2026-09-05T00:25:15Z,【换手治理】低换手≠稳健：turnover 的三个隐形侵蚀点，和 trade_when 别用反了（USA/TOP3000/D1）,https://support.worldquantbrain.com/hc/en-us/community/posts/42065262268567,optimization,synthesized,3,True,08-alpha-optimization/diagnostic-workflow.md +42064574062359,2026-07-19T10:02:02Z,2026-08-29T02:56:24Z,最近跑 alpha 后沉淀的几个少踩坑经验,https://support.worldquantbrain.com/hc/en-us/community/posts/42064574062359,lessons,screened,2,True, +42064544905495,2026-07-19T09:53:45Z,2026-08-29T02:58:20Z,最近跑 alpha 后沉淀的几个少踩坑经验,https://support.worldquantbrain.com/hc/en-us/community/posts/42064544905495,lessons,screened,3,True, +42062231758103,2026-07-19T03:51:11Z,2026-08-29T02:59:29Z,【GLB】冷门数据集分享,https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103,data,synthesized,6,True,07-professional-knowledge/data-and-signal-semantics.md +42061123738903,2026-07-19T01:29:50Z,2026-09-06T06:42:28Z,Python alpha官方webinar视频代码补档：ACO + Online alphas,https://support.worldquantbrain.com/hc/en-us/community/posts/42061123738903,engineering,screened,4,True, +42060935441943,2026-07-19T01:05:26Z,2026-09-06T06:42:28Z,官方webinar不分享源代码？用skill一键完整提取视频中的代码,https://support.worldquantbrain.com/hc/en-us/community/posts/42060935441943,ai,screened,1,True, +42047259261335,2026-07-18T04:01:02Z,2026-09-05T00:25:15Z,从 Fast 翻译到 Python Alpha 别急着炫技：截面/时序错位是头号杀手，事件漂移和中性化层级是隐形雷,https://support.worldquantbrain.com/hc/en-us/community/posts/42047259261335,optimization,synthesized,2,True,02-ai-mining/python-alpha.md;06-sources/curated.md +42045578950551,2026-07-18T01:16:32Z,2026-09-07T06:45:10Z,【经验分享】从Gold到Master：一个普通顾问的升级之路,https://support.worldquantbrain.com/hc/en-us/community/posts/42045578950551,lessons,screened,4,True, +42044407938839,2026-07-17T23:55:28Z,2026-08-29T03:05:13Z,在回测页面新窗口打开Alpha 详情页和在详情页便携复制信息的油猴脚本,https://support.worldquantbrain.com/hc/en-us/community/posts/42044407938839,engineering,screened,0,True, +42029118285847,2026-07-17T14:49:02Z,2026-09-05T00:25:16Z,rank / zscore / group_rank 别乱用：中性化前这一步，决定你 OS 稳不稳,https://support.worldquantbrain.com/hc/en-us/community/posts/42029118285847,optimization,screened,4,True, +42022555985047,2026-07-17T08:57:03Z,2026-09-04T16:04:05Z,【SPC宝可梦】收集多位投资大师Promot,https://support.worldquantbrain.com/hc/en-us/community/posts/42022555985047,general,screened,0,True, +42021722069143,2026-07-17T07:32:26Z,2026-09-05T00:27:21Z,【工具优化】回测页面中Alpha详情的跳转按钮没了？插件来实现！,https://support.worldquantbrain.com/hc/en-us/community/posts/42021722069143,optimization,screened,1,True, +42021244122775,2026-07-17T06:37:04Z,2026-09-04T18:00:25Z,SPC 竞赛 Prompt 生成完整指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42021244122775,general,screened,1,True, +42020342676759,2026-07-17T04:56:47Z,2026-09-04T15:52:25Z,【代码分享】免费获取SPC比赛所需ID数据,https://support.worldquantbrain.com/hc/en-us/community/posts/42020342676759,engineering,screened,1,True, +42019924663319,2026-07-17T04:09:47Z,2026-08-29T03:11:38Z,这次升级，让我非常的意外！,https://support.worldquantbrain.com/hc/en-us/community/posts/42019924663319,general,screened,0,True, +42019332809111,2026-07-17T03:11:51Z,2026-08-29T03:13:14Z,【新手顾问经验分享】从“随机试因子”到“研究生产系统”：一套面向 RA 与 PPA 的 Alpha 研究框架,https://support.worldquantbrain.com/hc/en-us/community/posts/42019332809111,lessons,screened,2,True, +42019010387479,2026-07-17T02:43:30Z,2026-08-29T03:14:30Z,"【踩坑记录】Python Alpha 开发中容易触发的 5 个""隐藏规则""",https://support.worldquantbrain.com/hc/en-us/community/posts/42019010387479,lessons,screened,0,True, +42018671130391,2026-07-17T02:14:19Z,2026-09-06T12:24:05Z,【经验分享】Alpha 过拟合的早期信号与应对策略,https://support.worldquantbrain.com/hc/en-us/community/posts/42018671130391,lessons,synthesized,2,True,09-experience-lessons/failure-casebook.md +42015743397655,2026-07-16T23:02:32Z,2026-08-29T03:16:35Z,Prompt 竞赛指南,https://support.worldquantbrain.com/hc/en-us/community/posts/42015743397655,general,screened,0,True, +42007074836247,2026-07-16T17:36:24Z,2026-09-02T11:38:05Z,Power Pool Competition拿奖就像开盲盒？USA D1 Fast Dataset Power Pool拿到第二名的分析与思考,https://support.worldquantbrain.com/hc/en-us/community/posts/42007074836247,events,synthesized,0,True,09-experience-lessons/competition-evidence.md +41995684431767,2026-07-16T09:16:12Z,2026-09-05T00:25:16Z,Python alpha 里 np.nan_to_num 填 0 是在造伪信号：缺失值这么补才不坑,https://support.worldquantbrain.com/hc/en-us/community/posts/41995684431767,engineering,screened,0,True, +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, +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, +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, +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, +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 +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, +41939959839895,2026-07-14T09:52:26Z,2026-09-05T00:25:17Z,"trade_when真不是装饰：把""只在某类行情里灵""的脆弱信号，用条件收住",https://support.worldquantbrain.com/hc/en-us/community/posts/41939959839895,optimization,screened,0,True, +41937689411479,2026-07-14T05:39:35Z,2026-08-29T05:37:54Z,【GLB/D1 PPAC复盘】第一次拿到PPAC第24名的复盘,https://support.worldquantbrain.com/hc/en-us/community/posts/41937689411479,lessons,screened,0,True, +41909117583383,2026-07-13T07:41:26Z,2026-09-05T00:29:20Z,【差生文具多】WQ助手1.03版本(安卓版本),https://support.worldquantbrain.com/hc/en-us/community/posts/41909117583383,general,screened,5,True, +41908323673111,2026-07-13T06:19:18Z,2026-09-05T00:25:18Z,字段堆越多alpha越牛？我替你们试过了，真不是这么回事,https://support.worldquantbrain.com/hc/en-us/community/posts/41908323673111,data,synthesized,2,True,07-professional-knowledge/data-and-signal-semantics.md +41903649174807,2026-07-12T22:22:13Z,2026-08-29T05:41:31Z,【新人笔记】Pairwise Correlation：提交前先想清楚提交顺序,https://support.worldquantbrain.com/hc/en-us/community/posts/41903649174807,portfolio,synthesized,2,True,08-alpha-optimization/diagnostic-workflow.md +41898564566167,2026-07-12T15:18:27Z,2026-08-31T05:13:16Z,新人半年一个季度一次跳跃：gold->expert->master,https://support.worldquantbrain.com/hc/en-us/community/posts/41898564566167,general,screened,1,True, +41898002651287,2026-07-12T14:31:29Z,2026-08-29T05:43:36Z,【经验分享】VF0.37->0.95->0.97！我的方法论和工作流都在这了,https://support.worldquantbrain.com/hc/en-us/community/posts/41898002651287,lessons,screened,3,True, +41897133795479,2026-07-12T13:05:00Z,2026-09-05T00:25:18Z,一个表达式IS很漂亮，提交半年后突然拉胯？我踩过的时间维度坑,https://support.worldquantbrain.com/hc/en-us/community/posts/41897133795479,general,screened,0,True, +41895342323095,2026-07-12T09:23:12Z,2026-09-04T03:32:01Z,【新顾问友好】【工具分享】挖出来因子不知道哪个值得交？来看看！含webui界面的alpha后向筛选工具（开源）,https://support.worldquantbrain.com/hc/en-us/community/posts/41895342323095,engineering,screened,0,True, +41881412101399,2026-07-11T11:29:02Z,2026-09-05T00:25:19Z,【细节坑】中性化顺序不是随便排的：先 industry 还是先 group，结果差很多,https://support.worldquantbrain.com/hc/en-us/community/posts/41881412101399,optimization,screened,2,True, +41880799695127,2026-07-11T10:14:17Z,2026-09-07T08:12:29Z,[代码优化]ProdMemo v2.0：在浏览器本地计算 Self Corr,https://support.worldquantbrain.com/hc/en-us/community/posts/41880799695127,optimization,screened,2,True, +41878175264663,2026-07-11T04:13:48Z,2026-08-29T05:49:19Z,【python alpha】IND区域 Python Alpha 优化经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41878175264663,lessons,screened,1,True, +41877985926423,2026-07-11T03:58:23Z,2026-09-05T00:26:28Z,token太贵怎么办， GLM-5.2 免费了,https://support.worldquantbrain.com/hc/en-us/community/posts/41877985926423,events,screened,3,True, +41877348653335,2026-07-11T02:49:35Z,2026-07-29T16:03:59Z,【经验分享】SUPER Alpha 组合表达式（Combination）的多时间尺度融合 — combo_a 与风险调整权重,https://support.worldquantbrain.com/hc/en-us/community/posts/41877348653335,lessons,screened,1,True, +41860731598487,2026-07-10T15:11:51Z,2026-08-31T02:33:15Z,[代码分享] BRAIN Alpha 批量提交工具 — PPA 备注自动管理 + 429 自适应退避,https://support.worldquantbrain.com/hc/en-us/community/posts/41860731598487,ai,screened,0,True, +41856507417623,2026-07-10T12:39:26Z,2026-09-03T04:52:58Z,从「 IDE的MCP挨个手动重启」到「一次配置，全部打通」：我的 BRAIN MCP 桥接架构分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41856507417623,ai,synthesized,0,True,03-engineering/architecture.md;06-sources/curated.md +41854026316055,2026-07-10T09:39:49Z,2026-09-05T00:25:19Z,【验证纪律】同一表达式跨 universe 跑：region regime 错配导致的指标分裂,https://support.worldquantbrain.com/hc/en-us/community/posts/41854026316055,general,synthesized,0,True,08-alpha-optimization/diagnostic-workflow.md +41853221944727,2026-07-10T08:07:46Z,2026-08-29T08:45:38Z,【AI打工人】0基础新手指南。我们安装的Skill和MCP到底有什么，怎么用？,https://support.worldquantbrain.com/hc/en-us/community/posts/41853221944727,ai,screened,0,True, +41849925214231,2026-07-10T02:03:06Z,2026-08-15T13:56:06Z,降低【turnover】的几种方法对比分析,https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231,optimization,synthesized,0,True,08-alpha-optimization/diagnostic-workflow.md +41843067537431,2026-07-09T20:57:11Z,2026-07-24T07:03:13Z,Power Pool Competition拿奖就像开盲盒？USA D1 Fast Dataset Power Pool拿到第二名的分析与思考,https://support.worldquantbrain.com/hc/en-us/community/posts/41843067537431,events,synthesized,0,True,09-experience-lessons/competition-evidence.md +41830530812823,2026-07-09T14:35:37Z,2026-08-23T12:35:16Z,新手顾问Combined Selected Alpha Performance第一次更新冲上5.1,https://support.worldquantbrain.com/hc/en-us/community/posts/41830530812823,portfolio,screened,1,True, +41825836449047,2026-07-09T11:08:53Z,2026-09-05T04:13:14Z,【大角羊】一分钟掌握参加SPC 2026要点！,https://support.worldquantbrain.com/hc/en-us/community/posts/41825836449047,general,screened,0,True, +41804720051607,2026-07-08T15:47:44Z,2026-07-30T16:04:33Z,cnhkmcp 使用时经常需要重启和使用create_multi_simulation超时的问题,https://support.worldquantbrain.com/hc/en-us/community/posts/41804720051607,ai,screened,0,True, +41801462727191,2026-07-08T14:19:05Z,2026-08-29T06:03:12Z,【SPC 2026】一文看懂 Systematic Prediction Challenge，写提示词就能参加！,https://support.worldquantbrain.com/hc/en-us/community/posts/41801462727191,ai,synthesized,0,True,04-platform/spc.md;06-sources/curated.md +41796491619351,2026-07-08T10:32:54Z,2026-09-06T06:42:29Z,多图解析GLB最新3x High Turnover Theme国区提交现况,https://support.worldquantbrain.com/hc/en-us/community/posts/41796491619351,optimization,screened,2,True, +41771840601495,2026-07-07T14:25:07Z,2026-09-02T09:37:35Z,【Super Alpha Combo 灵感】分享几个有意思的 Combo 表达式：获得更多三五！,https://support.worldquantbrain.com/hc/en-us/community/posts/41771840601495,ideas,screened,0,True, +41735891987479,2026-07-06T09:42:06Z,2026-09-05T00:25:19Z,废因子的二次利用：用低 Sharpe 稳定信号做自定义中性化,https://support.worldquantbrain.com/hc/en-us/community/posts/41735891987479,optimization,screened,1,True, +41734005749399,2026-07-06T06:03:18Z,2026-08-15T14:56:59Z,USA/D1 Power Pool July'26 — PPA六种中性化方式实测对比,https://support.worldquantbrain.com/hc/en-us/community/posts/41734005749399,optimization,screened,0,True, +41732813691287,2026-07-06T03:30:04Z,2026-08-25T13:29:10Z,【经验分享】MEA地区高级算子探索篇：ts_entropy,https://support.worldquantbrain.com/hc/en-us/community/posts/41732813691287,lessons,screened,13,True, +41719890581911,2026-07-05T04:44:58Z,2026-07-31T03:17:46Z,【代码优化】代码提交ppa和sa时调用AI自动/手动写描述,https://support.worldquantbrain.com/hc/en-us/community/posts/41719890581911,optimization,screened,2,True, +41707021146263,2026-07-04T09:22:13Z,2026-08-18T03:22:14Z,基于 MEA区TOP400因子，解决指标Weight Concentration过高、2Y Sharpe过低的优化实战总结,https://support.worldquantbrain.com/hc/en-us/community/posts/41707021146263,lessons,screened,1,True, +41706827651991,2026-07-04T08:53:46Z,2026-08-24T01:18:08Z,[all alpha can do] wqb_cli 0.3.2 震撼发布：从零打造 Agent-Native 的 WorldQuant BRAIN 真实操作层,https://support.worldquantbrain.com/hc/en-us/community/posts/41706827651991,ai,synthesized,14,True,00-restart/2026-timeline.md;03-engineering/architecture.md;06-sources/curated.md +41692781472919,2026-07-03T16:09:22Z,2026-09-06T15:03:58Z,[26年7月打卡活动] 坚持提交 Alpha，最高赢取 300 积分！兑换BRAIN周边与token,https://support.worldquantbrain.com/hc/en-us/community/posts/41692781472919,events,screened,21,True, +41684771561751,2026-07-03T09:43:59Z,2026-08-19T09:55:46Z,【心得分享】从入门到进阶——Alpha 优化全攻略,https://support.worldquantbrain.com/hc/en-us/community/posts/41684771561751,lessons,screened,0,True, +41684251807639,2026-07-03T08:53:42Z,2026-07-29T08:29:13Z,【实用工具】WorldQuant BRAIN Super Alpha 多地区生成器 复制可用 支持own和not own,https://support.worldquantbrain.com/hc/en-us/community/posts/41684251807639,portfolio,screened,1,True, +41684104419095,2026-07-03T08:34:18Z,2026-07-23T09:24:03Z,教训贴 - 学而时习之。,https://support.worldquantbrain.com/hc/en-us/community/posts/41684104419095,lessons,screened,0,True, +41655567026967,2026-07-02T09:07:02Z,2026-08-07T10:49:02Z,fast2python关于复现fast op分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41655567026967,engineering,screened,8,True, +41655387004439,2026-07-02T08:52:32Z,2026-09-05T06:07:08Z,WorldQuant BRAIN MCP 工具频繁崩溃？一行代码修复连接断开的坑,https://support.worldquantbrain.com/hc/en-us/community/posts/41655387004439,ai,screened,2,True, +41654205318807,2026-07-02T06:32:45Z,2026-09-01T12:59:27Z,求助帖---华子哥的插件如何查看数据集的表现,https://support.worldquantbrain.com/hc/en-us/community/posts/41654205318807,data,screened,3,True, +41653035827223,2026-07-02T04:23:28Z,2026-08-26T08:18:47Z,[Python alpha]基于LLms 工作流的python alpha制作经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41653035827223,lessons,synthesized,12,True,09-experience-lessons/failure-casebook.md +41651283176855,2026-07-02T01:49:11Z,2026-09-03T17:20:42Z,Osmosis 分数自动分配脚本：OS优先、REGULAR/SUPER分池、自动补齐10个,https://support.worldquantbrain.com/hc/en-us/community/posts/41651283176855,portfolio,screened,7,True, +41625344232343,2026-07-01T06:59:13Z,2026-08-07T10:42:17Z,【经验分享】MEA地区CONCENTRATED_WEIGHT 阻塞解决记录,https://support.worldquantbrain.com/hc/en-us/community/posts/41625344232343,lessons,screened,7,True, +41625263438999,2026-07-01T06:48:57Z,2026-08-29T09:01:30Z,【代码分享】一个小工具：新人往哪里挖因子,https://support.worldquantbrain.com/hc/en-us/community/posts/41625263438999,engineering,screened,0,True, +41568235513623,2026-06-29T09:20:34Z,2026-07-21T07:25:31Z,每次实操都要留下可复用的东西，让错误和经验都变成资产,https://support.worldquantbrain.com/hc/en-us/community/posts/41568235513623,lessons,screened,6,True, +41567966789655,2026-06-29T08:54:54Z,2026-07-24T03:57:15Z,"新人坐牢3个月后vf从0.5=>0.86,稳中求进",https://support.worldquantbrain.com/hc/en-us/community/posts/41567966789655,lessons,screened,0,True, +41563959159319,2026-06-29T01:58:42Z,2026-09-02T08:02:12Z,【经验分享】新手出分VF0.5-->0.96-->1-->1，Combine0.69-->0.39-->1.66-->2.03，如何从懵懂到开悟！,https://support.worldquantbrain.com/hc/en-us/community/posts/41563959159319,lessons,screened,23,True, +41556669366551,2026-06-28T15:20:46Z,2026-07-24T10:29:26Z,不懂就问，各位大神这个问题该怎么解决？,https://support.worldquantbrain.com/hc/en-us/community/posts/41556669366551,general,screened,1,True, +41553665016983,2026-06-28T10:02:03Z,2026-07-26T04:47:01Z,HKG PV Alpha 优化心得：rank(winsorize)+ts_quantile+decay=0 三重组合拳,https://support.worldquantbrain.com/hc/en-us/community/posts/41553665016983,lessons,screened,0,True, +41552805539991,2026-06-28T07:29:20Z,2026-07-23T09:38:25Z,【经验分享】这样的alpha到底应不应该交？,https://support.worldquantbrain.com/hc/en-us/community/posts/41552805539991,lessons,screened,0,True, +41551682155799,2026-06-28T04:41:20Z,2026-09-03T11:15:13Z,【Python Alpha 挑战赛】高换手率因子优化经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41551682155799,lessons,synthesized,8,True,08-alpha-optimization/diagnostic-workflow.md +41551045362071,2026-06-28T03:14:14Z,2026-08-23T14:03:54Z,【代码工具分享】让 Alpha 回测告别手工时代：一条命令跑完整个研究闭环,https://support.worldquantbrain.com/hc/en-us/community/posts/41551045362071,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md +41550810962455,2026-06-28T02:51:55Z,2026-08-22T12:06:33Z,【经验分享】VF0.5-0.93-0.88-0.96-0.88-0.93，我交了什么样的Alpha？,https://support.worldquantbrain.com/hc/en-us/community/posts/41550810962455,lessons,screened,5,True, +41550783184663,2026-06-28T02:44:23Z,2026-08-28T11:18:24Z,【MCP WorkFlow】靠这套GLB地区优化工作流，RA直接入账55刀（附核心模板）,https://support.worldquantbrain.com/hc/en-us/community/posts/41550783184663,optimization,synthesized,8,True,08-alpha-optimization/diagnostic-workflow.md +41540700959639,2026-06-27T12:41:58Z,2026-07-24T10:33:57Z,[Python Alpha 挑战赛] Monte Carlo GBM + 贝叶斯自适应：AI Agent 量化研究工作流实战,https://support.worldquantbrain.com/hc/en-us/community/posts/41540700959639,ai,synthesized,1,True,01-alpha-ideas/relationship-and-extension-cards.md;02-ai-mining/2026-methods-and-failures.md +41540545206679,2026-06-27T12:32:05Z,2026-08-19T10:49:19Z,【Quant101】基于FastExpr的高效PythonAlpha架构设计——From Fast to Python Skill,https://support.worldquantbrain.com/hc/en-us/community/posts/41540545206679,ai,synthesized,5,True,02-ai-mining/2026-methods-and-failures.md +41510344038551,2026-06-26T09:58:11Z,2026-07-23T09:36:18Z,【osmosis】首次分配osmosis，入围「Osmosis 破浪挑战赛」启航组TOP20的一些总结,https://support.worldquantbrain.com/hc/en-us/community/posts/41510344038551,lessons,screened,0,True, +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, +41476771798039,2026-06-25T09:12:45Z,2026-09-05T00:28:37Z,OS comb从稳健提升到雪崩，我的一次教训。,https://support.worldquantbrain.com/hc/en-us/community/posts/41476771798039,lessons,synthesized,3,True,09-experience-lessons/failure-casebook.md +41469699090071,2026-06-24T22:45:50Z,2026-08-02T03:42:54Z,我的AI工作流：从低谷到突破，AI成了我的研究搭档,https://support.worldquantbrain.com/hc/en-us/community/posts/41469699090071,ai,screened,3,True, +41459028441623,2026-06-24T16:23:21Z,2026-08-19T17:27:39Z,[经验分享]Osmosis分配的三种思路,https://support.worldquantbrain.com/hc/en-us/community/posts/41459028441623,lessons,screened,2,True, +41458691230615,2026-06-24T16:12:12Z,2026-07-11T04:22:07Z,MCP 实战中的三个效率瓶颈和我的绕行方案,https://support.worldquantbrain.com/hc/en-us/community/posts/41458691230615,ai,screened,0,True, +41449260982423,2026-06-24T08:44:11Z,2026-08-18T07:59:46Z,【python alpha挑战赛】fast to python alpha skill ,https://support.worldquantbrain.com/hc/en-us/community/posts/41449260982423,ai,synthesized,16,True,02-ai-mining/2026-methods-and-failures.md +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, +41430666584471,2026-06-23T16:06:52Z,2026-07-20T11:17:38Z,【复利工作流探索・第 1 篇】流程框架分工总览：如何打造可以持续迭代增值的挖矿体系,https://support.worldquantbrain.com/hc/en-us/community/posts/41430666584471,ai,screened,16,True, +41430630302871,2026-06-23T16:04:11Z,2026-07-04T09:07:54Z,【复利工作流探索・第 1 篇】流程框架分工总览：如何打造可以持续迭代增值的挖矿体系,https://support.worldquantbrain.com/hc/en-us/community/posts/41430630302871,ai,screened,0,True, +41428076834583,2026-06-23T14:48:40Z,2026-07-29T15:58:21Z,os rank全球第一对我的os combine的影响？以及如何通过os rank判断自己的oscombine的涨跌！,https://support.worldquantbrain.com/hc/en-us/community/posts/41428076834583,portfolio,synthesized,7,True,08-alpha-optimization/portfolio-and-correlation.md +41421236450967,2026-06-23T08:42:05Z,2026-07-15T09:16:06Z,使用蒙特卡洛来实现python alpha代码,https://support.worldquantbrain.com/hc/en-us/community/posts/41421236450967,engineering,screened,4,True, +41421186876439,2026-06-23T08:36:36Z,2026-08-31T15:51:21Z, [Python Alpha 挑战赛] Regular Alpha → Python Alpha 转换实战指南,https://support.worldquantbrain.com/hc/en-us/community/posts/41421186876439,engineering,screened,8,True, +41420742165527,2026-06-23T07:51:08Z,2026-09-06T07:52:17Z,HKG sentiment (snl27/snt27) 三种 vec_sum 后处理路径实测对比,https://support.worldquantbrain.com/hc/en-us/community/posts/41420742165527,general,screened,0,True, +41418252156439,2026-06-23T02:58:03Z,2026-08-02T03:07:01Z,Python Alpha 数据预处理完全指南：从 Raw Data 到 Clean Signal 的五步法,https://support.worldquantbrain.com/hc/en-us/community/posts/41418252156439,engineering,screened,6,True, +41418196103191,2026-06-23T02:51:58Z,2026-07-24T10:23:52Z,隐藏技巧: 批量用alpha_id查询alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41418196103191,general,screened,0,True, +41417418697111,2026-06-23T01:38:06Z,2026-08-26T14:55:34Z,利用AI优化alpha，成功提交的过程,https://support.worldquantbrain.com/hc/en-us/community/posts/41417418697111,optimization,screened,0,True, +41409109779607,2026-06-22T19:19:08Z,2026-09-02T18:50:55Z,用 Codex + Claude Code 做 WorldQuant Alpha：一个简单实用的多 Agent 工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/41409109779607,ai,screened,7,True, +41397704497303,2026-06-22T13:37:58Z,2026-07-24T06:26:13Z,【求助贴】关于Python生成Alpha表达式的方法,https://support.worldquantbrain.com/hc/en-us/community/posts/41397704497303,engineering,screened,0,True, +41396933582231,2026-06-22T13:10:05Z,2026-07-23T09:57:14Z,【写给新顾问】这个因子值不值得提？3步帮你快速厘清！,https://support.worldquantbrain.com/hc/en-us/community/posts/41396933582231,general,screened,0,True, +41392995550231,2026-06-22T08:51:19Z,2026-07-23T09:44:22Z,【AI提示词分享】给claude code加戒律的提示词，提高效率,https://support.worldquantbrain.com/hc/en-us/community/posts/41392995550231,ai,screened,0,True, +41391880122007,2026-06-22T06:41:16Z,2026-07-23T09:43:07Z,最近一轮 Super Alpha 组件候选复盘：高 Fitness 不等于可提交,https://support.worldquantbrain.com/hc/en-us/community/posts/41391880122007,lessons,screened,0,True, +41377679573143,2026-06-21T03:37:53Z,2026-08-30T17:48:14Z,节省网络获取pc的一点想法,https://support.worldquantbrain.com/hc/en-us/community/posts/41377679573143,general,screened,20,True, +41377147135255,2026-06-21T02:19:06Z,2026-08-31T07:12:26Z,【大角羊】OSM Combine匀速提升：-3.20~-1.25~0.63~2.44,https://support.worldquantbrain.com/hc/en-us/community/posts/41377147135255,portfolio,screened,8,True, +41363895396247,2026-06-20T03:57:49Z,2026-07-24T10:28:04Z,【代码分享】自动提交alpha脚本，睡前上班自动筛选、提交、语音播报，断粮保底神器【开箱即用】,https://support.worldquantbrain.com/hc/en-us/community/posts/41363895396247,engineering,screened,1,True, +41363885291031,2026-06-20T03:56:04Z,2026-08-10T15:58:44Z,想让 Claude 通宵挖 alpha、早上只看结果？我加了一层 simulation wrapper,https://support.worldquantbrain.com/hc/en-us/community/posts/41363885291031,ai,synthesized,6,True,03-engineering/architecture.md;06-sources/curated.md +41321765292567,2026-06-18T14:47:07Z,2026-08-31T15:58:03Z,[Python Alpha 挑战赛]使用蒙特卡洛来实现python alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/41321765292567,engineering,screened,11,True, +41320039211671,2026-06-18T13:51:10Z,2026-08-23T08:33:41Z,Genius 六维 Tie breaker 实战手册（来自 AI 同事 GLM5.2）,https://support.worldquantbrain.com/hc/en-us/community/posts/41320039211671,ai,screened,0,True, +41318082888343,2026-06-18T12:35:57Z,2026-08-07T10:55:59Z,根据margin来管理PPA TAG,https://support.worldquantbrain.com/hc/en-us/community/posts/41318082888343,optimization,screened,2,True, +41316959711895,2026-06-18T11:36:58Z,2026-08-28T07:32:10Z,筛选可优化RA进阶版,https://support.worldquantbrain.com/hc/en-us/community/posts/41316959711895,optimization,screened,14,True, +41292678360727,2026-06-17T14:06:03Z,2026-08-26T03:25:01Z,"频率感知的 Seed 构造 × CW 前置分层诊断 × 多 GEM 降相关：让自动化 Alpha 挖掘在""源头""而非""后处理""解决问题",https://support.worldquantbrain.com/hc/en-us/community/posts/41292678360727,portfolio,synthesized,11,True,02-ai-mining/research-workflow.md;06-sources/curated.md +41284510093591,2026-06-17T04:16:04Z,2026-08-28T07:52:15Z,【Python Alpha】把alpha丢进傅里叶变换后指标真给整过去了,https://support.worldquantbrain.com/hc/en-us/community/posts/41284510093591,engineering,screened,20,True, +41284360565399,2026-06-17T04:02:12Z,2026-08-26T06:51:09Z,基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出,https://support.worldquantbrain.com/hc/en-us/community/posts/41284360565399,ai,screened,44,True, +41279111112855,2026-06-16T22:23:41Z,2026-07-08T09:34:30Z,CHN Python Alpha 踩坑实录：risk72 死磕 prod_corr 无果，换 virgin 数据集才过关,https://support.worldquantbrain.com/hc/en-us/community/posts/41279111112855,lessons,synthesized,17,True,08-alpha-optimization/diagnostic-workflow.md;09-experience-lessons/failure-casebook.md +41254129745815,2026-06-16T03:08:27Z,2026-07-07T14:12:32Z,【gemini-cli停用】迁移至Antigravity-cli教程,https://support.worldquantbrain.com/hc/en-us/community/posts/41254129745815,ai,screened,6,True, +41236357050903,2026-06-15T15:37:54Z,2026-08-17T02:52:03Z,【经验分享】我的 WQ Brain 本地工具箱：模板管理器、Alpha 列表、Genius 三大件,https://support.worldquantbrain.com/hc/en-us/community/posts/41236357050903,lessons,screened,16,True, +41228556172951,2026-06-15T10:50:25Z,2026-07-07T14:04:41Z,【免费GLM-5.2来了】智谱官方活动分享——zcode新用户免费用5天GLM5.2,https://support.worldquantbrain.com/hc/en-us/community/posts/41228556172951,events,screened,4,True, +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, +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, +41167837278359,2026-06-12T10:18:26Z,2026-08-07T10:58:39Z,[Python Alpha 挑战赛] 平台操作符与python计算逻辑的对应关系,https://support.worldquantbrain.com/hc/en-us/community/posts/41167837278359,optimization,screened,1,True, +41165066237079,2026-06-12T05:38:52Z,2026-07-25T07:27:45Z,[Python Alpha 挑战赛] 像RA一样自动化模版回测,https://support.worldquantbrain.com/hc/en-us/community/posts/41165066237079,engineering,screened,13,True, +41163824201623,2026-06-12T03:31:29Z,2026-08-26T03:26:23Z,codex流是不是不行，回测几十万都没找到,https://support.worldquantbrain.com/hc/en-us/community/posts/41163824201623,ai,screened,11,True, +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, +41141847644311,2026-06-11T12:43:54Z,2026-07-07T14:06:33Z,"换个角度，理解一下trade_when(x, y, z) 方法",https://support.worldquantbrain.com/hc/en-us/community/posts/41141847644311,optimization,screened,12,True, +41138717791895,2026-06-11T09:21:48Z,2026-07-23T19:13:57Z,[Python Alpha 挑战赛] python alpha换手率压不下来？利用store！让它学会安静 —— store+死区降低换手率！,https://support.worldquantbrain.com/hc/en-us/community/posts/41138717791895,engineering,screened,14,True, +41138382717719,2026-06-11T08:46:30Z,2026-08-31T07:15:32Z,Osmosis 连续两周>0.5，均值 0.69，我的分配思路分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41138382717719,portfolio,screened,32,True, +41137009390231,2026-06-11T06:27:20Z,2026-08-31T03:50:13Z,[Python Alpha 挑战赛]Python Alpha：自由编程的正确打开方式,https://support.worldquantbrain.com/hc/en-us/community/posts/41137009390231,engineering,screened,10,True, +41135490599063,2026-06-11T03:41:09Z,2026-08-27T10:08:56Z,[Python Alpha 挑战赛]Python Alpha两阶段筛选法：FastExpr快速验证 + Python深度优化,https://support.worldquantbrain.com/hc/en-us/community/posts/41135490599063,optimization,synthesized,9,True,00-restart/2026-timeline.md;02-ai-mining/python-alpha.md;06-sources/curated.md +41134957392663,2026-06-11T02:54:33Z,2026-08-31T15:54:45Z,双字段 Alpha 构建,https://support.worldquantbrain.com/hc/en-us/community/posts/41134957392663,ideas,synthesized,4,True,01-alpha-ideas/relationship-and-extension-cards.md +41134649919383,2026-06-11T02:29:05Z,2026-08-04T13:20:02Z,[Python Alpha 挑战赛] 一句prompt一次实现prod0.71 --> prod0.69,https://support.worldquantbrain.com/hc/en-us/community/posts/41134649919383,engineering,screened,15,True, +41133909608087,2026-06-11T01:33:58Z,2026-07-21T08:42:59Z,[Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41133909608087,ai,screened,3,True, +41128676944407,2026-06-10T21:03:28Z,2026-07-18T22:12:10Z,【保姆级教程】零基础搞定 Google Antigravity (Gemini CLI) ,https://support.worldquantbrain.com/hc/en-us/community/posts/41128676944407,ai,screened,1,True, +41119909511319,2026-06-10T16:37:11Z,2026-07-24T10:43:38Z,[Python Alpha 挑战赛] 用期权隐含波动率偏斜（IV Skew）构建Alpha——Python Alpha实战分享,https://support.worldquantbrain.com/hc/en-us/community/posts/41119909511319,engineering,screened,10,True, +41105956280855,2026-06-10T03:21:14Z,2026-07-08T06:56:43Z,【Quant101】FieldPer 拯救计划：Skill 围栏,https://support.worldquantbrain.com/hc/en-us/community/posts/41105956280855,ai,screened,0,True, +41105918774807,2026-06-10T03:13:56Z,2026-09-06T05:07:38Z,【Quant101】OpCount 拯救计划：因子化简,https://support.worldquantbrain.com/hc/en-us/community/posts/41105918774807,general,synthesized,2,True,07-professional-knowledge/data-and-signal-semantics.md +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 +41065497021335,2026-06-08T19:04:45Z,2026-09-02T07:03:32Z,【吹哨人】不再水贴！最新 MCP 自带 brain-forum-browse Skill，对 AI 说「逛一逛论坛」即可自动逛论坛,https://support.worldquantbrain.com/hc/en-us/community/posts/41065497021335,ai,screened,46,True, +41061358159255,2026-06-08T17:04:32Z,2026-08-18T12:49:20Z,【经验分享】你说你找不到alpha？一文带你避开我踩过的坑,https://support.worldquantbrain.com/hc/en-us/community/posts/41061358159255,lessons,screened,0,True, +41059854821783,2026-06-08T16:21:55Z,2026-08-31T13:48:53Z,【稳住Max simulation streak】windows配置定时任务,https://support.worldquantbrain.com/hc/en-us/community/posts/41059854821783,general,screened,0,True, +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, +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 +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, +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,2026-09-06T11:07:03Z,【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,https://support.worldquantbrain.com/hc/en-us/community/posts/41020681850519,ai,screened,48,True, +41000341056791,2026-06-05T16:21:58Z,2026-08-09T16:33:51Z,近8000刀！Master赚到了GM的Quarterly Payment！,https://support.worldquantbrain.com/hc/en-us/community/posts/41000341056791,general,screened,26,True, +40995374876183,2026-06-05T13:41:55Z,2026-08-31T03:50:33Z,[Python Alpha 挑战赛] Python Alpha 的一种双模式回测工具设计,https://support.worldquantbrain.com/hc/en-us/community/posts/40995374876183,engineering,screened,19,True, +40972941718807,2026-06-04T16:29:22Z,2026-08-28T10:13:01Z,CONCENTRATED WEIGHT 系统性排查与修复手册-1（基于实战经验的 CW 攻防全指南）,https://support.worldquantbrain.com/hc/en-us/community/posts/40972941718807,lessons,screened,29,True, +40965093558679,2026-06-04T11:24:04Z,2026-08-23T12:35:29Z,antigravitycli运行mcp工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/40965093558679,ai,screened,18,True, +40964044763031,2026-06-04T09:57:44Z,2026-07-30T07:49:36Z,【经验分享】用自动化工作流在 BRAIN 上量产 Alpha ,https://support.worldquantbrain.com/hc/en-us/community/posts/40964044763031,lessons,screened,19,True, +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, +40957810418199,2026-06-04T00:26:10Z,2026-09-06T14:23:26Z,DCC 第三名经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40957810418199,lessons,screened,16,True, +40937398436119,2026-06-03T13:09:52Z,2026-07-07T14:03:41Z,【免费AI工具系列】DAT三家的最新AI桌面助手，附模型推荐和福利活动盘点,https://support.worldquantbrain.com/hc/en-us/community/posts/40937398436119,events,screened,9,True, +40936186021271,2026-06-03T12:24:51Z,2026-09-04T14:52:00Z,SuperAlpha 去重的一点小坑：只看 selection 可能还不够,https://support.worldquantbrain.com/hc/en-us/community/posts/40936186021271,portfolio,synthesized,0,True,03-engineering/experiment-ledger.md;06-sources/curated.md;08-alpha-optimization/portfolio-and-correlation.md +40929650605207,2026-06-03T02:22:32Z,2026-08-29T00:27:26Z,二季度了2个月，和大家分享一些alpha挖掘的思路,https://support.worldquantbrain.com/hc/en-us/community/posts/40929650605207,general,screened,27,True, +40902892248983,2026-06-02T07:01:01Z,2026-08-31T08:11:29Z,行业中性加时序标准化：一个干净的 Alpha 模板,https://support.worldquantbrain.com/hc/en-us/community/posts/40902892248983,ideas,synthesized,16,True,01-alpha-ideas/relationship-and-extension-cards.md;07-professional-knowledge/data-and-signal-semantics.md +40876222943895,2026-06-01T12:46:10Z,2026-07-07T14:18:32Z,【又来个免费AI】超快的阶跃Step 3.7 Flash，Hermes Agent 可以免费用一个月,https://support.worldquantbrain.com/hc/en-us/community/posts/40876222943895,ai,screened,8,True, +40875429141015,2026-06-01T12:11:50Z,2026-08-29T23:23:48Z,【免费API系列3】全球前十的AI lab——Agnes AI 的免费API，文本/图片/视频模型全免费,https://support.worldquantbrain.com/hc/en-us/community/posts/40875429141015,ai,screened,7,True, +40873662176535,2026-06-01T10:20:04Z,2026-09-04T11:55:57Z,OS RANK全球第一！我是如何做到的？,https://support.worldquantbrain.com/hc/en-us/community/posts/40873662176535,optimization,screened,19,True, +40872804113175,2026-06-01T09:06:01Z,2026-07-07T13:55:11Z,【经验分享】Roo Code 插件停止维护了，解决方案在这,https://support.worldquantbrain.com/hc/en-us/community/posts/40872804113175,lessons,screened,4,True, +40870826319511,2026-06-01T05:07:32Z,2026-08-31T07:11:51Z,[Python Alpha 挑战赛]半自动化的python alpha挖掘思路,https://support.worldquantbrain.com/hc/en-us/community/posts/40870826319511,engineering,screened,15,True, +40857367883159,2026-05-31T04:51:16Z,2026-07-09T03:10:59Z,一个很小但很有用的工具：Alpha Backtest Ledger，避免重复回测,https://support.worldquantbrain.com/hc/en-us/community/posts/40857367883159,engineering,synthesized,10,True,00-restart/2026-timeline.md;03-engineering/2026-operating-lessons.md;03-engineering/experiment-ledger.md;06-sources/curated.md +40847481080087,2026-05-30T14:03:10Z,2026-09-05T18:23:41Z,【Alpha灵感】使用nip族数据点亮news塔,https://support.worldquantbrain.com/hc/en-us/community/posts/40847481080087,ideas,synthesized,20,True,01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md +40817725354903,2026-05-29T08:05:03Z,2026-07-20T03:35:35Z,【大角羊】总收入突破万刀，感恩与大家一路同行！,https://support.worldquantbrain.com/hc/en-us/community/posts/40817725354903,general,screened,13,True, +40815296759703,2026-05-29T03:03:56Z,2026-07-07T14:24:53Z,[Python Alpha 挑战赛] 从数据定义到硬核推土机：手搓 ECDF 与高斯映射，深挖“最悲观预期”长牛动量,https://support.worldquantbrain.com/hc/en-us/community/posts/40815296759703,engineering,screened,9,True, +40797859802647,2026-05-28T15:14:04Z,2026-08-07T10:56:32Z,Python Alpha会议要点与竞赛分析报告——20260528,https://support.worldquantbrain.com/hc/en-us/community/posts/40797859802647,events,screened,6,True, +40796757798807,2026-05-28T14:38:37Z,2026-09-04T08:15:02Z,[Python Alpha 挑战赛] 基于skill: brain-simAlphasinBatch-and-track 的 Python Alpha 迭代工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/40796757798807,ai,screened,14,True, +40790666727575,2026-05-28T08:53:56Z,2026-09-04T08:12:53Z,【Alpha 模板】Earnings模板分享，低相关性，助你横向点塔（干货满满，不来将会错失一个亿）,https://support.worldquantbrain.com/hc/en-us/community/posts/40790666727575,ideas,synthesized,17,True,01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md +40790558975767,2026-05-28T08:45:07Z,2026-08-31T03:51:26Z,[Python Alpha 挑战赛]一句话让AI批量生成Python Alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/40790558975767,ai,screened,7,True, +40788850736023,2026-05-28T05:14:34Z,2026-08-31T03:52:53Z,[Python Alpha 速查] Python Alpha 实战全景：256 个包、API 工程、三类探索方向,https://support.worldquantbrain.com/hc/en-us/community/posts/40788850736023,engineering,screened,13,True, +40786815350167,2026-05-28T01:30:31Z,2026-07-07T13:57:42Z,【经验分享】在手机上操作AI打工人,https://support.worldquantbrain.com/hc/en-us/community/posts/40786815350167,lessons,screened,7,True, +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 +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, +40735661471383,2026-05-26T09:55:25Z,2026-08-29T02:14:08Z,这个模版到底怎么做？【传奇耐打王系列三】,https://support.worldquantbrain.com/hc/en-us/community/posts/40735661471383,general,screened,14,True, +40734437350679,2026-05-26T07:35:08Z,2026-09-07T01:14:33Z,这个因子到底有没有混信号？【传奇耐打王系列一】,https://support.worldquantbrain.com/hc/en-us/community/posts/40734437350679,general,screened,17,True, +40734489248151,2026-05-26T07:34:44Z,2026-08-29T02:16:12Z,Python alpha 提交经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40734489248151,lessons,screened,19,True, +40732429672343,2026-05-26T03:17:52Z,2026-08-28T07:34:49Z,【经验分享】我是如何从0到1做出python alpha的（附提示词）,https://support.worldquantbrain.com/hc/en-us/community/posts/40732429672343,lessons,screened,5,True, +40719428121623,2026-05-25T14:37:20Z,2026-07-15T09:07:54Z,"MCP 服务器支持 Python Alpha（language=""PYTHON""），同时保持原有 FASTEXPR 功能完全不受影响",https://support.worldquantbrain.com/hc/en-us/community/posts/40719428121623,ai,screened,8,True, +40703455289623,2026-05-24T14:39:29Z,2026-08-21T08:33:31Z,【AI打工人】代码公开，0基础使用，给AI流水线生成的alpha加上名字,https://support.worldquantbrain.com/hc/en-us/community/posts/40703455289623,ai,screened,8,True, +40698184990615,2026-05-24T02:51:31Z,2026-09-02T10:49:18Z,osmosis自动设置,https://support.worldquantbrain.com/hc/en-us/community/posts/40698184990615,portfolio,screened,9,True, +40684608877591,2026-05-23T04:45:29Z,2026-08-07T10:43:19Z,【经验分享】一句话改造mcp支持pyhton alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/40684608877591,lessons,screened,5,True, +40667155168791,2026-05-22T15:26:39Z,2026-09-05T10:45:22Z,提交按钮绿了?先别急！alpha提交前的检查清单,https://support.worldquantbrain.com/hc/en-us/community/posts/40667155168791,general,screened,0,True, +40639393075223,2026-05-21T14:52:02Z,2026-07-04T08:56:45Z,【经验分享】什么？菜鸡gold也能三天连续90刀+,https://support.worldquantbrain.com/hc/en-us/community/posts/40639393075223,lessons,screened,8,True, +40604927279895,2026-05-20T09:42:57Z,2026-07-26T13:32:41Z,🚀 【26年5月主题活动】「Osmosis 破浪挑战赛」：启动你的收益引擎，赢取BRAIN周边积分！,https://support.worldquantbrain.com/hc/en-us/community/posts/40604927279895,events,screened,40,True, +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, +40533711115927,2026-05-17T10:01:03Z,2026-07-26T07:12:26Z,【Combined Alpha Performance】踩坑分享，纯新手comb -2+,https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927,lessons,synthesized,11,True,08-alpha-optimization/portfolio-and-correlation.md;09-experience-lessons/failure-casebook.md +40532948003479,2026-05-17T07:52:43Z,2026-08-13T13:58:43Z,不使用 GitHub，如何把代码在不同机器之间同步,https://support.worldquantbrain.com/hc/en-us/community/posts/40532948003479,engineering,screened,0,True, +40531705016855,2026-05-17T04:34:24Z,2026-08-07T10:47:28Z,通过 Zendesk API 直接获取 WQB 平台资源 — 告别浏览器依赖,https://support.worldquantbrain.com/hc/en-us/community/posts/40531705016855,engineering,synthesized,4,True,03-engineering/2026-operating-lessons.md +40531412200471,2026-05-17T03:51:16Z,2026-08-26T10:56:00Z,用AI优化【Japan Robustness Sharpe】的一些工作流经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/40531412200471,lessons,screened,0,True, +40531102400663,2026-05-17T03:13:53Z,2026-07-08T13:55:25Z,"OpenCode+MCP,分析一个数据集（包含提示词）",https://support.worldquantbrain.com/hc/en-us/community/posts/40531102400663,data,screened,8,True, +40530659645719,2026-05-17T02:09:56Z,2026-07-07T14:13:22Z,挖掘 Token 黑洞 01：MCP Simulation 如何吞掉 70%+ 的可读上下文,https://support.worldquantbrain.com/hc/en-us/community/posts/40530659645719,ai,synthesized,11,True,02-ai-mining/2026-methods-and-failures.md +40520794084119,2026-05-16T13:52:25Z,2026-09-02T16:34:47Z,vf从0.95暴跌到0.57，cb从1点多到0.几点的反思,https://support.worldquantbrain.com/hc/en-us/community/posts/40520794084119,lessons,screened,9,True, +40490830379415,2026-05-15T08:28:18Z,2026-09-07T05:39:02Z, 【免费API】deepseekv4系列+AI编程神器9router,https://support.worldquantbrain.com/hc/en-us/community/posts/40490830379415,ai,screened,6,True, +40458012001815,2026-05-14T01:31:38Z,2026-07-25T11:21:49Z,Python纯代码获取论坛内容(不使用任何无头浏览器等操作),https://support.worldquantbrain.com/hc/en-us/community/posts/40458012001815,engineering,synthesized,2,True,03-engineering/2026-operating-lessons.md +40434113248791,2026-05-13T10:17:54Z,2026-07-21T03:10:00Z,【不太一样的ownSA自动化】聚类助你突破ownSA瓶颈，有点抽象，欢迎大家批评指正，附开箱即用代码,https://support.worldquantbrain.com/hc/en-us/community/posts/40434113248791,engineering,screened,4,True, +40433337996183,2026-05-13T08:58:57Z,2026-09-06T02:41:29Z,"【经验分享】涅槃重生：vf从0.18到0.97,combine从-1.25到2.02！",https://support.worldquantbrain.com/hc/en-us/community/posts/40433337996183,lessons,screened,33,True, +40433238987159,2026-05-13T08:46:13Z,2026-08-28T18:02:50Z,【alpha灵感】双字段alpha构建提示次，助力各位60塔,https://support.worldquantbrain.com/hc/en-us/community/posts/40433238987159,ideas,synthesized,26,True,01-alpha-ideas/relationship-and-extension-cards.md +40431103477527,2026-05-13T04:25:38Z,2026-06-29T14:28:55Z,有大佬知道新的那个Brain python的里面的brain工具包在哪里下载不 ,https://support.worldquantbrain.com/hc/en-us/community/posts/40431103477527,ai,screened,9,True, +40406240166807,2026-05-12T10:37:45Z,2026-07-28T03:42:27Z,【代码优化】三行代码解决MCP回测卡顿断线的问题,https://support.worldquantbrain.com/hc/en-us/community/posts/40406240166807,optimization,screened,10,True, +40373405530647,2026-05-11T03:11:42Z,2026-09-06T15:08:16Z,BRAIN Consultant 兼职定位与行为边界的建议和分享 ,https://support.worldquantbrain.com/hc/en-us/community/posts/40373405530647,ai,screened,61,True, +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, +40347330265879,2026-05-09T06:17:45Z,2026-07-07T13:52:09Z,【龙虎榜·卷二】Combine惊雷再起，VF季决尘埃落定，神秘GM满值归来，万刀之上几何？,https://support.worldquantbrain.com/hc/en-us/community/posts/40347330265879,lessons,screened,11,True, +40346082255255,2026-05-09T03:28:51Z,2026-09-04T08:15:24Z,【经验总结】Osmosis / OSM：根本原理、Alpha 池筛选与点数分配方法,https://support.worldquantbrain.com/hc/en-us/community/posts/40346082255255,lessons,synthesized,6,True,08-alpha-optimization/portfolio-and-correlation.md +40321767904023,2026-05-08T08:38:44Z,2026-07-18T16:38:43Z,【经验分享】Combine大幅提升，增幅高达1.74,https://support.worldquantbrain.com/hc/en-us/community/posts/40321767904023,lessons,screened,14,True, +40297238763159,2026-05-07T12:43:54Z,2026-09-04T08:55:02Z,分享我的 AI 因子挖掘流程：20 天 11 塔，尽量自动化，打工人友好,https://support.worldquantbrain.com/hc/en-us/community/posts/40297238763159,ai,screened,19,True, +40294373064855,2026-05-07T09:18:06Z,2026-06-30T15:43:49Z,稳稳拿下gm，combine到六维的耕耘经验,https://support.worldquantbrain.com/hc/en-us/community/posts/40294373064855,lessons,screened,16,True, +40292420301591,2026-05-07T05:28:27Z,2026-06-29T14:28:24Z,【工具分享】Pkgdiff：在线免费给cnhkmcp做版本差异分析,https://support.worldquantbrain.com/hc/en-us/community/posts/40292420301591,ai,screened,6,True, +40290434309655,2026-05-07T02:02:22Z,2026-06-29T14:28:23Z,最近跑通的一套 Alpha 研究“反馈回路”：少一点玄学，多一点可验证,https://support.worldquantbrain.com/hc/en-us/community/posts/40290434309655,general,synthesized,6,True,02-ai-mining/2026-methods-and-failures.md +40287368788375,2026-05-06T22:44:53Z,2026-08-27T17:36:56Z,【技术科普】在论坛发布彩色的帖子,https://support.worldquantbrain.com/hc/en-us/community/posts/40287368788375,general,screened,2,True, +40264015704215,2026-05-06T07:16:11Z,2026-08-07T10:45:43Z,【解决tag过多不好找的实用插件】妈妈再也不用担心我划拉半天没找到要找的tag啦,https://support.worldquantbrain.com/hc/en-us/community/posts/40264015704215,engineering,screened,0,True, +40236868764567,2026-05-05T12:08:41Z,2026-07-30T12:30:44Z,解决 Codebuddy code 迭代回测alpha时突然停下的方法,https://support.worldquantbrain.com/hc/en-us/community/posts/40236868764567,engineering,screened,6,True, +40175357844503,2026-05-02T07:03:40Z,2026-08-26T07:04:06Z,PYTHON alpha的ast解析和语法检查,https://support.worldquantbrain.com/hc/en-us/community/posts/40175357844503,engineering,screened,5,True, +40153456172567,2026-05-01T12:41:40Z,2026-09-03T08:33:16Z,痛失GM，新手的Q1总结,https://support.worldquantbrain.com/hc/en-us/community/posts/40153456172567,lessons,screened,9,True, +40150797833239,2026-05-01T08:29:11Z,2026-09-02T04:16:47Z,WorldQuant BRAIN MCP 工具调用架构升级：从 Stdio 到 HTTP API,https://support.worldquantbrain.com/hc/en-us/community/posts/40150797833239,ai,screened,5,True, +40134245568663,2026-04-30T16:58:44Z,2026-08-26T18:09:21Z,【Alpha灵感】全球第一个MEA因子（零PC alpha），我是怎么做出来的？,https://support.worldquantbrain.com/hc/en-us/community/posts/40134245568663,ideas,synthesized,11,True,01-alpha-ideas/relationship-and-extension-cards.md +40091088861591,2026-04-29T04:36:13Z,2026-08-07T11:03:19Z,【工具优化】技能brain-data-scope（华子哥插件插件的数据分析模块）,https://support.worldquantbrain.com/hc/en-us/community/posts/40091088861591,optimization,screened,8,True, +40089426663959,2026-04-29T01:44:21Z,2026-09-04T14:49:44Z,【OB】一个自进化的 RAG 搜索系统🎯,https://support.worldquantbrain.com/hc/en-us/community/posts/40089426663959,general,screened,15,True, +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 +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, +39947433598871,2026-04-23T01:05:41Z,2026-08-22T05:25:44Z,【学习笔记】Fast+Slow 快慢因子组合：解决因子实操难题的思路探讨,https://support.worldquantbrain.com/hc/en-us/community/posts/39947433598871,portfolio,screened,2,True, +39947266331031,2026-04-23T00:58:16Z,2026-06-29T06:30:32Z,【顾问心得】Osmosis 分数总不稳？我跟 AI 学习组合逻辑,https://support.worldquantbrain.com/hc/en-us/community/posts/39947266331031,lessons,screened,2,True, +39945764650263,2026-04-22T23:11:21Z,2026-09-06T06:11:03Z,【经验分享】我如何坚持半年只用 AI 找 Alpha：WorldQuant BRAIN 上的 Agent 搭建、优化与反思,https://support.worldquantbrain.com/hc/en-us/community/posts/39945764650263,lessons,synthesized,29,True,09-experience-lessons/failure-casebook.md +39923106285207,2026-04-22T07:24:19Z,2026-06-27T02:52:29Z,【征文邀请】那些你在IQC踩过的坑，可能正是今年选手最需要的答案 ,https://support.worldquantbrain.com/hc/en-us/community/posts/39923106285207,general,screened,6,True, +39922788056343,2026-04-22T06:45:00Z,2026-09-06T01:57:44Z,【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster！（上篇）,https://support.worldquantbrain.com/hc/en-us/community/posts/39922788056343,general,screened,75,True, +39922320882455,2026-04-22T05:47:36Z,2026-08-07T10:56:38Z,正版AI工具包合集优惠推荐 Lenny‘s newsletter bundle 无封号困扰,https://support.worldquantbrain.com/hc/en-us/community/posts/39922320882455,guides,screened,2,True, +39920503976087,2026-04-22T02:17:02Z,2026-09-02T03:41:38Z,如何通过【Robust universe Sharpe and returns】检测的一些尝试,https://support.worldquantbrain.com/hc/en-us/community/posts/39920503976087,optimization,synthesized,7,True,08-alpha-optimization/diagnostic-workflow.md +39907023480599,2026-04-21T16:20:17Z,2026-07-20T11:19:17Z,【WQ Manager】大更新！新增Base Payment排行榜！,https://support.worldquantbrain.com/hc/en-us/community/posts/39907023480599,general,screened,14,True, +39899189437847,2026-04-21T10:16:07Z,2026-07-27T23:53:09Z,【工具分享】（即插即用）AI写description费token？直接用网页版就好了,https://support.worldquantbrain.com/hc/en-us/community/posts/39899189437847,ai,screened,0,True, +39873247817495,2026-04-20T12:33:20Z,2026-08-19T03:15:20Z,一键自动化回测代码分享,https://support.worldquantbrain.com/hc/en-us/community/posts/39873247817495,engineering,screened,0,True, +39870945020183,2026-04-20T09:49:12Z,2026-08-07T10:58:38Z,"【代码分享】AI生成Alpha总是”凭空想象""？给它喂论文，鱼饵才对味！",https://support.worldquantbrain.com/hc/en-us/community/posts/39870945020183,ai,screened,8,True, +39870662977687,2026-04-20T09:19:58Z,2026-07-14T10:53:29Z,经验分享：最近做 Regular 点塔时反复踩到的几个坑,https://support.worldquantbrain.com/hc/en-us/community/posts/39870662977687,lessons,synthesized,8,True,09-experience-lessons/failure-casebook.md +39868267753623,2026-04-20T04:14:46Z,2026-08-30T09:29:48Z,Pipeline MCP 深度版：面向多样性、高质量、低相关性 Alpha 持续生产的编排架构实践,https://support.worldquantbrain.com/hc/en-us/community/posts/39868267753623,portfolio,synthesized,8,True,03-engineering/2026-operating-lessons.md +39859045823511,2026-04-19T13:14:48Z,2026-08-22T11:52:09Z,【经验分享】新人顾问0.5--->0.62--->0.95--->0.99vf经验分享,https://support.worldquantbrain.com/hc/en-us/community/posts/39859045823511,lessons,screened,7,True, +39858612511383,2026-04-19T12:35:29Z,2026-06-28T08:19:08Z,【经验分享】云端磁盘深度清理，让云端更加流畅丝滑,https://support.worldquantbrain.com/hc/en-us/community/posts/39858612511383,lessons,screened,2,True, +39857630237591,2026-04-19T10:23:42Z,2026-08-23T13:07:29Z,我的Alpha提交算法进化史：从团划分剪枝到最大权重独立集,https://support.worldquantbrain.com/hc/en-us/community/posts/39857630237591,general,synthesized,4,True,08-alpha-optimization/portfolio-and-correlation.md +39854893045655,2026-04-19T02:51:39Z,2026-06-27T03:37:49Z,穿透参数迷雾：量化策略的敏感度分析与鲁棒性构建,https://support.worldquantbrain.com/hc/en-us/community/posts/39854893045655,general,synthesized,5,True,08-alpha-optimization/diagnostic-workflow.md +39854742805271,2026-04-19T02:26:34Z,2026-07-29T07:02:19Z,26.04.19 新顾问培训AI打工人安装 codebuddy配置版.,https://support.worldquantbrain.com/hc/en-us/community/posts/39854742805271,events,screened,13,True, +39845230299927,2026-04-18T12:59:03Z,2026-08-01T17:39:01Z,【Alpha灵感】AI搜索字段极性配对，构建低PC因子(附提示词),https://support.worldquantbrain.com/hc/en-us/community/posts/39845230299927,ideas,synthesized,15,True,00-restart/2026-timeline.md;01-alpha-ideas/data-template-cards.md;01-alpha-ideas/relationship-and-extension-cards.md;06-sources/curated.md +39826862025879,2026-04-17T16:35:24Z,2026-07-15T11:04:57Z,World Quant漫画（第三期）,https://support.worldquantbrain.com/hc/en-us/community/posts/39826862025879,general,screened,12,True, +39822852669079,2026-04-17T14:36:50Z,2026-07-17T04:47:53Z,多图解析USA最新3x High Turnover Theme国区提交现况,https://support.worldquantbrain.com/hc/en-us/community/posts/39822852669079,optimization,screened,6,True, +39759673422487,2026-04-15T09:27:39Z,2026-08-13T14:05:49Z,在wq半年：从1.5刀到100刀，我是怎么做到连续三个月vf1.0+comb2.94的,https://support.worldquantbrain.com/hc/en-us/community/posts/39759673422487,lessons,screened,12,True, +39759058734359,2026-04-15T08:23:19Z,2026-07-29T07:24:15Z,【新人心魔】打破心魔之旅：这样的因子到底要不要交？,https://support.worldquantbrain.com/hc/en-us/community/posts/39759058734359,general,screened,9,True, +39756841978519,2026-04-15T03:48:36Z,2026-08-01T03:45:22Z,【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析,https://support.worldquantbrain.com/hc/en-us/community/posts/39756841978519,general,screened,9,True, +39729140385559,2026-04-14T06:17:42Z,2026-07-24T14:15:00Z,【差生文具多】WQ助手1.02版(安卓版本+windows版本),https://support.worldquantbrain.com/hc/en-us/community/posts/39729140385559,general,screened,14,True, +39728814444695,2026-04-14T05:42:52Z,2026-07-30T02:16:37Z,26年Q1 Genius定级已更新，Q2赛季加油！,https://support.worldquantbrain.com/hc/en-us/community/posts/39728814444695,general,screened,20,True, +39710403268759,2026-04-13T15:33:25Z,2026-06-30T15:41:20Z,【资源分享】免费的claude opus 4.6 api - Replit,https://support.worldquantbrain.com/hc/en-us/community/posts/39710403268759,ai,screened,11,True, +39690289189015,2026-04-12T13:31:17Z,2026-06-29T20:16:29Z,【大角羊】一分钟掌握参加Orthogonal HTVR Theme要点（三倍加成）！,https://support.worldquantbrain.com/hc/en-us/community/posts/39690289189015,general,screened,14,True, +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, +39567420541079,2026-04-07T11:00:52Z,2026-09-04T09:29:19Z,【个人经验】PPA 因子筛选标准与实战心得（适合新手参考）,https://support.worldquantbrain.com/hc/en-us/community/posts/39567420541079,lessons,screened,12,True, +39565397650839,2026-04-07T07:21:14Z,2026-04-15T16:44:18Z,低成本使用ai，助力回测！,https://support.worldquantbrain.com/hc/en-us/community/posts/39565397650839,ai,screened,1,True, +39531360358295,2026-04-05T17:23:40Z,2026-08-26T06:44:04Z,【新人向】是否还在对华子哥数据WebDataRAW不会解压而感到苦恼！即插即用代码来了，仅需Excel就可以进行数据分析！,https://support.worldquantbrain.com/hc/en-us/community/posts/39531360358295,engineering,screened,28,True, +39524416948887,2026-04-05T01:07:37Z,2026-07-16T01:00:28Z,"通俗易懂，从另一个角度理解一下方法vector_neut(x, y)、ts_vector_neut(x, y, d)、ts_vector_proj(x, y, d)",https://support.worldquantbrain.com/hc/en-us/community/posts/39524416948887,general,synthesized,11,True,07-professional-knowledge/data-and-signal-semantics.md +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, +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,2026-08-20T14:58:14Z,【OSMOSIS新人友好版】真正的一键打分：指定区域清空+补齐10类+标签过滤,https://support.worldquantbrain.com/hc/en-us/community/posts/39408397746199,portfolio,screened,21,True, +39368763910807,2026-03-29T08:40:07Z,2026-06-29T00:02:35Z,【ValueFactor】关于这次更新VF从0.98突然暴跌至0.75的反思与警示,https://support.worldquantbrain.com/hc/en-us/community/posts/39368763910807,lessons,synthesized,19,True,09-experience-lessons/failure-casebook.md +39367839107095,2026-03-29T05:37:12Z,2026-08-30T14:24:22Z,手把手教学：新顾问如何安装APP+AI打工人模块,https://support.worldquantbrain.com/hc/en-us/community/posts/39367839107095,ai,screened,25,True, +39354616684439,2026-03-28T07:33:39Z,2026-06-10T00:20:34Z,【工作流分享】基于openclaw的自动化agent工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/39354616684439,ai,screened,8,True, +39354351739415,2026-03-28T06:32:44Z,2026-07-16T08:04:28Z,【QUANT101】什么是 Non-Compensated Alpha? 如何筛选 Compensated Alpha？,https://support.worldquantbrain.com/hc/en-us/community/posts/39354351739415,general,synthesized,4,True,03-engineering/2026-operating-lessons.md +39354315278103,2026-03-28T06:31:40Z,2026-06-10T00:20:46Z,【Agent Memory模块探索】用Supermemory在WorldQuant平台自动化挖掘Alpha因子,https://support.worldquantbrain.com/hc/en-us/community/posts/39354315278103,portfolio,screened,7,True, +39330854528151,2026-03-27T08:00:33Z,2026-09-06T17:51:56Z,经验分享-Combine提升之路-过山车的经历真刺激，从负数到2的来时路,https://support.worldquantbrain.com/hc/en-us/community/posts/39330854528151,lessons,screened,13,True, +39329143529751,2026-03-27T03:47:42Z,2026-06-29T13:49:39Z,【限时羊毛】只要邀请完成平台使用邮箱注册，即可获得IQC限定雨伞和背包！,https://support.worldquantbrain.com/hc/en-us/community/posts/39329143529751,events,screened,18,True, +39319955780887,2026-03-26T19:08:49Z,2026-09-06T11:38:31Z,【经验分享】用AI 跑了几百次回测还找不到优质信号，到底是池塘没鱼还是鱼饵不对？燃烧token！给 AI 装上导航！,https://support.worldquantbrain.com/hc/en-us/community/posts/39319955780887,guides,synthesized,83,True,02-ai-mining/2026-methods-and-failures.md +39306926420887,2026-03-26T11:18:56Z,2026-09-03T09:02:59Z,半自动化提交 试试这套代码’，高效省心,https://support.worldquantbrain.com/hc/en-us/community/posts/39306926420887,engineering,screened,3,True, +39305892045719,2026-03-26T09:35:11Z,2026-07-31T14:29:03Z,我依靠这套代码，半个月点了10个塔,https://support.worldquantbrain.com/hc/en-us/community/posts/39305892045719,engineering,screened,19,True, +39304762113815,2026-03-26T07:13:47Z,2026-09-05T08:40:38Z,Harness engineering下的AI Quant,https://support.worldquantbrain.com/hc/en-us/community/posts/39304762113815,ai,screened,54,True, +39303870526487,2026-03-26T05:03:57Z,2026-06-10T17:44:05Z,ProdCorr改造插件，【即插即用】，直观显示Category，IS Testing Status 一键直达alphaid页面 ,https://support.worldquantbrain.com/hc/en-us/community/posts/39303870526487,portfolio,screened,17,True, +39302047350423,2026-03-26T01:37:21Z,2026-06-10T00:21:20Z,【Agent Memory 模块】OpenClaw节省Token的插件：PowerMem安装 ,https://support.worldquantbrain.com/hc/en-us/community/posts/39302047350423,ai,screened,3,True, +39289349830295,2026-03-25T17:07:49Z,2026-07-24T10:44:09Z,微信Clawbot接通AI打工人,https://support.worldquantbrain.com/hc/en-us/community/posts/39289349830295,ai,screened,7,True, +39285932794391,2026-03-25T15:18:01Z,2026-09-06T15:18:05Z,鼠鼠靠着做WQ重启人生,https://support.worldquantbrain.com/hc/en-us/community/posts/39285932794391,general,screened,67,True, +39255045175191,2026-03-24T12:51:53Z,2026-08-22T04:18:03Z,积极拥抱AI-关于Claude-Code的agent-team功能的探索,https://support.worldquantbrain.com/hc/en-us/community/posts/39255045175191,ai,screened,15,True, +39253260827543,2026-03-24T11:12:58Z,2026-08-23T02:37:46Z,【工作流分享】Gold可用的Super Alpha挖掘策略,https://support.worldquantbrain.com/hc/en-us/community/posts/39253260827543,portfolio,screened,1,True, +39252022275223,2026-03-24T09:05:46Z,2026-08-25T05:11:11Z,【邪修】当龙虾没有饲料了怎么办？白嫖啊！,https://support.worldquantbrain.com/hc/en-us/community/posts/39252022275223,general,screened,10,True, +39251610735639,2026-03-24T08:15:29Z,2026-08-20T04:13:25Z,【VF 0.95收入经验分享】高VF如何拿到更高的base,https://support.worldquantbrain.com/hc/en-us/community/posts/39251610735639,lessons,screened,13,True, +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, +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, +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 +39224495902103,2026-03-23T07:55:35Z,2026-06-10T00:22:56Z,新晋顾问26天经验与踩坑分享,https://support.worldquantbrain.com/hc/en-us/community/posts/39224495902103,lessons,screened,17,True, +39224451555223,2026-03-23T07:47:43Z,2026-06-10T00:23:00Z,成为顾问的100天感想：道阻且长，唯有沉心学习。,https://support.worldquantbrain.com/hc/en-us/community/posts/39224451555223,general,screened,8,True, +39224259294999,2026-03-23T07:15:35Z,2026-08-06T03:19:39Z,【代码分享】遇到429时，我用代码写了个一套管理机制来动态控制并发数,https://support.worldquantbrain.com/hc/en-us/community/posts/39224259294999,engineering,synthesized,0,True,03-engineering/2026-operating-lessons.md +39223126454679,2026-03-23T04:23:56Z,2026-07-16T00:19:02Z,【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用,https://support.worldquantbrain.com/hc/en-us/community/posts/39223126454679,optimization,screened,12,True, +39223135297431,2026-03-23T04:22:04Z,2026-06-29T00:04:20Z,"""看一眼线""，那是在看啥，Alpha""续航力评分""工具",https://support.worldquantbrain.com/hc/en-us/community/posts/39223135297431,engineering,screened,11,True, +39215982466071,2026-03-22T16:09:07Z,2026-08-08T00:46:41Z,[skills小工具]将数据库中数据封装成skills，用于AI工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/39215982466071,ai,synthesized,5,True,02-ai-mining/2026-methods-and-failures.md +39213565539095,2026-03-22T12:00:01Z,2026-07-29T14:28:19Z,【Quant101】手把手教你搭建本地因子库 ①,https://support.worldquantbrain.com/hc/en-us/community/posts/39213565539095,engineering,screened,11,True, +39211291325335,2026-03-22T04:36:51Z,2026-08-26T06:57:45Z,成为Expert的VF爬升之路：0.68-0.98-0.99,https://support.worldquantbrain.com/hc/en-us/community/posts/39211291325335,lessons,screened,6,True, +39202207210135,2026-03-21T13:59:19Z,2026-08-18T08:34:04Z,[代码优化]精准Osmosis10万点数（误差只有1）,https://support.worldquantbrain.com/hc/en-us/community/posts/39202207210135,portfolio,screened,3,True, +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, +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 +39117486836375,2026-03-18T01:55:55Z,2026-07-03T17:06:00Z,cnhkmcp中的报错修复，及pipeline不能启动的修复,https://support.worldquantbrain.com/hc/en-us/community/posts/39117486836375,ai,screened,6,True, +39091774330007,2026-03-17T06:55:31Z,2026-06-27T03:32:06Z,[经验分享]近五天OSM平均0.79，单日最高0.95，我可能做对了什么,https://support.worldquantbrain.com/hc/en-us/community/posts/39091774330007,lessons,screened,0,True, +39072175598103,2026-03-16T15:25:23Z,2026-08-25T12:50:27Z,[新手向]关于我上赛季冲刺点塔踩的坑,https://support.worldquantbrain.com/hc/en-us/community/posts/39072175598103,general,screened,6,True, +39071216934295,2026-03-16T14:57:21Z,2026-06-10T00:24:15Z,一次艰难的gemini报错调试修复记录,https://support.worldquantbrain.com/hc/en-us/community/posts/39071216934295,ai,screened,7,True, +39070572131479,2026-03-16T14:38:50Z,2026-06-10T17:44:07Z,Claude Code 双倍额度限时，国内用户时差红利，附精准时间表,https://support.worldquantbrain.com/hc/en-us/community/posts/39070572131479,ai,screened,6,True, +39070236782231,2026-03-16T14:29:42Z,2026-06-10T00:24:29Z,OpenClaw“三省六部”架构助力Alpha构建实践,https://support.worldquantbrain.com/hc/en-us/community/posts/39070236782231,general,screened,13,True, +39061898258071,2026-03-16T05:55:04Z,2026-07-28T11:16:57Z,workbuddy让回测更方便,https://support.worldquantbrain.com/hc/en-us/community/posts/39061898258071,engineering,screened,14,True, +39050410166807,2026-03-15T13:53:18Z,2026-09-03T01:53:10Z,关于IS ladder sharpe优化的一点实践经验,https://support.worldquantbrain.com/hc/en-us/community/posts/39050410166807,lessons,screened,5,True, +39035430170135,2026-03-14T14:22:46Z,2026-07-30T02:58:45Z,【经验分享】第一个35SA的生成之路-你认为的好对SA来说不一定真的好,https://support.worldquantbrain.com/hc/en-us/community/posts/39035430170135,lessons,screened,16,True, +39034638600343,2026-03-14T13:10:48Z,2026-06-10T00:24:52Z,写了一个专门生成提交alpha 的open claw 的skill ,https://support.worldquantbrain.com/hc/en-us/community/posts/39034638600343,ai,screened,4,True, +39034538171159,2026-03-14T13:02:40Z,2026-08-27T12:51:09Z,   【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的              ,https://support.worldquantbrain.com/hc/en-us/community/posts/39034538171159,ai,screened,8,True, +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,2026-09-05T14:52:59Z,AI教我写模板,https://support.worldquantbrain.com/hc/en-us/community/posts/38989280956951,ai,screened,9,True, +38980270292631,2026-03-12T04:28:30Z,2026-08-24T11:13:04Z,16815刀季度奖经验分享-小虎,https://support.worldquantbrain.com/hc/en-us/community/posts/38980270292631,events,synthesized,43,True,09-experience-lessons/competition-evidence.md +38979392093591,2026-03-12T02:49:10Z,2026-06-30T18:10:16Z,差一点就能提交的alpha怎么救？我的10个方法,https://support.worldquantbrain.com/hc/en-us/community/posts/38979392093591,general,screened,0,True, +38979342434455,2026-03-12T02:46:36Z,2026-08-06T06:46:57Z,【工具分享】用Claude Code + MCP搭建全自动因子挖掘流水线的实践,https://support.worldquantbrain.com/hc/en-us/community/posts/38979342434455,ai,screened,23,True, +38953629858327,2026-03-11T06:39:16Z,2026-06-27T11:49:20Z,【VF0.74 BASE居然也能40刀！】每日base方向帖,https://support.worldquantbrain.com/hc/en-us/community/posts/38953629858327,lessons,screened,31,True, +38932709256727,2026-03-10T14:03:07Z,2026-09-01T11:50:14Z,【经验分享】我的上分之路：Gold→Master→Grandmaster,https://support.worldquantbrain.com/hc/en-us/community/posts/38932709256727,lessons,screened,39,True, +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, +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, +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, +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, +38768672144151,2026-03-03T14:20:03Z,2026-07-24T04:36:19Z,【日常生活贴】我的量化日记第十季 ,https://support.worldquantbrain.com/hc/en-us/community/posts/38768672144151,lessons,screened,1189,True, +38767793594775,2026-03-03T13:47:25Z,2026-08-24T12:07:38Z,【经验分享】菜鸟日记——代码小白如何稳住6个月VF0.9+,https://support.worldquantbrain.com/hc/en-us/community/posts/38767793594775,lessons,screened,24,True, +38761123396375,2026-03-03T03:24:32Z,2026-07-30T02:16:42Z,【26年3月主题活动】2026 全球量化挑战赛（IQC）推荐计划 & Osmosis 大挑战,https://support.worldquantbrain.com/hc/en-us/community/posts/38761123396375,events,screened,51,True, +38738996110743,2026-03-02T14:23:47Z,2026-06-29T13:54:04Z,"我这个expert,领了半个master的奖金！！！",https://support.worldquantbrain.com/hc/en-us/community/posts/38738996110743,events,screened,23,True, +38736030987927,2026-03-02T12:21:30Z,2026-07-27T01:46:40Z,[代码优化]将历史回测存储至MongoDB中,https://support.worldquantbrain.com/hc/en-us/community/posts/38736030987927,optimization,screened,8,True, +38720223996439,2026-03-01T08:50:29Z,2026-06-10T00:30:14Z,成为expert，vf连续三个月上0.9！！！,https://support.worldquantbrain.com/hc/en-us/community/posts/38720223996439,lessons,screened,15,True, +38706673362327,2026-02-28T09:25:43Z,2026-09-07T01:43:23Z,【MCP 提示词优化 alpha】全流程提示词,https://support.worldquantbrain.com/hc/en-us/community/posts/38706673362327,optimization,screened,59,True, +38680670654999,2026-02-27T08:02:23Z,2026-08-25T15:24:48Z,[经验分享]❌从全错到全对✅，仅一个月实现combine -1.2→3.18 + vf0.92,https://support.worldquantbrain.com/hc/en-us/community/posts/38680670654999,lessons,screened,28,True, +38669179039255,2026-02-26T19:36:10Z,2026-08-30T01:57:22Z,EUR TOPCS1600的经验：解决Robust universe Sharpe / Sub-universe Sharpe / Weight concentration 问题,https://support.worldquantbrain.com/hc/en-us/community/posts/38669179039255,lessons,synthesized,31,True,08-alpha-optimization/diagnostic-workflow.md +38660272769047,2026-02-26T14:51:16Z,2026-06-10T00:30:40Z,一文详解DCC比赛,https://support.worldquantbrain.com/hc/en-us/community/posts/38660272769047,general,screened,9,True, +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, +38631459115543,2026-02-25T14:00:29Z,2026-07-28T12:30:38Z,DCC比赛Tutorial和代码详解,https://support.worldquantbrain.com/hc/en-us/community/posts/38631459115543,engineering,screened,15,True, +38628691756695,2026-02-25T11:36:50Z,2026-07-12T17:20:28Z,一个非科班选手的量化“打怪升级”路——季度奖突破万刀必读,https://support.worldquantbrain.com/hc/en-us/community/posts/38628691756695,guides,synthesized,26,True,09-experience-lessons/competition-evidence.md +38628480955671,2026-02-25T11:19:05Z,2026-08-24T09:31:51Z,借助ai手搓出一个IND region的other355字段alpha，记录一下步骤经过,https://support.worldquantbrain.com/hc/en-us/community/posts/38628480955671,data,screened,13,True, +38626615856535,2026-02-25T08:05:42Z,2026-06-10T00:31:09Z,【大角羊】一秒重置Osmosis Points！,https://support.worldquantbrain.com/hc/en-us/community/posts/38626615856535,portfolio,screened,2,True, +38624849608215,2026-02-25T04:42:01Z,2026-06-10T00:31:17Z,请说你想当推荐王？推荐管理工具免费送上,https://support.worldquantbrain.com/hc/en-us/community/posts/38624849608215,engineering,screened,14,True, +38623022786839,2026-02-25T01:46:52Z,2026-06-10T00:31:23Z,💰💰2025年度收入回顾,https://support.worldquantbrain.com/hc/en-us/community/posts/38623022786839,general,screened,28,True, +38609982663191,2026-02-24T17:23:24Z,2026-07-30T02:16:14Z,数据字段创建比赛首次培训,https://support.worldquantbrain.com/hc/en-us/community/posts/38609982663191,events,screened,11,True, +38605161502231,2026-02-24T14:56:25Z,2026-06-10T00:31:36Z,BRAIN打工人解决报错之claude与node.js冲突,https://support.worldquantbrain.com/hc/en-us/community/posts/38605161502231,ai,screened,3,True, +38595030532631,2026-02-24T01:07:50Z,2026-06-10T00:32:22Z,【大角羊】一分钟掌握参加DCC比赛要点！,https://support.worldquantbrain.com/hc/en-us/community/posts/38595030532631,general,screened,15,True, +38582852015895,2026-02-23T18:02:09Z,2026-07-14T13:46:17Z,【WQ数据监控 v0.2.0】wqmanager.qzz.io 版本更新 ---- 新增 Osmosis Rank 变化情况及周维度对比。,https://support.worldquantbrain.com/hc/en-us/community/posts/38582852015895,portfolio,screened,12,True, +38561233060631,2026-02-22T15:24:08Z,2026-08-24T11:57:57Z,【贺六浑】被忽视的宝藏算子：vec_min 与 vec_max 的特定搭配妙用,https://support.worldquantbrain.com/hc/en-us/community/posts/38561233060631,optimization,screened,20,True, +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, +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, +38373794487063,2026-02-13T02:44:02Z,2026-06-10T00:34:53Z,【工具分享】简单便捷地给大模型添加skills,https://support.worldquantbrain.com/hc/en-us/community/posts/38373794487063,ai,screened,6,True, +38353367804695,2026-02-12T13:39:47Z,2026-06-27T11:50:19Z,【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新！ 快来看看本次 value factor 和 combined 更新情况吧！,https://support.worldquantbrain.com/hc/en-us/community/posts/38353367804695,lessons,screened,4,True, +38349347744407,2026-02-12T08:05:12Z,2026-07-09T03:10:05Z,终于走出雾霾区，体验了一把“一柱擎天”的喜悦！！！（vf: 0.5 -> 0.14 -> 0.13 -> 0.38 ->0.81->0.95）,https://support.worldquantbrain.com/hc/en-us/community/posts/38349347744407,lessons,screened,17,True, +38348972485911,2026-02-12T07:15:22Z,2026-06-10T00:35:09Z,0.74VF也能1RA吃到14刀！,https://support.worldquantbrain.com/hc/en-us/community/posts/38348972485911,lessons,screened,11,True, +38320422749463,2026-02-11T07:22:25Z,2026-06-10T00:35:14Z,【经验分享】如何从expert直升GM,https://support.worldquantbrain.com/hc/en-us/community/posts/38320422749463,lessons,screened,18,True, +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, +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, +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, +38251309633303,2026-02-08T09:18:06Z,2026-06-10T00:38:55Z,新增的免费ai api 大模型提供商，【七牛云注册就送300万token】根本用不完,https://support.worldquantbrain.com/hc/en-us/community/posts/38251309633303,events,screened,2,True, +38249576693911,2026-02-08T04:57:26Z,2026-07-31T16:43:02Z,[必要检查：OS比赛分数统计]OS比赛分数统计,https://support.worldquantbrain.com/hc/en-us/community/posts/38249576693911,general,screened,5,True, +38235318555415,2026-02-07T05:44:22Z,2026-06-10T00:39:04Z,【送AI Token】参加今日培训AI工具助你研究效率翻倍，更有token券相送,https://support.worldquantbrain.com/hc/en-us/community/posts/38235318555415,events,screened,1,True, +38234815701911,2026-02-07T04:16:00Z,2026-08-29T13:04:16Z,Alpha稳健性检验代码,https://support.worldquantbrain.com/hc/en-us/community/posts/38234815701911,optimization,synthesized,11,True,08-alpha-optimization/diagnostic-workflow.md +38213050258839,2026-02-06T12:39:56Z,2026-08-23T15:52:55Z,[AIAC2][操作符] 167 操作符全示例，赋能AI 生成、优化、验证表达式,https://support.worldquantbrain.com/hc/en-us/community/posts/38213050258839,optimization,screened,11,True, +38210807994519,2026-02-06T09:28:25Z,2026-07-29T16:04:46Z,OSMOSIS 分数分配策略 by TIGER：big head 分配法,https://support.worldquantbrain.com/hc/en-us/community/posts/38210807994519,portfolio,screened,10,True, +38209592294167,2026-02-06T06:42:41Z,2026-06-10T00:43:16Z,VF第一次更新从0.5-0.88的感想,https://support.worldquantbrain.com/hc/en-us/community/posts/38209592294167,lessons,screened,4,True, +38187278934551,2026-02-05T14:15:07Z,2026-06-29T14:22:04Z,data存储与主题数据高效获取方法,https://support.worldquantbrain.com/hc/en-us/community/posts/38187278934551,general,screened,9,True, +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, +38182883500055,2026-02-05T09:48:58Z,2026-07-29T14:44:42Z,OS更新后对于“这个因子到底能不能交”的一点思考 【传奇耐打王系列一】,https://support.worldquantbrain.com/hc/en-us/community/posts/38182883500055,general,screened,9,True, +38182819864471,2026-02-05T09:38:03Z,2026-08-26T13:53:46Z,【差生文具多】WQ助手1.01版本(安卓版本),https://support.worldquantbrain.com/hc/en-us/community/posts/38182819864471,general,screened,12,True, +38154547987607,2026-02-04T08:15:31Z,2026-06-10T00:43:46Z,【ValueFactor提升经验】从0.26->0.53->0.56->0.9->0.95的经验之谈,https://support.worldquantbrain.com/hc/en-us/community/posts/38154547987607,lessons,screened,10,True, +38151220803095,2026-02-04T02:22:18Z,2026-09-03T09:07:10Z,AI打工人配置指南 - Windows\Mac\Linux,https://support.worldquantbrain.com/hc/en-us/community/posts/38151220803095,ai,screened,113,True, +38149908964759,2026-02-04T01:09:24Z,2026-06-10T00:43:55Z,【AI打工人Step4运行问题】针对Mac系统的代码调整,https://support.worldquantbrain.com/hc/en-us/community/posts/38149908964759,ai,screened,4,True, +38121900955415,2026-02-03T05:48:25Z,2026-06-10T00:44:00Z,新人期升段失败 ，vf0.5-0.93的个人小结,https://support.worldquantbrain.com/hc/en-us/community/posts/38121900955415,lessons,screened,18,True, +38121748548759,2026-02-03T05:25:48Z,2026-07-17T22:01:22Z,【WQ数据监控】wqmanager.qzz.io 一览wq-leaderboard数据,https://support.worldquantbrain.com/hc/en-us/community/posts/38121748548759,general,screened,25,True, +38121562587543,2026-02-03T05:01:45Z,2026-06-10T00:44:11Z,萌新第一次定级怎么做到comb-1.48但是Velue Factor0.9的（踩坑教程）,https://support.worldquantbrain.com/hc/en-us/community/posts/38121562587543,lessons,screened,6,True, +38121310515223,2026-02-03T04:33:20Z,2026-09-03T09:42:11Z,PPA活动主题限制下，提交ra点塔的一点心得。,https://support.worldquantbrain.com/hc/en-us/community/posts/38121310515223,events,screened,17,True, +38120459173143,2026-02-03T03:10:49Z,2026-07-22T02:09:44Z,PC限流的破解小窍门：基于SC的PC优化方法,https://support.worldquantbrain.com/hc/en-us/community/posts/38120459173143,optimization,synthesized,4,True,08-alpha-optimization/diagnostic-workflow.md +38120400657687,2026-02-03T03:03:52Z,2026-06-10T00:44:21Z,【MCP error -32000: Connection closed】解决无法连接问题（MAC系统）,https://support.worldquantbrain.com/hc/en-us/community/posts/38120400657687,ai,screened,2,True, +38120016912407,2026-02-03T02:28:52Z,2026-06-29T02:45:50Z,【BRAIN顾问的春节精彩瞬间】马上有福·BRAIN新春喜乐会 🏮,https://support.worldquantbrain.com/hc/en-us/community/posts/38120016912407,ai,screened,159,True, +38095332944919,2026-02-02T09:02:27Z,2026-06-10T00:44:31Z,iflow cli接入自定义大模型api,https://support.worldquantbrain.com/hc/en-us/community/posts/38095332944919,ai,screened,4,True, +38081199177239,2026-02-01T07:44:01Z,2026-08-20T13:58:29Z,【新人向-SA的本地计算SC】复制即用！跟上后一篇PC检测代码！,https://support.worldquantbrain.com/hc/en-us/community/posts/38081199177239,engineering,screened,6,True, +38037870580375,2026-01-30T02:11:13Z,2026-06-10T00:44:42Z,[找灵感] 我遇到的找灵感时账号登录问题,https://support.worldquantbrain.com/hc/en-us/community/posts/38037870580375,ideas,screened,6,True, +38025695370775,2026-01-29T18:31:48Z,2026-08-09T16:28:34Z,【效率王】APP重磅升级功能：来点Alpha--重新定义AI时代123阶,https://support.worldquantbrain.com/hc/en-us/community/posts/38025695370775,ai,screened,60,True, +38021301172759,2026-01-29T16:12:12Z,2026-06-10T00:44:54Z,关于ts_decay_linear的妙用,https://support.worldquantbrain.com/hc/en-us/community/posts/38021301172759,optimization,screened,19,True, +38013614427671,2026-01-29T09:43:31Z,2026-08-31T06:22:43Z,Gemini CLI正确开启skills以及alpha迭代优化工作流,https://support.worldquantbrain.com/hc/en-us/community/posts/38013614427671,optimization,screened,16,True, +38013569192983,2026-01-29T09:32:22Z,2026-06-10T00:45:04Z,使用mcp+ai挖掘alpha过程中节约token的小技巧,https://support.worldquantbrain.com/hc/en-us/community/posts/38013569192983,ai,screened,8,True, +38011740910743,2026-01-29T05:25:34Z,2026-08-07T10:56:00Z,英伟达免费模型接入Claude Code使用AI打工人,https://support.worldquantbrain.com/hc/en-us/community/posts/38011740910743,ai,screened,13,True, +38010074902295,2026-01-29T02:45:43Z,2026-04-30T22:54:38Z,我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化，记录一下过程,https://support.worldquantbrain.com/hc/en-us/community/posts/38010074902295,optimization,screened,3,True, +38009162109079,2026-01-29T01:32:17Z,2026-08-15T03:37:36Z,【新手向】打造经济实用型打工人-为AI打工人配置优惠的coding plan,https://support.worldquantbrain.com/hc/en-us/community/posts/38009162109079,events,screened,4,True, +37983679645463,2026-01-28T03:33:42Z,2026-06-10T00:45:18Z,羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0,https://support.worldquantbrain.com/hc/en-us/community/posts/37983679645463,events,screened,2,True, +37982251006487,2026-01-28T01:35:23Z,2026-08-02T08:01:06Z,白嫖指南：长期稳定免费大模型 API,https://support.worldquantbrain.com/hc/en-us/community/posts/37982251006487,ai,screened,3,True, +37958822593175,2026-01-27T08:32:21Z,2026-06-22T00:56:47Z,[AIAC2] Alpha 生成系统：AI驱动的量化策略优化框架,https://support.worldquantbrain.com/hc/en-us/community/posts/37958822593175,optimization,screened,9,True, +37953156945687,2026-01-26T23:49:56Z,2026-06-10T00:45:38Z,手机远程连接claudecode，24小时随时指挥AI干活！,https://support.worldquantbrain.com/hc/en-us/community/posts/37953156945687,ai,screened,7,True, +37922239190039,2026-01-25T16:35:34Z,2026-06-10T00:45:42Z,AI打工人系列：玩转MAC系统中回测小问题,https://support.worldquantbrain.com/hc/en-us/community/posts/37922239190039,ai,screened,1,True, +37905611580311,2026-01-24T09:12:17Z,2026-06-22T00:52:50Z,【OB】在OpenCode中使用Antigravity的Claude额度,https://support.worldquantbrain.com/hc/en-us/community/posts/37905611580311,ai,screened,0,True, +37878120993559,2026-01-23T07:35:03Z,2026-08-07T18:40:43Z,这个因子到底能不能交？ 定级后关于因子提交的沉重反思 【传奇耐打王系列一】,https://support.worldquantbrain.com/hc/en-us/community/posts/37878120993559,general,screened,7,True, +37877587810327,2026-01-23T06:23:31Z,2026-09-07T05:51:42Z,GLB区域使用ppa点塔,https://support.worldquantbrain.com/hc/en-us/community/posts/37877587810327,general,screened,15,True, +37858237686167,2026-01-22T14:48:04Z,2026-08-07T10:46:14Z,基于论坛的 Super Alpha 全自动化框架：从策略生成到最大独立集优化 (附完整源码),https://support.worldquantbrain.com/hc/en-us/community/posts/37858237686167,portfolio,screened,2,True, +37857879534487,2026-01-22T14:35:22Z,2026-07-19T05:51:32Z,opencode+skills全自动优化alpha,https://support.worldquantbrain.com/hc/en-us/community/posts/37857879534487,optimization,screened,3,True, +37856141500951,2026-01-22T13:24:07Z,2026-06-10T00:46:07Z,【Community Leader - 因子构造】gemini_cli_sdk + 双agent，打造一个听话的挖掘工2,https://support.worldquantbrain.com/hc/en-us/community/posts/37856141500951,ideas,screened,1,True, +37852483070743,2026-01-22T07:57:28Z,2026-06-10T00:46:12Z,iflow提示API账户余额不足（Insufficient Balance）？不要急，切换个模型即可,https://support.worldquantbrain.com/hc/en-us/community/posts/37852483070743,ai,screened,2,True, +37852378086039,2026-01-22T07:34:32Z,2026-09-04T09:44:30Z,【ValueFactor】0.38->0.89->1->0.99->1的自我救赎 ,https://support.worldquantbrain.com/hc/en-us/community/posts/37852378086039,lessons,screened,10,True, +37831022530583,2026-01-21T15:34:49Z,2026-07-17T23:10:10Z,Trae+SKILL+规则+记忆=AI全自动挖掘因子,https://support.worldquantbrain.com/hc/en-us/community/posts/37831022530583,ai,screened,6,True, +37828798034711,2026-01-21T14:15:58Z,2026-06-10T00:46:25Z,【一键切换API供应商】小白也能配置，AI打工人的辅助神器，适用Claude Code、Codex、Gemini CLI,https://support.worldquantbrain.com/hc/en-us/community/posts/37828798034711,ai,screened,2,True, +37824943159959,2026-01-21T10:21:06Z,2026-06-10T00:46:29Z,【大角羊】一分钟掌握参加AIAC2.0比赛要点！,https://support.worldquantbrain.com/hc/en-us/community/posts/37824943159959,ai,screened,15,True, +37824666278935,2026-01-21T09:48:53Z,2026-08-27T12:34:34Z,[WARNING!!!WARNING!!!WARNING] OS已觉醒!!!｜样本外更新之后，我终于看清哪些因子只是“剧情战力” | 附分析代码,https://support.worldquantbrain.com/hc/en-us/community/posts/37824666278935,engineering,screened,5,True, +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, +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, +37776070276119,2026-01-19T14:14:28Z,2026-07-21T15:38:26Z,【工具推荐】claude-code-proxy + AI打工人：使用免费的大模型白嫖打工人！,https://support.worldquantbrain.com/hc/en-us/community/posts/37776070276119,ai,screened,8,True, +37762717623063,2026-01-18T16:52:39Z,2026-06-10T00:47:18Z,【AI桌面插件】作为智能助手寻找 Alpha 模版和灵感,https://support.worldquantbrain.com/hc/en-us/community/posts/37762717623063,ideas,screened,5,True, +37760676701463,2026-01-18T12:58:32Z,2026-06-10T00:47:22Z,Mac OS设置cnhkmcp环境,https://support.worldquantbrain.com/hc/en-us/community/posts/37760676701463,ai,screened,1,True, +37760428555287,2026-01-18T12:23:49Z,2026-07-03T16:58:10Z, [工具分享] 追踪每一次cnhkmcp的更新,https://support.worldquantbrain.com/hc/en-us/community/posts/37760428555287,ai,screened,2,True, +37759477785239,2026-01-18T09:47:10Z,2026-08-07T10:44:23Z,[Alpha优化] 提高Robust Universie Sharp，提高Sub Universe Sharp，降低Turnover的常见方式,https://support.worldquantbrain.com/hc/en-us/community/posts/37759477785239,optimization,screened,12,True, +37745706080407,2026-01-17T08:00:15Z,2026-06-22T00:23:32Z,【SKILLS everywhere】自动同步skills，从claude到gemini，codex，iflow,https://support.worldquantbrain.com/hc/en-us/community/posts/37745706080407,ai,screened,6,True, +37744709099671,2026-01-17T05:17:18Z,2026-06-10T00:47:42Z,最新MacOS tahoe 系统如何解决运行APP后打开回测器报错解决方案,https://support.worldquantbrain.com/hc/en-us/community/posts/37744709099671,engineering,screened,1,True, +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, +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, +37662026299543,2026-01-14T06:57:15Z,2026-06-10T00:48:16Z,盘点最近薅到的免费大模型,https://support.worldquantbrain.com/hc/en-us/community/posts/37662026299543,ai,screened,7,True, +37661413598231,2026-01-14T05:24:25Z,2026-06-10T00:48:21Z,Gemini cli如何使用cnhkmcp中的Skills,https://support.worldquantbrain.com/hc/en-us/community/posts/37661413598231,ai,screened,12,True, +37660909564311,2026-01-14T04:20:13Z,2026-07-19T18:20:57Z,[四季度六维数据] 聚焦目标数据，超越自我,https://support.worldquantbrain.com/hc/en-us/community/posts/37660909564311,general,screened,6,True, +37660271259159,2026-01-14T03:20:18Z,2026-06-10T00:48:25Z,【代码优化】优化datafield的模糊查询,https://support.worldquantbrain.com/hc/en-us/community/posts/37660271259159,data,screened,1,True, +37659557662615,2026-01-14T02:14:22Z,2026-06-10T00:48:31Z,win10解决cmd窗口不显示图标和特殊符号的问题,https://support.worldquantbrain.com/hc/en-us/community/posts/37659557662615,general,screened,6,True, +37646343046807,2026-01-13T17:33:05Z,2026-06-10T00:48:35Z,【代码优化，即插即用】一键批量获取数据字段（以可直接用于app的格式/已解决429问题）,https://support.worldquantbrain.com/hc/en-us/community/posts/37646343046807,data,screened,1,True, +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, +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, +37606116158743,2026-01-12T08:22:40Z,2026-07-28T03:46:05Z,【SDK+MCP+AGENT三层架构】因子挖掘系统，实现mcp稳定运行不断,https://support.worldquantbrain.com/hc/en-us/community/posts/37606116158743,ai,synthesized,12,True,00-restart/2026-timeline.md;06-sources/curated.md +37603695761047,2026-01-12T03:06:31Z,2026-06-10T00:49:23Z,解决Gemini输出乱码问题,https://support.worldquantbrain.com/hc/en-us/community/posts/37603695761047,ai,screened,3,True, +37595337103511,2026-01-11T13:37:32Z,2026-07-19T06:00:27Z,论AI“过拟合”的那些套路与对策-----附：Gemini强制鞭策大法（理论听话）,https://support.worldquantbrain.com/hc/en-us/community/posts/37595337103511,optimization,screened,14,True, +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, +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, +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, +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,2026-08-28T22:07:36Z,新手福音，全自动爬山算法，1个Alpha变N个！！！（开箱即用）,https://support.worldquantbrain.com/hc/en-us/community/posts/37523762919575,general,screened,24,True, +37503393839895,2026-01-07T15:32:28Z,2026-02-28T07:18:35Z,[Gemini大王]同时调取多个Gemini Cli完成不同工作,https://support.worldquantbrain.com/hc/en-us/community/posts/37503393839895,ai,screened,3,True, +37495491312407,2026-01-07T06:52:07Z,2026-01-17T12:29:52Z,【代码优化】一句话debug：429？多try一下就好啦！,https://support.worldquantbrain.com/hc/en-us/community/posts/37495491312407,optimization,screened,2,True, +37495033591447,2026-01-07T05:55:18Z,2026-08-24T04:48:37Z,QuantGo Kit：基于Grafana的WorldQuant量化可视化篇,https://support.worldquantbrain.com/hc/en-us/community/posts/37495033591447,general,screened,5,True, +37494588760343,2026-01-07T04:56:49Z,2026-05-17T07:10:31Z,【代码优化】缘分一道桥429 频繁报错 + 解析误判的一个实用修法（亲测有效）,https://support.worldquantbrain.com/hc/en-us/community/posts/37494588760343,optimization,screened,4,True, +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 +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, +37427295710359,2026-01-04T09:45:08Z,2026-08-01T04:49:27Z,[SuperAlpha] 基于SuperAlpha数据分析师--Own极简回测次数源源不断三五(附代码),https://support.worldquantbrain.com/hc/en-us/community/posts/37427295710359,portfolio,screened,19,True, +37389747140119,2026-01-02T06:57:14Z,2026-02-02T08:11:24Z,Brain Labs填充缺失值使用未来数据吗？,https://support.worldquantbrain.com/hc/en-us/community/posts/37389747140119,ai,screened,2,True, +37388868198423,2026-01-02T04:37:56Z,2026-08-14T05:27:45Z,2025年踩坑经验总结 vf 0.5->0.13->0.38->0.81； Combined Alpha Performance 0.68->0.06->-0.58->0.36；,https://support.worldquantbrain.com/hc/en-us/community/posts/37388868198423,lessons,synthesized,5,True,09-experience-lessons/failure-casebook.md +37388646548119,2026-01-02T04:12:54Z,2026-09-06T12:19:42Z,[工具分享]一键 Robust Sharpe优化辅助,https://support.worldquantbrain.com/hc/en-us/community/posts/37388646548119,optimization,screened,9,True, +37386294914199,2026-01-01T23:54:25Z,2026-07-12T10:24:28Z,[cnhkmcp APP] 导出带settings的json批量回测--断点续传，智能重试,https://support.worldquantbrain.com/hc/en-us/community/posts/37386294914199,ai,screened,1,True, +37377610926999,2026-01-01T07:46:19Z,2026-07-25T10:32:22Z,获取生产相关性代码改进,https://support.worldquantbrain.com/hc/en-us/community/posts/37377610926999,portfolio,screened,1,True, diff --git a/docs/worldquant-knowledge-base/06-sources/mail-index.csv b/docs/worldquant-knowledge-base/06-sources/mail-index.csv new file mode 100644 index 0000000..7821afc --- /dev/null +++ b/docs/worldquant-knowledge-base/06-sources/mail-index.csv @@ -0,0 +1,709 @@ +message_id,received_at_utc,subject,source_kind,tags_heuristic,gmail_url,notified_post_id,forum_created_at_utc +1a06c4e287180ba3,2026-09-04T12:04:15+00:00,Opportunity webinar - September 2026 Confirmation,webinar,other,https://mail.google.com/mail/#all/1a06c4e287180ba3,, +1a06576becdd1a4e,2026-09-03T04:11:15+00:00,[顾问专属中文论坛] 【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,forum_notification,alpha-idea,https://mail.google.com/mail/#all/1a06576becdd1a4e,43181411147287,2026-09-02T10:44:26Z +1a0656d10e485256,2026-09-03T04:00:41+00:00,"[顾问专属中文论坛] 【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",forum_notification,alpha-idea,https://mail.google.com/mail/#all/1a0656d10e485256,43179521660823,2026-09-02T07:35:26Z +1a0656334b6ebc1d,2026-09-03T03:49:55+00:00,"[顾问专属中文论坛] 【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",forum_notification,alpha-idea,https://mail.google.com/mail/#all/1a0656334b6ebc1d,43179860065303,2026-09-02T08:17:04Z +1a0652bdbb5ea773,2026-09-03T02:49:27+00:00,[顾问专属中文论坛] 03-【进阶学习】Super Alpha 每日获得额外1-60USD，来此学习,forum_notification,portfolio,https://mail.google.com/mail/#all/1a0652bdbb5ea773,43208281917591,2026-09-03T02:27:56Z +1a061854bef1d9f8,2026-09-02T09:48:39+00:00,SPC is Live - Start Submitting!,official_or_related_mail,platform,https://mail.google.com/mail/#all/1a061854bef1d9f8,, +1a0610c05ca25668,2026-09-02T07:36:12+00:00,[顾问专属中文论坛] 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,forum_notification,alpha-idea;engineering;portfolio,https://mail.google.com/mail/#all/1a0610c05ca25668,43179259800471,2026-09-02T07:12:12Z +1a0602d8dca17e14,2026-09-02T03:33:11+00:00,BRAIN 本周资源更新：课程、答疑、活动及平台更新,official_or_related_mail,ai-mining;platform,https://mail.google.com/mail/#all/1a0602d8dca17e14,, +1a05c27ff9af4fa4,2026-09-01T08:48:39+00:00,[顾问专属中文论坛] 【Alpha Idea】Alpha Idea and Implementation 征文活动 —— 展现你的研究实力！,forum_notification,alpha-idea;platform,https://mail.google.com/mail/#all/1a05c27ff9af4fa4,43147371557015,2026-09-01T08:24:29Z +1a0576505d8c2b2c,2026-08-31T10:37:12+00:00,【课程提醒】顾问课程：顾问答疑课,official_or_related_mail,platform,https://mail.google.com/mail/#all/1a0576505d8c2b2c,, +1a057521c6996f83,2026-08-31T10:16:34+00:00,[顾问专属中文论坛] 【SPC实战】信号衰减5-7天：数据源“时效性”比“全面性”更重要,forum_notification,platform,https://mail.google.com/mail/#all/1a057521c6996f83,42955680180247,2026-08-24T16:05:41Z +1a05743441fa3023,2026-08-31T10:00:21+00:00,[顾问专属中文论坛] 获取 WorldQuant 每天剩余回测次数、已回测次数,forum_notification,engineering,https://mail.google.com/mail/#all/1a05743441fa3023,43058251853847,2026-08-28T02:23:03Z +1a0574339a343554,2026-08-31T10:00:17+00:00,[顾问专属中文论坛] 【免费AI工具使用】之 ZCode 桌面版 【3亿token 免费】GLM5.3模型,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/1a0574339a343554,43087031637527,2026-08-29T05:39:26Z +1a05741dc2046ca1,2026-08-31T09:58:49+00:00,[顾问专属中文论坛] 新人顾问心得，尝试通过Robust测试（一边修改一边写帖子）,forum_notification,other,https://mail.google.com/mail/#all/1a05741dc2046ca1,43031577079575,2026-08-27T08:00:38Z +1a0573de2cffff61,2026-08-31T09:54:28+00:00,[顾问专属中文论坛] 和AI学点手搓小知识-vec操作符解析,forum_notification,ai-mining,https://mail.google.com/mail/#all/1a0573de2cffff61,43031425132823,2026-08-27T07:41:24Z +1a05739475873a12,2026-08-31T09:49:26+00:00,[顾问专属中文论坛] 【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,forum_notification,portfolio,https://mail.google.com/mail/#all/1a05739475873a12,43006316208151,2026-08-26T12:39:42Z +1a04c147fe9609d5,2026-08-29T05:53:26+00:00,[顾问专属中文论坛] 【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/1a04c147fe9609d5,41020681850519,2026-06-06T12:44:00Z +1a03d2a125691eca,2026-08-26T08:22:42+00:00,[顾问专属中文论坛] 🌟 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),forum_notification,portfolio,https://mail.google.com/mail/#all/1a03d2a125691eca,43002825233687,2026-08-26T08:04:33Z +1a038394dae76b99,2026-08-25T09:21:12+00:00,【课程提醒】顾问课程：研究小组扩大会议 - AI打工人,official_or_related_mail,ai-mining;platform,https://mail.google.com/mail/#all/1a038394dae76b99,, +1a038368be8250e2,2026-08-25T09:18:12+00:00,[课程提醒]AI工具助你研究效率翻倍---Community Leader,official_or_related_mail,ai-mining;engineering;platform,https://mail.google.com/mail/#all/1a038368be8250e2,, +1a033d26de61f05d,2026-08-24T12:50:23+00:00,[顾问专属中文论坛] 【🐉龙虎榜·卷四】季度奖揭榜，VF 为纲——谁人乘龙，谁人执印？,forum_notification,portfolio,https://mail.google.com/mail/#all/1a033d26de61f05d,42945861800983,2026-08-24T09:08:41Z +1a022f69e4a61fd4,2026-08-21T05:46:31+00:00,[Spotlight] Ziming Xu,official_or_related_mail,other,https://mail.google.com/mail/#all/1a022f69e4a61fd4,, +1a019edfb6ec7a59,2026-08-19T12:10:21+00:00,[顾问专属中文论坛] 【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/1a019edfb6ec7a59,41020681850519,2026-06-06T12:44:00Z +1a01956b40ffa7ea,2026-08-19T09:25:07+00:00,[顾问专属中文论坛] 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）,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/1a01956b40ffa7ea,42721824181271,2026-08-14T14:28:28Z +1a0195255fd09070,2026-08-19T09:20:20+00:00,[顾问专属中文论坛] Claude Code Router 和quantflow不兼容的解决办法,forum_notification,ai-mining,https://mail.google.com/mail/#all/1a0195255fd09070,42743732814999,2026-08-15T11:17:48Z +1a019525295249b8,2026-08-19T09:20:20+00:00,[顾问专属中文论坛] base记录,forum_notification,other,https://mail.google.com/mail/#all/1a019525295249b8,42756641286295,2026-08-16T06:34:33Z +1a01952526ba4db6,2026-08-19T09:20:20+00:00,[顾问专属中文论坛] Claude Code 第三方模型使用搜索的利器——EXA,forum_notification,ai-mining,https://mail.google.com/mail/#all/1a01952526ba4db6,42738237663639,2026-08-15T00:37:15Z +1a0194f2dc42f2bc,2026-08-19T09:16:54+00:00,[顾问专属中文论坛] 【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,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/1a0194f2dc42f2bc,42772611660823,2026-08-17T10:05:06Z +1a0194f2cd8c3521,2026-08-19T09:16:54+00:00,"[顾问专属中文论坛] 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",forum_notification,portfolio,https://mail.google.com/mail/#all/1a0194f2cd8c3521,42775887653399,2026-08-17T13:07:37Z +1a0194f2cca00077,2026-08-19T09:16:54+00:00,[顾问专属中文论坛] 【AI 挖 Alpha】晒晒自己最近 AI 挖 Alpha 用了多少 Token 吧！,forum_notification,ai-mining,https://mail.google.com/mail/#all/1a0194f2cca00077,42771962021143,2026-08-17T08:55:07Z +1a0194f2c87a6d2c,2026-08-19T09:16:54+00:00,[顾问专属中文论坛] 【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）,forum_notification,portfolio,https://mail.google.com/mail/#all/1a0194f2c87a6d2c,42774450536343,2026-08-17T12:12:11Z +1a019037dcb1be85,2026-08-19T07:54:12+00:00,【PPA Theme更新】当前GLB PPA theme已简化，并延长到9月30日！,official_or_related_mail,platform,https://mail.google.com/mail/#all/1a019037dcb1be85,, +1a00f8a3d8ff8eaa,2026-08-17T11:45:12+00:00,[顾问专属中文论坛] 快给你们的帖子化妆吧！一套实测可用的 HTML 排版组件,forum_notification,other,https://mail.google.com/mail/#all/1a00f8a3d8ff8eaa,42215740602135,2026-07-25T08:45:29Z +1a00f09e9be181ea,2026-08-17T09:25:02+00:00,[顾问专属中文论坛] 提交按钮绿了?先别急！alpha提交前的检查清单,forum_notification,other,https://mail.google.com/mail/#all/1a00f09e9be181ea,40667155168791,2026-05-22T15:26:39Z +1a00f06d93863743,2026-08-17T09:21:41+00:00,[顾问专属中文论坛] 一键自动化回测代码分享,forum_notification,engineering,https://mail.google.com/mail/#all/1a00f06d93863743,39873247817495,2026-04-20T12:33:20Z +1a00efc2100f8eaa,2026-08-17T09:09:59+00:00,[顾问专属中文论坛] 快给你们的帖子化妆吧！一套实测可用的 HTML 排版组件,forum_notification,other,https://mail.google.com/mail/#all/1a00efc2100f8eaa,42215740602135,2026-07-25T08:45:29Z +1a00efbe8945ffc4,2026-08-17T09:09:45+00:00,[顾问专属中文论坛] 【稳住Max simulation streak】windows配置定时任务,forum_notification,other,https://mail.google.com/mail/#all/1a00efbe8945ffc4,41059854821783,2026-06-08T16:21:55Z +1a00efbe890652e2,2026-08-17T09:09:45+00:00,[顾问专属中文论坛] 【经验分享】VF0.5 - 0.8- 0.7 - 0.96，我的 VF 过山车全复盘,forum_notification,portfolio,https://mail.google.com/mail/#all/1a00efbe890652e2,41477736120983,2026-06-25T10:46:37Z +1a00ee69df671d4c,2026-08-17T08:46:29+00:00,[顾问专属中文论坛] 【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,forum_notification,ai-mining,https://mail.google.com/mail/#all/1a00ee69df671d4c,42513455206423,2026-08-06T07:24:54Z +1a00ee69d1fc3581,2026-08-17T08:46:29+00:00,[顾问专属中文论坛] 【7月新顾问分享】从“用户阶段好用”到“顾问阶段跑通”,forum_notification,other,https://mail.google.com/mail/#all/1a00ee69d1fc3581,42513832186263,2026-08-06T08:10:32Z +1a00ee09580adfdf,2026-08-17T08:39:53+00:00,[顾问专属中文论坛] 【OB】Pi+DSV4F+Extensions让我连续5天交满5个Alpha,forum_notification,other,https://mail.google.com/mail/#all/1a00ee09580adfdf,42686571665303,2026-08-13T09:20:16Z +1a00ee093ded2d26,2026-08-17T08:39:53+00:00,[顾问专属中文论坛] CLIProxyAPI桌面版，搭配opencode-go，实现与QuantFlow的配合,forum_notification,engineering,https://mail.google.com/mail/#all/1a00ee093ded2d26,42691768951447,2026-08-13T14:10:35Z +1a00ed538c1b6c6a,2026-08-17T08:27:29+00:00,[顾问专属中文论坛] 免费使用DeepSeek V4 Pro,forum_notification,other,https://mail.google.com/mail/#all/1a00ed538c1b6c6a,42757091114647,2026-08-16T07:52:17Z +1a002fccbf575b51,2026-08-15T01:15:15+00:00,【提醒今日培训已开始】打造你的量化工具箱,official_or_related_mail,engineering;platform,https://mail.google.com/mail/#all/1a002fccbf575b51,, +19ffef850af4c50e,2026-08-14T06:31:54+00:00,[顾问专属中文论坛] 重要！本周六培训课前必做！,forum_notification,platform,https://mail.google.com/mail/#all/19ffef850af4c50e,42714622464407,2026-08-14T06:16:44Z +19ffbaf634337567,2026-08-13T15:13:22+00:00,[顾问专属中文论坛] 如何通过【Robust universe Sharpe and returns】检测的一些尝试,forum_notification,other,https://mail.google.com/mail/#all/19ffbaf634337567,39920503976087,2026-04-22T02:17:02Z +19ffbab6e57885d9,2026-08-13T15:09:03+00:00,[顾问专属中文论坛] 【经验分享】省钱！！Context 与 Token 极致瘦身的 3 大技巧,forum_notification,other,https://mail.google.com/mail/#all/19ffbab6e57885d9,42455010729367,2026-08-04T09:08:28Z +19ffbab6e4f47244,2026-08-13T15:09:03+00:00,[顾问专属中文论坛] 【经验分享】：弱推理模型提示词工程思路,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19ffbab6e4f47244,42423399281815,2026-08-03T08:06:20Z +19ff556346505e1a,2026-08-12T09:38:14+00:00,Systematic Predictions Challenge (SPC) is underway - refine your submissions!,official_or_related_mail,platform,https://mail.google.com/mail/#all/19ff556346505e1a,, +19ff4dd56e559c3d,2026-08-12T07:26:14+00:00,【课程通知】提醒参加今晚 Advanced API 与三阶思想培训 Part 2 | PPA的注意Tips,official_or_related_mail,engineering;platform,https://mail.google.com/mail/#all/19ff4dd56e559c3d,, +19ff4b489d43c0f6,2026-08-12T06:41:39+00:00,[顾问专属中文论坛] GBR/DEU新地区不出货？多图解析新地区Alpha首周全球提交现况,forum_notification,other,https://mail.google.com/mail/#all/19ff4b489d43c0f6,42587179348119,2026-08-09T13:34:48Z +19ff4aee5f34e20e,2026-08-12T06:35:29+00:00,[顾问专属中文论坛] 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,forum_notification,engineering,https://mail.google.com/mail/#all/19ff4aee5f34e20e,42585946296855,2026-08-09T11:25:38Z +19ff4aee55ff701d,2026-08-12T06:35:29+00:00,[顾问专属中文论坛] 普通 Alpha 到顶级 Alpha 的优化执行手册,forum_notification,other,https://mail.google.com/mail/#all/19ff4aee55ff701d,42549574041367,2026-08-07T15:11:16Z +19feb030f479a6bc,2026-08-10T09:31:12+00:00,【课程通知】2026秋季培训：打造你的量化工具箱-以123阶工作框架为例,official_or_related_mail,engineering;platform,https://mail.google.com/mail/#all/19feb030f479a6bc,, +19feafbb9ea14e23,2026-08-10T09:23:12+00:00,【课程通知】Advanced： API 与三阶思想进阶培训 Part 2,official_or_related_mail,engineering;platform,https://mail.google.com/mail/#all/19feafbb9ea14e23,, +19fdbe39a442d27f,2026-08-07T11:02:34+00:00,[顾问专属中文论坛] 【💻云服务器】一键抢购腾讯元4核4G服务器,forum_notification,other,https://mail.google.com/mail/#all/19fdbe39a442d27f,40031467208983,2026-04-27T03:06:25Z +19fdbe0bcda1d4a8,2026-08-07T10:59:26+00:00,[顾问专属中文论坛] 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,forum_notification,ai-mining,https://mail.google.com/mail/#all/19fdbe0bcda1d4a8,42487308197783,2026-08-05T12:29:10Z +19fdbdf4bfdcd8e7,2026-08-07T10:57:51+00:00,[顾问专属中文论坛] 多时间尺度信号融合：Python Alpha 中的分层特征提取框架实战,forum_notification,engineering,https://mail.google.com/mail/#all/19fdbdf4bfdcd8e7,41105476543511,2026-06-10T02:40:27Z +19fdbdf4b96cc679,2026-08-07T10:57:51+00:00,[顾问专属中文论坛] 不使用 GitHub，如何把代码在不同机器之间同步,forum_notification,engineering,https://mail.google.com/mail/#all/19fdbdf4b96cc679,40532948003479,2026-05-17T07:52:43Z +19fdbdf4acd20e97,2026-08-07T10:57:51+00:00,[顾问专属中文论坛] 【解决tag过多不好找的实用插件】妈妈再也不用担心我划拉半天没找到要找的tag啦,forum_notification,other,https://mail.google.com/mail/#all/19fdbdf4acd20e97,40264015704215,2026-05-06T07:16:11Z +19fdbdf4a0350f52,2026-08-07T10:57:51+00:00,[顾问专属中文论坛] 【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）,forum_notification,engineering,https://mail.google.com/mail/#all/19fdbdf4a0350f52,41895342323095,2026-07-12T09:23:12Z +19fdbd971e827d38,2026-08-07T10:51:28+00:00,[顾问专属中文论坛] 关于华子哥插件显示数据集表现的方法,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19fdbd971e827d38,42460800447895,2026-08-04T14:16:29Z +19fdbd558d22bd63,2026-08-07T10:46:59+00:00,[顾问专属中文论坛] SuperAlpha 去重的一点小坑：只看 selection 可能还不够,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19fdbd558d22bd63,40936186021271,2026-06-03T12:24:51Z +19fdb8268df7742a,2026-08-07T09:14:26+00:00,【报名邀请】2026秋季线下培训：打造你的量化工具箱-以123阶工作框架为例,official_or_related_mail,engineering;platform,https://mail.google.com/mail/#all/19fdb8268df7742a,, +19fd6bbf4bf5ca98,2026-08-06T11:01:07+00:00,Reminder: Opportunity webinar - Aug 2026 starts in 1 hour,webinar,other,https://mail.google.com/mail/#all/19fd6bbf4bf5ca98,, +19fd612128061f4f,2026-08-06T07:55:36+00:00,"[顾问专属中文论坛] AI: GLB analyst16 -- 从""潜力 Alpha""到""成功 Alpha""：一次成功挖掘regular alpha的复盘",forum_notification,ai-mining,https://mail.google.com/mail/#all/19fd612128061f4f,42509573118999,2026-08-06T01:10:42Z +19fd60f8b5567eee,2026-08-06T07:52:50+00:00,[顾问专属中文论坛] 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),forum_notification,alpha-idea,https://mail.google.com/mail/#all/19fd60f8b5567eee,42160653418647,2026-07-23T07:06:37Z +19fd1dce4b5c7f6b,2026-08-05T12:19:00+00:00,Reminder: Opportunity webinar - Aug 2026 starts in 1 day,webinar,other,https://mail.google.com/mail/#all/19fd1dce4b5c7f6b,, +19fcceccb95b252f,2026-08-04T13:18:18+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19fcceccb95b252f,38263733981719,2026-02-09T08:17:33Z +19fccecca6d9df6e,2026-08-04T13:18:18+00:00,[顾问专属中文论坛] 【经验分享】ASI区域Alpha从信号到出货的进阶之路 — 突破Prod Corr与Robust Sharpe双瓶颈,forum_notification,other,https://mail.google.com/mail/#all/19fccecca6d9df6e,40458967960983, +19fcce985fe9152c,2026-08-04T13:14:43+00:00,[顾问专属中文论坛] GOLD→MASTER→GM，VF0.96，我的11月至6月总结。,forum_notification,portfolio,https://mail.google.com/mail/#all/19fcce985fe9152c,42160836246039,2026-07-23T07:26:46Z +19fccba676bccddc,2026-08-04T12:23:13+00:00,"New competition on BRAIN: Submit idea in words, let AI create the Alpha",official_or_related_mail,alpha-idea;ai-mining;platform,https://mail.google.com/mail/#all/19fccba676bccddc,, +19fcbda18847b2bd,2026-08-04T08:18:14+00:00,【手慢无！】8月主题活动与新地区上新！BRAIN API 精讲助力获取活动积分,official_or_related_mail,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19fcbda18847b2bd,, +19fc8438619d79f2,2026-08-03T15:34:56+00:00,[顾问专属中文论坛] 【Tie breaker criteria篇】一文告诉你如何GOLD直通Grandmaster！（下篇）,forum_notification,other,https://mail.google.com/mail/#all/19fc8438619d79f2,42407253630359,2026-08-02T06:45:01Z +19fc6f4838e591f0,2026-08-03T09:29:00+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19fc6f4838e591f0,42423993843735,2026-08-03T09:16:29Z +19fc6d1054f6bcab,2026-08-03T08:50:13+00:00,【重要】本周顾问培训课程安排,official_or_related_mail,platform,https://mail.google.com/mail/#all/19fc6d1054f6bcab,, +19fc17c03424cac7,2026-08-02T07:59:17+00:00,[顾问专属中文论坛] 【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,forum_notification,other,https://mail.google.com/mail/#all/19fc17c03424cac7,42258807786391,2026-07-27T17:43:50Z +19fc171e5887c8a5,2026-08-02T07:48:14+00:00,"[顾问专属中文论坛] 使用tail(group_zscore(x,industry), lower=-1.1, upper=1.1, newval=0)有效降低PC",forum_notification,ai-mining,https://mail.google.com/mail/#all/19fc171e5887c8a5,42359440646551,2026-07-31T02:03:08Z +19fc16ce3f17311c,2026-08-02T07:42:46+00:00,[顾问专属中文论坛] 【工程优化】Agent 挖 Alpha 时 Token 黑洞：raw 留磁盘，对话只读 decision,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19fc16ce3f17311c,42406158561943,2026-08-02T04:01:39Z +19fc16ce3909ef02,2026-08-02T07:42:46+00:00,[顾问专属中文论坛] 【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,forum_notification,ai-mining,https://mail.google.com/mail/#all/19fc16ce3909ef02,42403326870423,2026-08-01T23:06:55Z +19fb6c7c9f1c78d6,2026-07-31T06:06:13+00:00,Webinar information has been updated - Opportunity webinar - Aug 2026,webinar,other,https://mail.google.com/mail/#all/19fb6c7c9f1c78d6,, +19fb33c2b144651a,2026-07-30T13:34:50+00:00,Reminder: Opportunity webinar - Aug 2026 starts in 1 week,webinar,other,https://mail.google.com/mail/#all/19fb33c2b144651a,, +19fb32a063427a46,2026-07-30T13:15:02+00:00,Opportunity webinar - Aug 2026 Confirmation,webinar,other,https://mail.google.com/mail/#all/19fb32a063427a46,, +19fae9f9ced6cdf1,2026-07-29T16:05:23+00:00,[顾问专属中文论坛] 【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？,forum_notification,other,https://mail.google.com/mail/#all/19fae9f9ced6cdf1,42259186135831,2026-07-27T17:54:46Z +19fae99132d56c85,2026-07-29T15:58:15+00:00,[顾问专属中文论坛] 告别15分钟的干等！一键取消无用回测脚本,forum_notification,engineering,https://mail.google.com/mail/#all/19fae99132d56c85,42277577376919, +19fae9912875c27a,2026-07-29T15:58:15+00:00,[顾问专属中文论坛] 【经验分享】Comb-3+靠 os Comb 从Gold到Master的一些总结,forum_notification,portfolio,https://mail.google.com/mail/#all/19fae9912875c27a,42216209199255,2026-07-25T09:32:43Z +19fae99124f6c74f,2026-07-29T15:58:15+00:00,[顾问专属中文论坛] Combined 从1.07到2.98 分享,forum_notification,portfolio,https://mail.google.com/mail/#all/19fae99124f6c74f,41039581066647,2026-06-07T17:37:18Z +19fae991217ded6e,2026-07-29T15:58:15+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19fae991217ded6e,42211897526295,2026-07-25T02:29:49Z +19fae9912043dbd5,2026-07-29T15:58:15+00:00,[顾问专属中文论坛] os comb从3+到1+的一些总结和分析,forum_notification,portfolio,https://mail.google.com/mail/#all/19fae9912043dbd5,41212086027543,2026-06-14T09:59:25Z +19fadb9d1cd47791,2026-07-29T11:54:23+00:00,[顾问专属中文论坛] 【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）,forum_notification,ai-mining,https://mail.google.com/mail/#all/19fadb9d1cd47791,42274443124119,2026-07-28T04:37:43Z +19fadadb4db53f31,2026-07-29T11:41:09+00:00,[顾问专属中文论坛] 【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19fadadb4db53f31,41020681850519,2026-06-06T12:44:00Z +19facc1a444c4775,2026-07-29T07:23:19+00:00,[顾问专属中文论坛] 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！,forum_notification,platform,https://mail.google.com/mail/#all/19facc1a444c4775,42304698341399,2026-07-29T07:08:46Z +19fac0327c17aecb,2026-07-29T03:55:13+00:00,【课程提醒】顾问课程： WorldQuant BRAIN 研究小组扩大会议,official_or_related_mail,ai-mining;platform,https://mail.google.com/mail/#all/19fac0327c17aecb,, +19fabebbabafa22d,2026-07-29T03:29:40+00:00,[顾问专属中文论坛] 📢 WorldQuant BRAIN 中国区意见与建议留言墙,forum_notification,ai-mining,https://mail.google.com/mail/#all/19fabebbabafa22d,42302637812503,2026-07-29T03:17:49Z +19fa2cddc23b5a86,2026-07-27T09:00:28+00:00,[顾问专属中文论坛] 冷门数据集分享【earnings】,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19fa2cddc23b5a86,42187906212247,2026-07-24T08:28:52Z +19f96fc3d2cfe425,2026-07-25T01:55:40+00:00,[顾问专属中文论坛] 【Consultant 101】手把手教你搭建本地因子库 ②,forum_notification,engineering,https://mail.google.com/mail/#all/19f96fc3d2cfe425,39466506480663,2026-04-02T07:29:51Z +19f94deb8c420738,2026-07-24T16:04:11+00:00,[顾问专属中文论坛] 浅谈我的一二三阶开发流程----记7.23日新人答疑课,forum_notification,other,https://mail.google.com/mail/#all/19f94deb8c420738,42184733027991,2026-07-24T02:18:40Z +19f94deb899b8d17,2026-07-24T16:04:11+00:00,[顾问专属中文论坛] 用Python alpha 剔除/保留特定国家/行业进行回测的初步尝试,forum_notification,engineering,https://mail.google.com/mail/#all/19f94deb899b8d17,42160945573271,2026-07-23T07:42:15Z +19f93d083761be35,2026-07-24T11:09:03+00:00,[顾问专属中文论坛] GOLD→MASTER→GM，VF0.96，我的11月至6月总结。,forum_notification,portfolio,https://mail.google.com/mail/#all/19f93d083761be35,42160836246039,2026-07-23T07:26:46Z +19f93d08356e04e4,2026-07-24T11:09:03+00:00,[顾问专属中文论坛] 使用rank_by_side改善2year_sharpe/ladder_sharpe,forum_notification,other,https://mail.google.com/mail/#all/19f93d08356e04e4,42187744015767,2026-07-24T08:12:51Z +19f93cca271dd390,2026-07-24T11:04:49+00:00,[顾问专属中文论坛] 从新手到GM顾问：我的Alpha挖掘系统化方法论分享,forum_notification,other,https://mail.google.com/mail/#all/19f93cca271dd390,42161798745879,2026-07-23T09:22:01Z +19f93c260af2ec96,2026-07-24T10:53:36+00:00,[顾问专属中文论坛] 【新人向】从零开始做可提交的Alpha（下篇）— 从回测到提交,forum_notification,engineering,https://mail.google.com/mail/#all/19f93c260af2ec96,40600914283671, +19f93c25ff867744,2026-07-24T10:53:36+00:00,[顾问专属中文论坛] SUPER Alpha 构建实战：Selection 与 Combo 表达式设计策略,forum_notification,portfolio,https://mail.google.com/mail/#all/19f93c25ff867744,41076241014423,2026-06-09T03:50:43Z +19f93c25eb4876f7,2026-07-24T10:53:36+00:00,[顾问专属中文论坛] 无限随机大法带你挖掘所有可能的own Super Alpha（附上代码）,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19f93c25eb4876f7,37723363144855,2026-01-16T13:35:46Z +19f93bfd2f304ff0,2026-07-24T10:50:49+00:00,[顾问专属中文论坛] 【技术科普】在论坛发布彩色的帖子,forum_notification,other,https://mail.google.com/mail/#all/19f93bfd2f304ff0,40287368788375,2026-05-06T22:44:53Z +19f93bfd2e2432c5,2026-07-24T10:50:49+00:00,[顾问专属中文论坛] 【工具分享】（即插即用）AI写description费token？直接用网页版就好了,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19f93bfd2e2432c5,39899189437847,2026-04-21T10:16:07Z +19f93bfd28cbab6e,2026-07-24T10:50:49+00:00,[顾问专属中文论坛] 【工作流分享】Gold可用的Super Alpha挖掘策略,forum_notification,ai-mining;portfolio,https://mail.google.com/mail/#all/19f93bfd28cbab6e,39253260827543,2026-03-24T11:12:58Z +19f93b999224df2d,2026-07-24T10:44:01+00:00,[顾问专属中文论坛] 通过 Zendesk API 直接获取 WQB 平台资源 — 告别浏览器依赖,forum_notification,engineering,https://mail.google.com/mail/#all/19f93b999224df2d,40531705016855,2026-05-17T04:34:24Z +19f93b99843ad16e,2026-07-24T10:44:01+00:00,[顾问专属中文论坛] 【经验分享】从Gold到Master：一个普通顾问的升级之路,forum_notification,other,https://mail.google.com/mail/#all/19f93b99843ad16e,42045578950551,2026-07-18T01:16:32Z +19f8ecbbe2918c42,2026-07-23T11:45:45+00:00,[顾问专属中文论坛] 此刻有答疑课，参加加分！,forum_notification,other,https://mail.google.com/mail/#all/19f8ecbbe2918c42,42163114417431, +19f8e07e6fa73779,2026-07-23T08:11:34+00:00,【Important】WorldQuant BRAIN 有奖问卷邀请,official_or_related_mail,ai-mining,https://mail.google.com/mail/#all/19f8e07e6fa73779,, +19f897b030c0690c,2026-07-22T10:59:26+00:00,Reminder: Systematic Predictions Challenge (SPC 2026) - Webinar 1 starts in 1 hour,webinar,platform,https://mail.google.com/mail/#all/19f897b030c0690c,, +19f8571c5d66c43b,2026-07-21T13:01:02+00:00,[Consultant Spotlight] Zhuangzhuang Meng - China,official_or_related_mail,other,https://mail.google.com/mail/#all/19f8571c5d66c43b,, +19f849b70262973a,2026-07-21T12:16:46+00:00,Reminder: Systematic Predictions Challenge (SPC 2026) - Webinar 1 starts in 1 day,webinar,platform,https://mail.google.com/mail/#all/19f849b70262973a,, +19f82fb4b2bd6f21,2026-07-21T04:42:13+00:00,Systematic Predictions Challenge: Learning session with WorldQuant BRAIN,official_or_related_mail,ai-mining,https://mail.google.com/mail/#all/19f82fb4b2bd6f21,, +19f7fc912f3c6102,2026-07-20T13:48:31+00:00,[顾问专属中文论坛] 基于论坛的 Super Alpha 全自动化框架：从策略生成到最大独立集优化 (附完整源码),forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19f7fc912f3c6102,37858237686167,2026-01-22T14:48:04Z +19f7fc90fb01e9e6,2026-07-20T13:48:30+00:00,[顾问专属中文论坛] PC限流的破解小窍门：基于SC的PC优化方法,forum_notification,other,https://mail.google.com/mail/#all/19f7fc90fb01e9e6,38120459173143,2026-02-03T03:10:49Z +19f7fc3e7dee7a35,2026-07-20T13:42:52+00:00,[顾问专属中文论坛] 最近跑 alpha 后沉淀的几个少踩坑经验,forum_notification,other,https://mail.google.com/mail/#all/19f7fc3e7dee7a35,42064574062359,2026-07-19T10:02:02Z +19f7fc3e73763e9d,2026-07-20T13:42:52+00:00,[顾问专属中文论坛] 【字段处理】nan 不是一种：断粮型该填、真缺型别填（GLB/MINVOL1M & IND/TOP500/D1）,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19f7fc3e73763e9d,42078729821591,2026-07-20T09:49:27Z +19f7fc3e62f24070,2026-07-20T13:42:52+00:00,[顾问专属中文论坛] [Token王] 2026Q2 全球六维数据分析,forum_notification,other,https://mail.google.com/mail/#all/19f7fc3e62f24070,42065802192023,2026-07-19T12:27:25Z +19f7fbdb547eb763,2026-07-20T13:36:06+00:00,[顾问专属中文论坛] 最近跑 alpha 后沉淀的几个少踩坑经验,forum_notification,other,https://mail.google.com/mail/#all/19f7fbdb547eb763,42064544905495,2026-07-19T09:53:45Z +19f7fb4c9fcfd015,2026-07-20T13:26:21+00:00,[顾问专属中文论坛] Python alpha官方webinar视频代码补档：ACO + Online alphas,forum_notification,engineering,https://mail.google.com/mail/#all/19f7fb4c9fcfd015,42061123738903,2026-07-19T01:29:50Z +19f7fb4c9f227a45,2026-07-20T13:26:21+00:00,[顾问专属中文论坛] SPC 竞赛 Prompt 生成完整指南,forum_notification,platform,https://mail.google.com/mail/#all/19f7fb4c9f227a45,42021244122775,2026-07-17T06:37:04Z +19f7fb4c9d09ee60,2026-07-20T13:26:21+00:00,[顾问专属中文论坛] 【GLB】冷门数据集分享,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19f7fb4c9d09ee60,42062231758103,2026-07-19T03:51:11Z +19f7fb4c960edcd4,2026-07-20T13:26:22+00:00,[顾问专属中文论坛] rank / zscore / group_rank 别乱用：中性化前这一步，决定你 OS 稳不稳,forum_notification,other,https://mail.google.com/mail/#all/19f7fb4c960edcd4,42029118285847,2026-07-17T14:49:02Z +19f7fb4c8fe3c65f,2026-07-20T13:26:21+00:00,[顾问专属中文论坛] 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,forum_notification,other,https://mail.google.com/mail/#all/19f7fb4c8fe3c65f,42047259261335,2026-07-18T04:01:02Z +19f7fb4c85113ceb,2026-07-20T13:26:21+00:00,[顾问专属中文论坛] 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,forum_notification,engineering,https://mail.google.com/mail/#all/19f7fb4c85113ceb,42044407938839,2026-07-17T23:55:28Z +19f7fb4c81af4fb8,2026-07-20T13:26:21+00:00,[顾问专属中文论坛] 【工具优化】回测页面中Alpha详情的跳转按钮没了？插件来实现！,forum_notification,engineering,https://mail.google.com/mail/#all/19f7fb4c81af4fb8,42021722069143,2026-07-17T07:32:26Z +19f7fab99a7037f7,2026-07-20T13:16:19+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19f7fab99a7037f7,42019332809111,2026-07-17T03:11:51Z +19f7fa7b0dd0cb6a,2026-07-20T13:12:02+00:00,Systematic Predictions Challenge (SPC 2026) - Webinar 1 Confirmation,webinar,platform,https://mail.google.com/mail/#all/19f7fa7b0dd0cb6a,, +19f7fa61d2132ec5,2026-07-20T13:10:20+00:00,[顾问专属中文论坛] SPC 平台是怎么处理你的 Prompt 的 —— 从提交到出 PnL 的个人理解,forum_notification,platform,https://mail.google.com/mail/#all/19f7fa61d2132ec5,41992899715607,2026-07-16T03:37:04Z +19f7fa61d18ef262,2026-07-20T13:10:20+00:00,"[顾问专属中文论坛] 【踩坑记录】Python Alpha 开发中容易触发的 5 个""隐藏规则""",forum_notification,other,https://mail.google.com/mail/#all/19f7fa61d18ef262,42019010387479,2026-07-17T02:43:30Z +19f7fa61ceef23af,2026-07-20T13:10:20+00:00,[顾问专属中文论坛] SPC 2026 Competition API 文档,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19f7fa61ceef23af,41995369186455,2026-07-16T08:39:40Z +19f7fa61ceae6253,2026-07-20T13:10:20+00:00,[顾问专属中文论坛] 【经验分享】Alpha 过拟合的早期信号与应对策略,forum_notification,other,https://mail.google.com/mail/#all/19f7fa61ceae6253,42018671130391,2026-07-17T02:14:19Z +19f7fa61ca4db511,2026-07-20T13:10:20+00:00,[顾问专属中文论坛] Prompt 竞赛指南,forum_notification,other,https://mail.google.com/mail/#all/19f7fa61ca4db511,42015743397655,2026-07-16T23:02:32Z +19f7fa61c6fc3728,2026-07-20T13:10:20+00:00,[顾问专属中文论坛] 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,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19f7fa61c6fc3728,41974186627351,2026-07-15T14:28:21Z +19f7fa61c4ea7ddb,2026-07-20T13:10:20+00:00,[顾问专属中文论坛] Python alpha 里 np.nan_to_num 填 0 是在造伪信号：缺失值这么补才不坑,forum_notification,other,https://mail.google.com/mail/#all/19f7fa61c4ea7ddb,41995684431767,2026-07-16T09:16:12Z +19f7f9b51c896611,2026-07-20T12:58:32+00:00,[顾问专属中文论坛] [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,forum_notification,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19f7f9b51c896611,41860731598487,2026-07-10T15:11:51Z +19f7f9743e233f3b,2026-07-20T12:54:06+00:00,[顾问专属中文论坛] 【经验分享】VF0.37->0.95->0.97！我的方法论和工作流都在这了,forum_notification,ai-mining;portfolio,https://mail.google.com/mail/#all/19f7f9743e233f3b,41898002651287,2026-07-12T14:31:29Z +19f7f9743a27f580,2026-07-20T12:54:06+00:00,[顾问专属中文论坛] 字段堆越多alpha越牛？我替你们试过了，真不是这么回事,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19f7f9743a27f580,41908323673111,2026-07-13T06:19:18Z +19f7f974357f3437,2026-07-20T12:54:06+00:00,[顾问专属中文论坛] 新人半年一个季度一次跳跃：gold->expert->master,forum_notification,other,https://mail.google.com/mail/#all/19f7f974357f3437,41898564566167,2026-07-12T15:18:27Z +19f7f97430227cb4,2026-07-20T12:54:06+00:00,[顾问专属中文论坛] 【经验分享】alpha提交脚本，解决最近遇到的提交429问题,forum_notification,engineering,https://mail.google.com/mail/#all/19f7f97430227cb4,41949669579031,2026-07-14T16:29:48Z +19f7f974300925b1,2026-07-20T12:54:06+00:00,"[顾问专属中文论坛] 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",forum_notification,other,https://mail.google.com/mail/#all/19f7f974300925b1,41939959839895,2026-07-14T09:52:26Z +19f7f974239060e6,2026-07-20T12:54:06+00:00,[顾问专属中文论坛] 【GLB/D1 PPAC复盘】第一次拿到PPAC第24名的复盘,forum_notification,platform,https://mail.google.com/mail/#all/19f7f974239060e6,41937689411479,2026-07-14T05:39:35Z +19f7f97420c18f12,2026-07-20T12:54:06+00:00,[顾问专属中文论坛] 【新人笔记】Pairwise Correlation：提交前先想清楚提交顺序,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f7f97420c18f12,41903649174807,2026-07-12T22:22:13Z +19f7f884b799f7ad,2026-07-20T12:37:46+00:00,[顾问专属中文论坛] 【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,forum_notification,portfolio,https://mail.google.com/mail/#all/19f7f884b799f7ad,41877348653335,2026-07-11T02:49:35Z +19f7f884b5d0a8ed,2026-07-20T12:37:46+00:00,[顾问专属中文论坛] 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,forum_notification,other,https://mail.google.com/mail/#all/19f7f884b5d0a8ed,41897133795479,2026-07-12T13:05:00Z +19f7f884b5b432d7,2026-07-20T12:37:46+00:00,[顾问专属中文论坛] 【python alpha】IND区域 Python Alpha 优化经验分享,forum_notification,other,https://mail.google.com/mail/#all/19f7f884b5b432d7,41878175264663,2026-07-11T04:13:48Z +19f7f884b330ad97,2026-07-20T12:37:46+00:00,[顾问专属中文论坛] 【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）,forum_notification,engineering,https://mail.google.com/mail/#all/19f7f884b330ad97,41895342323095,2026-07-12T09:23:12Z +19f7f884aeb1a164,2026-07-20T12:37:46+00:00,[顾问专属中文论坛] [代码优化]ProdMemo v2.0：在浏览器本地计算 Self Corr,forum_notification,engineering,https://mail.google.com/mail/#all/19f7f884aeb1a164,41880799695127,2026-07-11T10:14:17Z +19f7f884a8794a78,2026-07-20T12:37:46+00:00,[顾问专属中文论坛] 【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,forum_notification,other,https://mail.google.com/mail/#all/19f7f884a8794a78,41881412101399,2026-07-11T11:29:02Z +19f7f884a3fc7a59,2026-07-20T12:37:46+00:00,[顾问专属中文论坛] token太贵怎么办， GLM-5.2 免费了,forum_notification,other,https://mail.google.com/mail/#all/19f7f884a3fc7a59,41877985926423,2026-07-11T03:58:23Z +19f7f7ae5e533dd9,2026-07-20T12:23:07+00:00,[顾问专属中文论坛] 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,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f7f7ae5e533dd9,41856507417623,2026-07-10T12:39:26Z +19f7f7ae5d6c6e6d,2026-07-20T12:23:07+00:00,[顾问专属中文论坛] 【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？,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f7f7ae5d6c6e6d,41853221944727,2026-07-10T08:07:46Z +19f7f7ae5477bdd3,2026-07-20T12:23:07+00:00,[顾问专属中文论坛] 【验证纪律】同一表达式跨 universe 跑：region regime 错配导致的指标分裂,forum_notification,other,https://mail.google.com/mail/#all/19f7f7ae5477bdd3,41854026316055,2026-07-10T09:39:49Z +19f7f7ae49772107,2026-07-20T12:23:07+00:00,[顾问专属中文论坛] 降低【turnover】的几种方法对比分析,forum_notification,other,https://mail.google.com/mail/#all/19f7f7ae49772107,41849925214231,2026-07-10T02:03:06Z +19f7f78af7cfa2b5,2026-07-20T12:20:42+00:00,[顾问专属中文论坛] cnhkmcp 使用时经常需要重启和使用create_multi_simulation超时的问题,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f7f78af7cfa2b5,41804720051607,2026-07-08T15:47:44Z +19f7f78af1efa779,2026-07-20T12:20:42+00:00,[顾问专属中文论坛] 【SPC 2026】一文看懂 Systematic Prediction Challenge，写提示词就能参加！,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19f7f78af1efa779,41801462727191,2026-07-08T14:19:05Z +19f7f78ad6202d3f,2026-07-20T12:20:42+00:00,[顾问专属中文论坛] 【大角羊】一分钟掌握参加SPC 2026要点！,forum_notification,platform,https://mail.google.com/mail/#all/19f7f78ad6202d3f,41825836449047,2026-07-09T11:08:53Z +19f7f78ad4335030,2026-07-20T12:20:42+00:00,[顾问专属中文论坛] 新手顾问Combined Selected Alpha Performance第一次更新冲上5.1,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19f7f78ad4335030,41830530812823,2026-07-09T14:35:37Z +19f7f697fb825497,2026-07-20T12:04:07+00:00,[顾问专属中文论坛] 教训贴 - 学而时习之。,forum_notification,other,https://mail.google.com/mail/#all/19f7f697fb825497,41684104419095,2026-07-03T08:34:18Z +19f7f697f7f141f0,2026-07-20T12:04:07+00:00,"[顾问专属中文论坛] 新人坐牢3个月后vf从0.5=>0.86,稳中求进",forum_notification,portfolio,https://mail.google.com/mail/#all/19f7f697f7f141f0,41567966789655,2026-06-29T08:54:54Z +19f7f697f5a5e673,2026-07-20T12:04:07+00:00,[顾问专属中文论坛] HKG PV Alpha 优化心得：rank(winsorize)+ts_quantile+decay=0 三重组合拳,forum_notification,other,https://mail.google.com/mail/#all/19f7f697f5a5e673,41553665016983,2026-06-28T10:02:03Z +19f7f697eac747f1,2026-07-20T12:04:07+00:00,[顾问专属中文论坛] WorldQuant BRAIN MCP 工具频繁崩溃？一行代码修复连接断开的坑,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19f7f697eac747f1,41655387004439,2026-07-02T08:52:32Z +19f7f697e9fce780,2026-07-20T12:04:07+00:00,[顾问专属中文论坛] 【代码分享】一个小工具：新人往哪里挖因子,forum_notification,engineering,https://mail.google.com/mail/#all/19f7f697e9fce780,41625263438999,2026-07-01T06:48:57Z +19f7f697e80dce71,2026-07-20T12:04:07+00:00,[顾问专属中文论坛] 不懂就问，各位大神这个问题该怎么解决？,forum_notification,other,https://mail.google.com/mail/#all/19f7f697e80dce71,41556669366551,2026-06-28T15:20:46Z +19f7f697e300edb2,2026-07-20T12:04:07+00:00,[顾问专属中文论坛] 求助帖---华子哥的插件如何查看数据集的表现,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19f7f697e300edb2,41654205318807,2026-07-02T06:32:45Z +19f7f65152024275,2026-07-20T11:59:18+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering,https://mail.google.com/mail/#all/19f7f65152024275,41551045362071,2026-06-28T03:14:14Z +19f7f5c37eaa75ba,2026-07-20T11:49:37+00:00,[顾问专属中文论坛] 【osmosis】首次分配osmosis，入围「Osmosis 破浪挑战赛」启航组TOP20的一些总结,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19f7f5c37eaa75ba,41510344038551,2026-06-26T09:58:11Z +19f7f5c37e61a1a1,2026-07-20T11:49:37+00:00,[顾问专属中文论坛] 利用AI优化alpha，成功提交的过程,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f7f5c37e61a1a1,41417418697111,2026-06-23T01:38:06Z +19f7f5c37abf1040,2026-07-20T11:49:37+00:00,[顾问专属中文论坛] [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,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19f7f5c37abf1040,41540700959639,2026-06-27T12:41:58Z +19f7f5c36c1dac45,2026-07-20T11:49:37+00:00,[顾问专属中文论坛] 【经验分享】这样的alpha到底应不应该交？,forum_notification,other,https://mail.google.com/mail/#all/19f7f5c36c1dac45,41552805539991,2026-06-28T07:29:20Z +19f7f5c36a6c4471,2026-07-20T11:49:37+00:00,[顾问专属中文论坛] HKG sentiment (snl27/snt27) 三种 vec_sum 后处理路径实测对比,forum_notification,other,https://mail.google.com/mail/#all/19f7f5c36a6c4471,41420742165527,2026-06-23T07:51:08Z +19f7f5c356cb3418,2026-07-20T11:49:37+00:00,[顾问专属中文论坛] 隐藏技巧: 批量用alpha_id查询alpha,forum_notification,other,https://mail.google.com/mail/#all/19f7f5c356cb3418,41418196103191,2026-06-23T02:51:58Z +19f7f56dd0383333,2026-07-20T11:43:46+00:00,[顾问专属中文论坛] 【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】,forum_notification,engineering,https://mail.google.com/mail/#all/19f7f56dd0383333,41363895396247,2026-06-20T03:57:49Z +19f7f4de97d78252,2026-07-20T11:33:59+00:00,[顾问专属中文论坛] 【AI提示词分享】给claude code加戒律的提示词，提高效率,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f7f4de97d78252,41392995550231,2026-06-22T08:51:19Z +19f7f4de9628eea3,2026-07-20T11:33:59+00:00,[顾问专属中文论坛] 【写给新顾问】这个因子值不值得提？3步帮你快速厘清！,forum_notification,other,https://mail.google.com/mail/#all/19f7f4de9628eea3,41396933582231,2026-06-22T13:10:05Z +19f7f4de905a2877,2026-07-20T11:33:59+00:00,[顾问专属中文论坛] Genius 六维 Tie breaker 实战手册（来自 AI 同事 GLM5.2）,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f7f4de905a2877,41320039211671,2026-06-18T13:51:10Z +19f7f4de8a915477,2026-07-20T11:33:59+00:00,[顾问专属中文论坛] 根据margin来管理PPA TAG,forum_notification,platform,https://mail.google.com/mail/#all/19f7f4de8a915477,41318082888343,2026-06-18T12:35:57Z +19f7f4de88b3226a,2026-07-20T11:33:59+00:00,[顾问专属中文论坛] 【求助贴】关于Python生成Alpha表达式的方法,forum_notification,other,https://mail.google.com/mail/#all/19f7f4de88b3226a,41397704497303,2026-06-22T13:37:58Z +19f7f4de85132dbb,2026-07-20T11:33:59+00:00,[顾问专属中文论坛] [工具分享]还在用向日葵？试试这款远程工具吧，免费流畅！,forum_notification,engineering,https://mail.google.com/mail/#all/19f7f4de85132dbb,41446358126743,2026-06-24T03:12:35Z +19f7f4de82b21e6c,2026-07-20T11:33:59+00:00,[顾问专属中文论坛] 最近一轮 Super Alpha 组件候选复盘：高 Fitness 不等于可提交,forum_notification,portfolio,https://mail.google.com/mail/#all/19f7f4de82b21e6c,41391880122007,2026-06-22T06:41:16Z +19f7f3ff03599d1c,2026-07-20T11:18:44+00:00,[顾问专属中文论坛] 【SPC宝可梦】收集多位投资大师Promot,forum_notification,platform,https://mail.google.com/mail/#all/19f7f3ff03599d1c,42022555985047,2026-07-17T08:57:03Z +19f7f3fc72a131f9,2026-07-20T11:18:33+00:00,[顾问专属中文论坛] 官方webinar不分享源代码？用skill一键完整提取视频中的代码,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19f7f3fc72a131f9,42060935441943,2026-07-19T01:05:26Z +19f7f3fc1e76e686,2026-07-20T11:18:32+00:00,[顾问专属中文论坛] 【Quant101】AI因子挖掘实战：零成本用AI挖掘一个 High Turnover PPA,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19f7f3fc1e76e686,42078917602455,2026-07-20T10:08:29Z +19f7f3fc1c6cb3be,2026-07-20T11:18:31+00:00,[顾问专属中文论坛] 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,forum_notification,platform,https://mail.google.com/mail/#all/19f7f3fc1c6cb3be,41843067537431,2026-07-09T20:57:11Z +19f7f3fc1238f487,2026-07-20T11:18:31+00:00,[顾问专属中文论坛] 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,forum_notification,platform,https://mail.google.com/mail/#all/19f7f3fc1238f487,42007074836247,2026-07-16T17:36:24Z +19f7f3fc07caf57c,2026-07-20T11:18:31+00:00,[顾问专属中文论坛] 【代码分享】免费获取SPC比赛所需ID数据,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19f7f3fc07caf57c,42020342676759,2026-07-17T04:56:47Z +19f7f3fc02d39fbf,2026-07-20T11:18:31+00:00,[顾问专属中文论坛] 这次升级，让我非常的意外！,forum_notification,other,https://mail.google.com/mail/#all/19f7f3fc02d39fbf,42019924663319,2026-07-17T04:09:47Z +19f7f3fbebbbf7ff,2026-07-20T11:18:31+00:00,[顾问专属中文论坛] 【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）,forum_notification,other,https://mail.google.com/mail/#all/19f7f3fbebbbf7ff,42065262268567,2026-07-19T11:29:39Z +19f7eb44db67e023,2026-07-20T08:46:12+00:00,【课程提醒】顾问课程： WorldQuant BRAIN 顾问答疑课,official_or_related_mail,ai-mining;platform,https://mail.google.com/mail/#all/19f7eb44db67e023,, +19f7891bd6dc6b9e,2026-07-19T04:10:44+00:00,[顾问专属中文论坛] 用AI优化【Japan Robustness Sharpe】的一些工作流经验分享,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f7891bd6dc6b9e,40531412200471,2026-05-17T03:51:16Z +19f69f879c38722d,2026-07-16T08:08:38+00:00,[顾问专属中文论坛] 【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,forum_notification,alpha-idea;ai-mining;engineering,https://mail.google.com/mail/#all/19f69f879c38722d,41236357050903,2026-06-15T15:37:54Z +19f69f87939ddf53,2026-07-16T08:08:38+00:00,[顾问专属中文论坛] 【代码分享】用 Python 批量提交 SPC Prompt,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19f69f87939ddf53,41994809192215,2026-07-16T07:30:01Z +19f69f877df64ff3,2026-07-16T08:08:38+00:00,[顾问专属中文论坛] 【差生文具多】WQ助手1.03版本(安卓版本),forum_notification,other,https://mail.google.com/mail/#all/19f69f877df64ff3,41909117583383,2026-07-13T07:41:26Z +19f69f32560abee1,2026-07-16T08:02:50+00:00,[顾问专属中文论坛] 从GM掉E，鼠鼠做错了哪些事情,forum_notification,other,https://mail.google.com/mail/#all/19f69f32560abee1,41993968062743,2026-07-16T05:45:29Z +19f69e12cc197ca5,2026-07-16T07:43:12+00:00,【课程提醒】顾问培训课程：BRAIN API精讲与三阶研究思想,official_or_related_mail,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19f69e12cc197ca5,, +19f65e28f5fcf4e0,2026-07-15T13:06:12+00:00,[IQC 2026] Apply to Attend the Global Finals in Singapore,official_or_related_mail,other,https://mail.google.com/mail/#all/19f65e28f5fcf4e0,, +19f602e4988ca5e0,2026-07-14T10:31:13+00:00,Systematic Predictions Challenge (SPC) is Live - Start Submitting!,official_or_related_mail,platform,https://mail.google.com/mail/#all/19f602e4988ca5e0,, +19f3d3ea957c40b1,2026-07-07T15:42:24+00:00,[顾问专属中文论坛] vf0.5-0.73-0.96（cb负数，一脸懵逼的上vf0.9？）,forum_notification,portfolio,https://mail.google.com/mail/#all/19f3d3ea957c40b1,41509886803223,2026-06-26T09:19:30Z +19f3d3ea947722bf,2026-07-07T15:42:24+00:00,[顾问专属中文论坛] 【经验分享】MEA地区高级算子探索篇：ts_entropy,forum_notification,other,https://mail.google.com/mail/#all/19f3d3ea947722bf,41732813691287,2026-07-06T03:30:04Z +19f3d3ea916638f0,2026-07-07T15:42:24+00:00,[顾问专属中文论坛] [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,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19f3d3ea916638f0,41706827651991,2026-07-04T08:53:46Z +19f3ce23f7c9ca62,2026-07-07T14:01:27+00:00,[顾问专属中文论坛] 【代码优化】针对AI打工人中AI桌面插件的代码优化调整,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19f3ce23f7c9ca62,41077253351831,2026-06-09T05:46:13Z +19f3ce1a8aff820e,2026-07-07T14:00:48+00:00,[顾问专属中文论坛] 【Quant101】FieldPer 拯救计划：Skill 围栏,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f3ce1a8aff820e,41105956280855,2026-06-10T03:21:14Z +19f3ce1a89e03aac,2026-07-07T14:00:48+00:00,[顾问专属中文论坛] 【经验分享】你说你找不到alpha？一文带你避开我踩过的坑,forum_notification,other,https://mail.google.com/mail/#all/19f3ce1a89e03aac,41061358159255,2026-06-08T17:04:32Z +19f3ce1a8347f1b4,2026-07-07T14:00:48+00:00,[顾问专属中文论坛] 【Quant101】OpCount 拯救计划：因子化简,forum_notification,other,https://mail.google.com/mail/#all/19f3ce1a8347f1b4,41105918774807,2026-06-10T03:13:56Z +19f3c7163b644aca,2026-07-07T11:58:11+00:00,Reminder: Opportunity webinar - July 2026 starts in 1 hour,webinar,other,https://mail.google.com/mail/#all/19f3c7163b644aca,, +19f379272ce0de30,2026-07-06T13:16:10+00:00,Reminder: Opportunity webinar - July 2026 starts in 1 day,webinar,other,https://mail.google.com/mail/#all/19f379272ce0de30,, +19f28ca6388fad49,2026-07-03T16:22:59+00:00,[顾问专属中文论坛] [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,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19f28ca6388fad49,41692781472919,2026-07-03T16:09:22Z +19f27b3be4314096,2026-07-03T11:18:37+00:00,Opportunity webinar - July 2026 Confirmation,webinar,other,https://mail.google.com/mail/#all/19f27b3be4314096,, +19f275c36a47e064,2026-07-03T09:43:02+00:00,[顾问专属中文论坛] Osmosis 分数自动分配脚本：OS优先、REGULAR/SUPER分池、自动补齐10个,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19f275c36a47e064,41651283176855,2026-07-02T01:49:11Z +19f2758bd7b0a436,2026-07-03T09:39:14+00:00,[顾问专属中文论坛] 【经验分享】MEA地区CONCENTRATED_WEIGHT 阻塞解决记录,forum_notification,other,https://mail.google.com/mail/#all/19f2758bd7b0a436,41625344232343,2026-07-01T06:59:13Z +19f2758bc39c6b44,2026-07-03T09:39:14+00:00,[顾问专属中文论坛] 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,forum_notification,other,https://mail.google.com/mail/#all/19f2758bc39c6b44,41568235513623,2026-06-29T09:20:34Z +19f270c2df94a7a5,2026-07-03T08:15:36+00:00,[顾问专属中文论坛] [Python alpha]基于LLms 工作流的python alpha制作经验分享,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f270c2df94a7a5,41653035827223,2026-07-02T04:23:28Z +19f270c2d28c56b2,2026-07-03T08:15:36+00:00,[顾问专属中文论坛] fast2python关于复现fast op分享,forum_notification,other,https://mail.google.com/mail/#all/19f270c2d28c56b2,41655567026967,2026-07-02T09:07:02Z +19f26440ab077d32,2026-07-03T04:37:00+00:00,[顾问专属中文论坛] OS comb从稳健提升到雪崩，我的一次教训。,forum_notification,portfolio,https://mail.google.com/mail/#all/19f26440ab077d32,41476771798039,2026-06-25T09:12:45Z +19f2196f281975e2,2026-07-02T06:49:28+00:00,[顾问专属中文论坛] 【Alpha灵感】MEA地区靠SUE模板点亮了Fnd,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19f2196f281975e2,41162316064023,2026-06-12T01:25:43Z +19f12a758e9d6879,2026-06-29T09:13:04+00:00,[顾问专属中文论坛] 【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,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19f12a758e9d6879,41430630302871,2026-06-23T16:04:11Z +19f12a75816337b6,2026-06-29T09:13:04+00:00,[顾问专属中文论坛] 我的AI工作流：从低谷到突破，AI成了我的研究搭档,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f12a75816337b6,41469699090071,2026-06-24T22:45:50Z +19f129c9d81438fd,2026-06-29T09:01:21+00:00,[顾问专属中文论坛] [经验分享]Osmosis分配的三种思路,forum_notification,portfolio,https://mail.google.com/mail/#all/19f129c9d81438fd,41459028441623,2026-06-24T16:23:21Z +19f129c9d3b351b0,2026-06-29T09:01:21+00:00,[顾问专属中文论坛] MCP 实战中的三个效率瓶颈和我的绕行方案,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f129c9d3b351b0,41458691230615,2026-06-24T16:12:12Z +19f12971ea090fb0,2026-06-29T08:55:21+00:00,[顾问专属中文论坛] 【经验分享】VF0.5 - 0.8- 0.7 - 0.96，我的 VF 过山车全复盘,forum_notification,portfolio,https://mail.google.com/mail/#all/19f12971ea090fb0,41477736120983,2026-06-25T10:46:37Z +19f12971e1d4b83b,2026-06-29T08:55:21+00:00,[顾问专属中文论坛] 大模型量化研究通用提示词,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f12971e1d4b83b,41485794329111,2026-06-25T15:53:28Z +19f1292fc0b6c31c,2026-06-29T08:50:50+00:00,[顾问专属中文论坛] 【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）,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19f1292fc0b6c31c,41550783184663,2026-06-28T02:44:23Z +19f1292fb24e31a4,2026-06-29T08:50:50+00:00,[顾问专属中文论坛] 【Quant101】基于FastExpr的高效PythonAlpha架构设计——From Fast to Python Skill,forum_notification,ai-mining,https://mail.google.com/mail/#all/19f1292fb24e31a4,41540545206679,2026-06-27T12:32:05Z +19f1292fa4684070,2026-06-29T08:50:50+00:00,[顾问专属中文论坛] 【python alpha挑战赛】我的第一个python alpha,forum_notification,platform,https://mail.google.com/mail/#all/19f1292fa4684070,41505626370711,2026-06-26T03:24:45Z +19f1289ecfb0246b,2026-06-29T08:40:56+00:00,[顾问专属中文论坛] 【经验分享】VF0.5-0.93-0.88-0.96-0.88-0.93，我交了什么样的Alpha？,forum_notification,portfolio,https://mail.google.com/mail/#all/19f1289ecfb0246b,41550810962455,2026-06-28T02:51:55Z +19f1287691b97067,2026-06-29T08:38:11+00:00,[顾问专属中文论坛] 【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！,forum_notification,portfolio,https://mail.google.com/mail/#all/19f1287691b97067,41563959159319,2026-06-29T01:58:42Z +19f12876850ac473,2026-06-29T08:38:11+00:00,[顾问专属中文论坛] 【Python Alpha 挑战赛】高换手率因子优化经验分享,forum_notification,platform,https://mail.google.com/mail/#all/19f12876850ac473,41551682155799,2026-06-28T04:41:20Z +19efdd03df99e5bf,2026-06-25T08:05:43+00:00,[顾问专属中文论坛] Python纯代码获取论坛内容(不使用任何无头浏览器等操作),forum_notification,engineering,https://mail.google.com/mail/#all/19efdd03df99e5bf,40458012001815,2026-05-14T01:31:38Z +19efa4bd409441c6,2026-06-24T15:42:12+00:00,【重要】7月顾问培训课程安排,official_or_related_mail,platform,https://mail.google.com/mail/#all/19efa4bd409441c6,, +19efa4698f04439e,2026-06-24T15:36:30+00:00,[顾问专属中文论坛] [一键运行版]AI工作流里准确校验表达式,forum_notification,ai-mining,https://mail.google.com/mail/#all/19efa4698f04439e,41446189246743,2026-06-24T02:57:34Z +19efa3febd8e5b8d,2026-06-24T15:29:13+00:00,[顾问专属中文论坛] 【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,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19efa3febd8e5b8d,41430666584471,2026-06-23T16:06:52Z +19efa3feb064d38d,2026-06-24T15:29:12+00:00,[顾问专属中文论坛] 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！,forum_notification,portfolio,https://mail.google.com/mail/#all/19efa3feb064d38d,41428076834583,2026-06-23T14:48:40Z +19efa26f3477cd92,2026-06-24T15:01:56+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] Python Alpha AI 工作流搭建分享,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19efa26f3477cd92,41133909608087,2026-06-11T01:33:58Z +19efa25a0111f30d,2026-06-24T15:00:30+00:00,[顾问专属中文论坛] 双字段 Alpha 构建,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19efa25a0111f30d,41134957392663,2026-06-11T02:54:33Z +19efa1e1d3c33c18,2026-06-24T14:52:17+00:00,[顾问专属中文论坛] 想让 Claude 通宵挖 alpha、早上只看结果？我加了一层 simulation wrapper,forum_notification,ai-mining,https://mail.google.com/mail/#all/19efa1e1d3c33c18,41363885291031,2026-06-20T03:56:04Z +19efa1e1ce36af0d,2026-06-24T14:52:17+00:00,[顾问专属中文论坛] 【大角羊】OSM Combine匀速提升：-3.20~-1.25~0.63~2.44,forum_notification,portfolio,https://mail.google.com/mail/#all/19efa1e1ce36af0d,41377147135255,2026-06-21T02:19:06Z +19eee7615c189de0,2026-06-22T08:32:56+00:00,[顾问专属中文论坛] 筛选可优化RA进阶版,forum_notification,other,https://mail.google.com/mail/#all/19eee7615c189de0,41316959711895,2026-06-18T11:36:58Z +19eee76142cb4cbf,2026-06-22T08:32:56+00:00,[顾问专属中文论坛] 节省网络获取pc的一点想法,forum_notification,other,https://mail.google.com/mail/#all/19eee76142cb4cbf,41377679573143,2026-06-21T03:37:53Z +19eee7246f8ffc34,2026-06-22T08:28:46+00:00,[顾问专属中文论坛] AI辅助挖因子半年记：从怀疑到真香，再到清醒,forum_notification,ai-mining,https://mail.google.com/mail/#all/19eee7246f8ffc34,41212298292247,2026-06-14T10:26:15Z +19eee7006f8e97d9,2026-06-22T08:26:19+00:00,[顾问专属中文论坛] 从-0.3到1.2：我的世坤顾问之路,forum_notification,other,https://mail.google.com/mail/#all/19eee7006f8e97d9,41215965611159,2026-06-14T16:03:22Z +19eee6d5f627485b,2026-06-22T08:23:25+00:00,"[顾问专属中文论坛] 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",forum_notification,portfolio,https://mail.google.com/mail/#all/19eee6d5f627485b,41292678360727,2026-06-17T14:06:03Z +19eee689e2839fa5,2026-06-22T08:18:14+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛]使用蒙特卡洛来实现python alpha,forum_notification,platform,https://mail.google.com/mail/#all/19eee689e2839fa5,41321765292567,2026-06-18T14:47:07Z +19ed61e512b4a2ec,2026-06-17T15:06:11+00:00,[顾问专属中文论坛] 【MCP WorkFlow】一个使“优化成功”成为常态的综合优化工作流,forum_notification,ai-mining,https://mail.google.com/mail/#all/19ed61e512b4a2ec,41214315913111,2026-06-14T13:49:12Z +19ed483197743a19,2026-06-17T07:37:01+00:00,[顾问专属中文论坛] 基于MCP + claude(codex)的全自动alpha挖掘系统:30分钟Regular alpha直出,forum_notification,ai-mining,https://mail.google.com/mail/#all/19ed483197743a19,41284360565399,2026-06-17T04:02:12Z +19ed3ea650ec580a,2026-06-17T04:50:14+00:00,[顾问专属中文论坛] 【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,forum_notification,alpha-idea;ai-mining;engineering,https://mail.google.com/mail/#all/19ed3ea650ec580a,41236357050903,2026-06-15T15:37:54Z +19ed3ea0622262fa,2026-06-17T04:49:50+00:00,[顾问专属中文论坛] 【Python Alpha】把alpha丢进傅里叶变换后指标真给整过去了,forum_notification,other,https://mail.google.com/mail/#all/19ed3ea0622262fa,41284510093591,2026-06-17T04:16:04Z +19ed01f196e76ac4,2026-06-16T11:09:19+00:00,"[顾问专属中文论坛] 换个角度，理解一下trade_when(x, y, z) 方法",forum_notification,other,https://mail.google.com/mail/#all/19ed01f196e76ac4,41141847644311,2026-06-11T12:43:54Z +19ed01f18c72ccb5,2026-06-16T11:09:19+00:00,[顾问专属中文论坛] 提高MEA区的Sub-universe Sharpe of 1.11 is below cutoff of 1.14.问题一点经验,forum_notification,other,https://mail.google.com/mail/#all/19ed01f18c72ccb5,41162636720919,2026-06-12T01:53:44Z +19eca29eea4daeaa,2026-06-15T07:23:26+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] Python Alpha 回测太慢？聊聊我的性能优化三板斧,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19eca29eea4daeaa,41162148315799,2026-06-12T01:15:20Z +19eca26d82d79cb0,2026-06-15T07:20:03+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] 像RA一样自动化模版回测,forum_notification,alpha-idea;engineering;platform,https://mail.google.com/mail/#all/19eca26d82d79cb0,41165066237079,2026-06-12T05:38:52Z +19ec9b131bc5e12f,2026-06-15T05:11:33+00:00,[顾问专属中文论坛] 【论坛发帖/评论管理通知】AI时代，我该如何逛论坛和参与,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19ec9b131bc5e12f,41225167988503,2026-06-15T04:58:51Z +19ec59341985ad9a,2026-06-14T10:00:22+00:00,[顾问专属中文论坛] 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）,forum_notification,other,https://mail.google.com/mail/#all/19ec59341985ad9a,41197045436951,2026-06-13T11:26:43Z +19ec58e3d9864fa4,2026-06-14T09:54:53+00:00,[顾问专属中文论坛] codex流是不是不行，回测几十万都没找到,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19ec58e3d9864fa4,41163824201623,2026-06-12T03:31:29Z +19ec545b474f2a0c,2026-06-14T08:35:40+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] 用期权隐含波动率偏斜（IV Skew）构建Alpha——Python Alpha实战分享,forum_notification,platform,https://mail.google.com/mail/#all/19ec545b474f2a0c,41119909511319,2026-06-10T16:37:11Z +19eb742053bbf93f,2026-06-11T15:16:57+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] 一句prompt一次实现prod0.71 --> prod0.69,forum_notification,platform,https://mail.google.com/mail/#all/19eb742053bbf93f,41134649919383,2026-06-11T02:29:05Z +19eb735b4ff84554,2026-06-11T15:03:21+00:00,[顾问专属中文论坛] [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！,forum_notification,platform,https://mail.google.com/mail/#all/19eb735b4ff84554,41138717791895,2026-06-11T09:21:48Z +19eb7359167d39fe,2026-06-11T15:03:21+00:00,[顾问专属中文论坛] Osmosis 连续两周>0.5，均值 0.69，我的分配思路分享,forum_notification,portfolio,https://mail.google.com/mail/#all/19eb7359167d39fe,41138382717719,2026-06-11T08:46:30Z +19eb2250d2610f3b,2026-06-10T15:27:12+00:00,本周日Python Alpha培训，更有机会在WQ上海办公室线下参加,official_or_related_mail,platform,https://mail.google.com/mail/#all/19eb2250d2610f3b,, +19eb166de70b6d9a,2026-06-10T11:59:28+00:00,Reminder: Opportunity Webinar - June 2026 starts in 1 hour,webinar,other,https://mail.google.com/mail/#all/19eb166de70b6d9a,, +19eac879ec553661,2026-06-09T13:17:06+00:00,Reminder: Opportunity Webinar - June 2026 starts in 1 day,webinar,other,https://mail.google.com/mail/#all/19eac879ec553661,, +19eabb02319198aa,2026-06-09T09:21:47+00:00,[顾问专属中文论坛] [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,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19eabb02319198aa,41047901195799,2026-06-08T06:39:54Z +19ea8aba112751d8,2026-06-08T19:17:59+00:00,[顾问专属中文论坛] 【吹哨人】最新 MCP 自带 brain-forum-browse Skill，对 AI 说「逛一逛论坛」即可自动逛论坛,forum_notification,ai-mining,https://mail.google.com/mail/#all/19ea8aba112751d8,41065497021335,2026-06-08T19:04:45Z +19ea68a7dde5ceaa,2026-06-08T09:22:34+00:00,[顾问专属中文论坛] 一个很小但很有用的工具：Alpha Backtest Ledger，避免重复回测,forum_notification,engineering,https://mail.google.com/mail/#all/19ea68a7dde5ceaa,40857367883159,2026-05-31T04:51:16Z +19ea6843d3d3d0ca,2026-06-08T09:15:44+00:00,[顾问专属中文论坛] 高VF的经验和VF崩盘的反思（0.99>0.93>0.99>0.98>0.97>0.7）,forum_notification,portfolio,https://mail.google.com/mail/#all/19ea6843d3d3d0ca,41021984423063,2026-06-06T14:19:37Z +19ea681995a4450c,2026-06-08T09:12:51+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] Python Alpha 的一种双模式回测工具设计,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19ea681995a4450c,40995374876183,2026-06-05T13:41:55Z +19ea67887a51a78f,2026-06-08T09:02:57+00:00,[顾问专属中文论坛] 近8000刀！Master赚到了GM的Quarterly Payment！,forum_notification,other,https://mail.google.com/mail/#all/19ea67887a51a78f,41000341056791,2026-06-05T16:21:58Z +19ea66db1a6ab35a,2026-06-08T08:51:06+00:00,[顾问专属中文论坛] 【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,forum_notification,ai-mining,https://mail.google.com/mail/#all/19ea66db1a6ab35a,41025007067287,2026-06-06T17:42:57Z +19ea66db0998ebbd,2026-06-08T08:51:06+00:00,[顾问专属中文论坛] 【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,forum_notification,other,https://mail.google.com/mail/#all/19ea66db0998ebbd,41024337928343,2026-06-06T16:57:45Z +19ea65eee1b85d35,2026-06-08T08:34:59+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] SKILL: Regular to Python Alpha ｜ 稳定转写Python Alpha,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19ea65eee1b85d35,41032955115927,2026-06-07T05:10:25Z +19ea64e8aacca238,2026-06-08T08:17:05+00:00,[顾问专属中文论坛] Python Alpha 实战复盘：先分流，再决定转写还是原生搜索,forum_notification,other,https://mail.google.com/mail/#all/19ea64e8aacca238,41034979787927,2026-06-07T10:28:33Z +19ea64bd77bdd0e9,2026-06-08T08:14:08+00:00,[顾问专属中文论坛] [python Alpha 挑战赛] Store 使用体验：ts_mean(ts_zscore(...)) 计算的优化与分析,forum_notification,platform,https://mail.google.com/mail/#all/19ea64bd77bdd0e9,41036889226263,2026-06-07T13:52:07Z +19ea6491d29d31f1,2026-06-08T08:11:09+00:00,[顾问专属中文论坛] WorldQuant BRAIN Alpha研究实战：从数据探索到LangGraph工作流,forum_notification,ai-mining,https://mail.google.com/mail/#all/19ea6491d29d31f1,41037391218583,2026-06-07T14:33:18Z +19ea63ed5d3198aa,2026-06-08T07:59:55+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19ea63ed5d3198aa,41047901195799,2026-06-08T06:39:54Z +19ea01ec6f7f7e92,2026-06-07T03:27:11+00:00,[顾问专属中文论坛] 【AI工具】新版AI打工人配置指南 - PC & Mac & Linux,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19ea01ec6f7f7e92,41020681850519,2026-06-06T12:44:00Z +19ea01ec66708520,2026-06-07T03:27:11+00:00,[顾问专属中文论坛] AI打工人配置指南 - Windows\Mac\Linux,forum_notification,ai-mining,https://mail.google.com/mail/#all/19ea01ec66708520,38151220803095,2026-02-04T02:22:18Z +19e974681a058805,2026-06-05T10:14:00+00:00,[顾问专属中文论坛] 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）,forum_notification,other,https://mail.google.com/mail/#all/19e974681a058805,40972941718807,2026-06-04T16:29:22Z +19e974681858b0ab,2026-06-05T10:14:00+00:00,[顾问专属中文论坛] antigravitycli运行mcp工作流,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19e974681858b0ab,40965093558679,2026-06-04T11:24:04Z +19e922f29ba3eeef,2026-06-04T10:30:24+00:00,[顾问专属中文论坛] MEA TOP400 从 CONCENTRATED_WEIGHT 阻塞到全部通过：一次完整的 Alpha 优化记录,forum_notification,other,https://mail.google.com/mail/#all/19e922f29ba3eeef,40962462282007,2026-06-04T07:03:41Z +19e9229fa7564c58,2026-06-04T10:24:45+00:00,[顾问专属中文论坛] 【经验分享】用自动化工作流在 BRAIN 上量产 Alpha,forum_notification,ai-mining,https://mail.google.com/mail/#all/19e9229fa7564c58,40964044763031,2026-06-04T09:57:44Z +19e91c1250057dce,2026-06-04T08:30:14+00:00,【课程注册通知】本周日晚顾问课程：寻找基于数据含义的Idea (Gem),official_or_related_mail,alpha-idea;platform,https://mail.google.com/mail/#all/19e91c1250057dce,, +19e8da3df0a888d5,2026-06-03T13:19:45+00:00,Reminder: Opportunity Webinar - June 2026 starts in 1 week,webinar,other,https://mail.google.com/mail/#all/19e8da3df0a888d5,, +19e8d164b647e3e9,2026-06-03T10:45:08+00:00,[顾问专属中文论坛] 【经验分享】在手机上操作AI打工人,forum_notification,ai-mining,https://mail.google.com/mail/#all/19e8d164b647e3e9,40786815350167,2026-05-28T01:30:31Z +19e8d15765ad94bb,2026-06-03T10:44:14+00:00,[顾问专属中文论坛] 【不太一样的ownSA自动化】聚类助你突破ownSA瓶颈，有点抽象，欢迎大家批评指正，附开箱即用代码,forum_notification,engineering,https://mail.google.com/mail/#all/19e8d15765ad94bb,40434113248791,2026-05-13T10:17:54Z +19e8d11ed9c07bd5,2026-06-03T10:40:22+00:00,[顾问专属中文论坛] 行业中性加时序标准化：一个干净的 Alpha 模板,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19e8d11ed9c07bd5,40902892248983,2026-06-02T07:01:01Z +19e8d0db9ad3566f,2026-06-03T10:35:47+00:00,[顾问专属中文论坛] Antigravity CLI连接MCP问题解决,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19e8d0db9ad3566f,40600316595351,2026-05-20T01:33:24Z +19e8d0db95083fc6,2026-06-03T10:35:47+00:00,[顾问专属中文论坛] 2026年6月 USA/D1 快速数据集（Fast Datasets）Power Pool 活动指,forum_notification,alpha-idea;platform,https://mail.google.com/mail/#all/19e8d0db95083fc6,40858670440599, +19e8c77510b92e5e,2026-06-03T07:51:28+00:00,Opportunity Webinar - June 2026 Confirmation,webinar,other,https://mail.google.com/mail/#all/19e8c77510b92e5e,, +19e87f5e4fa24fae,2026-06-02T10:51:39+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] AI Agent 自动将 Fast Expression 转为 Python Alpha 并回测,forum_notification,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19e87f5e4fa24fae,40740029001239,2026-05-26T13:47:56Z +19e87f5e4f3ef071,2026-06-02T10:51:39+00:00,[顾问专属中文论坛] Python Alpha会议要点与竞赛分析报告——20260528,forum_notification,other,https://mail.google.com/mail/#all/19e87f5e4f3ef071,40797859802647,2026-05-28T15:14:04Z +19e87f5e472d8a5a,2026-06-02T10:51:39+00:00,[顾问专属中文论坛] [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,forum_notification,platform,https://mail.google.com/mail/#all/19e87f5e472d8a5a,40740164729111,2026-05-26T13:51:08Z +19e8748461367643,2026-06-02T07:42:01+00:00,[顾问专属中文论坛] [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,forum_notification,platform,https://mail.google.com/mail/#all/19e8748461367643,40815296759703,2026-05-29T03:03:56Z +19e87460e421d43a,2026-06-02T07:39:35+00:00,[顾问专属中文论坛] 【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,forum_notification,ai-mining,https://mail.google.com/mail/#all/19e87460e421d43a,40876222943895,2026-06-01T12:46:10Z +19e83de2174f7402,2026-06-01T15:47:12+00:00,[顾问专属中文论坛] [Python Alpha 速查] Python Alpha 实战全景：256 个包、API 工程、三类探索方向,forum_notification,engineering,https://mail.google.com/mail/#all/19e83de2174f7402,40788850736023,2026-05-28T05:14:34Z +19e83d70f2e58759,2026-06-01T15:39:29+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛]基于多层记忆的PythonAlpha自动探索ai-agent,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19e83d70f2e58759,40768096146327,2026-05-27T13:50:08Z +19e83531826dd99c,2026-06-01T13:15:21+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛] 基于skill: brain-simAlphasinBatch-and-track 的 Python Alpha 迭代工作流,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19e83531826dd99c,40796757798807,2026-05-28T14:38:37Z +19e834ce7cd4fc45,2026-06-01T13:08:35+00:00,[顾问专属中文论坛] 【大角羊】总收入突破万刀，感恩与大家一路同行！,forum_notification,other,https://mail.google.com/mail/#all/19e834ce7cd4fc45,40817725354903,2026-05-29T08:05:03Z +19e833c76017b38b,2026-06-01T12:50:38+00:00,[顾问专属中文论坛] 【Alpha灵感】使用nip族数据点亮news塔,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19e833c76017b38b,40847481080087,2026-05-30T14:03:10Z +19e833c0341752a8,2026-06-01T12:50:08+00:00,[顾问专属中文论坛] [Python Alpha 挑战赛]半自动化的python alpha挖掘思路,forum_notification,platform,https://mail.google.com/mail/#all/19e833c0341752a8,40870826319511,2026-06-01T05:07:32Z +19e833448c840834,2026-06-01T12:41:42+00:00,[顾问专属中文论坛] OS RANK全球第一！我是如何做到的？,forum_notification,other,https://mail.google.com/mail/#all/19e833448c840834,40873662176535,2026-06-01T10:20:04Z +19e73b6871ee5812,2026-05-29T12:30:01+00:00,[Data Creation Challenge Discussion forum] Test post,official_or_related_mail,other,https://mail.google.com/mail/#all/19e73b6871ee5812,, +19e6d6ec4fde8464,2026-05-28T07:13:56+00:00,[Data Creation Challenge Discussion forum] Test,official_or_related_mail,other,https://mail.google.com/mail/#all/19e6d6ec4fde8464,, +19e6a4a896a610bf,2026-05-27T16:35:29+00:00,[顾问专属中文论坛] 这个因子到底有没有混信号？【传奇耐打王系列一】,forum_notification,other,https://mail.google.com/mail/#all/19e6a4a896a610bf,40734437350679,2026-05-26T07:35:08Z +19e6a479da455790,2026-05-27T16:32:18+00:00,[顾问专属中文论坛] 这个模版到底怎么做？【传奇耐打王系列三】,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19e6a479da455790,40735661471383,2026-05-26T09:55:25Z +19e6a43e33fa3cc9,2026-05-27T16:28:13+00:00,[顾问专属中文论坛] Python Alpha 平台限制粗略小结，请大佬指正,forum_notification,other,https://mail.google.com/mail/#all/19e6a43e33fa3cc9,40742727142679,2026-05-26T15:07:19Z +19e6a41e593e774a,2026-05-27T16:26:03+00:00,[顾问专属中文论坛] 0帧起手的字段构建【传奇耐打王系列三】,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19e6a41e593e774a,40760257415959,2026-05-27T02:17:50Z +19e653a605fe01e9,2026-05-26T16:59:44+00:00,[顾问专属中文论坛] 【经验分享】尝试Python alpha,forum_notification,other,https://mail.google.com/mail/#all/19e653a605fe01e9,40737593669911,2026-05-26T12:16:19Z +19e6403d10a68520,2026-05-26T11:20:31+00:00,[顾问专属中文论坛] 🎉【Python Alpha 灵感】征文活动！,forum_notification,alpha-idea;platform,https://mail.google.com/mail/#all/19e6403d10a68520,40736166342679,2026-05-26T10:42:20Z +19e636d54ec0a759,2026-05-26T08:36:09+00:00,"[顾问专属中文论坛] 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",forum_notification,ai-mining,https://mail.google.com/mail/#all/19e636d54ec0a759,40719428121623,2026-05-25T14:37:20Z +19e636225adf462f,2026-05-26T08:23:56+00:00,[顾问专属中文论坛] 【经验分享】我是如何从0到1做出python alpha的（附提示词）,forum_notification,ai-mining,https://mail.google.com/mail/#all/19e636225adf462f,40732429672343,2026-05-26T03:17:52Z +19e635de79a0adf3,2026-05-26T08:19:18+00:00,[顾问专属中文论坛] Python alpha 提交经验分享,forum_notification,other,https://mail.google.com/mail/#all/19e635de79a0adf3,40734489248151,2026-05-26T07:34:44Z +19e5e8aad048102b,2026-05-25T09:50:07+00:00,"[顾问专属中文论坛] OpenCode+MCP,分析一个数据集（包含提示词）",forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19e5e8aad048102b,40531102400663,2026-05-17T03:13:53Z +19e5e82f49ea342e,2026-05-25T09:41:40+00:00,[顾问专属中文论坛] 【经验分享】一句话改造mcp支持pyhton alpha,forum_notification,ai-mining,https://mail.google.com/mail/#all/19e5e82f49ea342e,40684608877591,2026-05-23T04:45:29Z +19e5e7f9373dc4de,2026-05-25T09:37:59+00:00,[顾问专属中文论坛] 【AI打工人】代码公开，0基础使用，给AI流水线生成的alpha加上名字,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19e5e7f9373dc4de,40703455289623,2026-05-24T14:39:29Z +19e5e7f9280c4c0e,2026-05-25T09:37:59+00:00,[顾问专属中文论坛] osmosis自动设置,forum_notification,portfolio,https://mail.google.com/mail/#all/19e5e7f9280c4c0e,40698184990615,2026-05-24T02:51:31Z +19e4a3d4d351f335,2026-05-21T11:13:11+00:00,[顾问专属中文论坛] 今晚培训课提醒（Python Alpha+Osm分数分配分享）助你收入更多,forum_notification,platform,https://mail.google.com/mail/#all/19e4a3d4d351f335,40633811167895, +19e45cb6ec57052e,2026-05-20T14:30:18+00:00,Introduction to Python Alphas Confirmation,webinar,other,https://mail.google.com/mail/#all/19e45cb6ec57052e,, +19e44e9ce3c28119,2026-05-20T10:23:53+00:00,[顾问专属中文论坛] 陪你过520：新顾问课程提醒（今晚）,forum_notification,platform,https://mail.google.com/mail/#all/19e44e9ce3c28119,40605226313111, +19e44d41c8f2933a,2026-05-20T10:00:12+00:00,【课程注册】Osmosis与 Python alpha分享,official_or_related_mail,portfolio;platform,https://mail.google.com/mail/#all/19e44d41c8f2933a,, +19e44d10a793e467,2026-05-20T09:56:50+00:00,[顾问专属中文论坛] 🚀 【26年5月主题活动】「Osmosis 破浪挑战赛」：启动你的收益引擎，赢取 200 积分大奖！,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19e44d10a793e467,40604927279895,2026-05-20T09:42:57Z +19e44843ef0a00c6,2026-05-20T08:32:57+00:00,[顾问专属中文论坛] 🌟 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),forum_notification,portfolio,https://mail.google.com/mail/#all/19e44843ef0a00c6,40604106677271, +19e3a5dda230b9f6,2026-05-18T09:14:49+00:00,[顾问专属中文论坛] 【代码优化】三行代码解决MCP回测卡顿断线的问题,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19e3a5dda230b9f6,40406240166807,2026-05-12T10:37:45Z +19e3a57d1f199d2e,2026-05-18T09:08:13+00:00,[顾问专属中文论坛] 【即插即用】⚡OS自动重分配⚡️到恰好10万分,forum_notification,other,https://mail.google.com/mail/#all/19e3a57d1f199d2e,40544447671959,2026-05-18T02:36:10Z +19e3a51c92a2b21b,2026-05-18T09:01:38+00:00,[顾问专属中文论坛] 【经验分享】Combine大幅提升，增幅高达1.74,forum_notification,portfolio,https://mail.google.com/mail/#all/19e3a51c92a2b21b,40321767904023,2026-05-08T08:38:44Z +19e3a3bafe4127ac,2026-05-18T08:37:29+00:00,[顾问专属中文论坛] vf从0.95暴跌到0.57，cb从1点多到0.几点的反思,forum_notification,portfolio,https://mail.google.com/mail/#all/19e3a3bafe4127ac,40520794084119,2026-05-16T13:52:25Z +19e3a3bafb145ff6,2026-05-18T08:37:29+00:00,[顾问专属中文论坛] 挖掘 Token 黑洞 01：MCP Simulation 如何吞掉 70%+ 的可读上下文,forum_notification,ai-mining,https://mail.google.com/mail/#all/19e3a3bafb145ff6,40530659645719,2026-05-17T02:09:56Z +19e3a262f268c56f,2026-05-18T08:14:01+00:00,[顾问专属中文论坛] 【Combined Alpha Performance】踩坑分享，纯新手comb -2+,forum_notification,portfolio,https://mail.google.com/mail/#all/19e3a262f268c56f,40533711115927,2026-05-17T10:01:03Z +19e2df28f186a8cf,2026-05-15T23:22:10+00:00,[Data Creation Challenge Discussion forum] Ask about the relationship between DCDC and Genius.,official_or_related_mail,other,https://mail.google.com/mail/#all/19e2df28f186a8cf,, +19e222e69c99b474,2026-05-13T16:32:06+00:00,[顾问专属中文论坛] 【alpha灵感】双字段alpha构建提示次，助力各位60塔,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19e222e69c99b474,40433238987159,2026-05-13T08:46:13Z +19e222e684696f1d,2026-05-13T16:32:06+00:00,"[顾问专属中文论坛] 【经验分享】涅槃重生：vf从0.18到0.97,combine从-1.25到2.02！",forum_notification,portfolio,https://mail.google.com/mail/#all/19e222e684696f1d,40433337996183,2026-05-13T08:58:57Z +19e222e682e89dc4,2026-05-13T16:32:06+00:00,[顾问专属中文论坛] 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,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19e222e682e89dc4,40431103477527,2026-05-13T04:25:38Z +19e164303fc6239d,2026-05-11T08:59:10+00:00,[顾问专属中文论坛] 【经验总结】Osmosis / OSM：根本原理、Alpha 池筛选与点数分配方法,forum_notification,portfolio,https://mail.google.com/mail/#all/19e164303fc6239d,40346082255255,2026-05-09T03:28:51Z +19e163d6538c8e6d,2026-05-11T08:53:01+00:00,[顾问专属中文论坛] 借助与AI和MCP，我是怎样分析一个数据集的?,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19e163d6538c8e6d,40373352844439,2026-05-11T03:07:53Z +19e1511accaaf954,2026-05-11T03:25:40+00:00,[顾问专属中文论坛] BRAIN Consultant 兼职定位与行为边界的建议和分享,forum_notification,ai-mining,https://mail.google.com/mail/#all/19e1511accaaf954,40373405530647,2026-05-11T03:11:42Z +19e10c552c293899,2026-05-10T07:23:47+00:00,[Data Creation Challenge Discussion forum] Future competitions similar to DCC?,official_or_related_mail,platform,https://mail.google.com/mail/#all/19e10c552c293899,, +19e0474d76a7885e,2026-05-07T22:00:25+00:00,IQC referral bonus - invite your friends!,official_or_related_mail,other,https://mail.google.com/mail/#all/19e0474d76a7885e,, +19e02f0de5e2f6e3,2026-05-07T14:56:40+00:00,[顾问专属中文论坛] 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,forum_notification,ai-mining,https://mail.google.com/mail/#all/19e02f0de5e2f6e3,40297238763159,2026-05-07T12:43:54Z +19e02e709246a3fb,2026-05-07T14:45:55+00:00,[顾问专属中文论坛] 稳稳拿下gm，combine到六维的耕耘经验,forum_notification,portfolio,https://mail.google.com/mail/#all/19e02e709246a3fb,40294373064855,2026-05-07T09:18:06Z +19e01582ff6630a1,2026-05-07T07:30:16+00:00,[顾问专属中文论坛] 【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,forum_notification,other,https://mail.google.com/mail/#all/19e01582ff6630a1,39947433598871,2026-04-23T01:05:41Z +19e01582e0fe57b9,2026-05-07T07:30:16+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19e01582e0fe57b9,39975714633751,2026-04-24T01:13:58Z +19e01547ce5be315,2026-05-07T07:26:13+00:00,明晚8点：在线答疑office hour欢迎参加,official_or_related_mail,other,https://mail.google.com/mail/#all/19e01547ce5be315,, +19e01526f54f26e3,2026-05-07T07:23:59+00:00,[顾问专属中文论坛] 【Alpha灵感】全球第一个MEA因子（零PC alpha），我是怎么做出来的？,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19e01526f54f26e3,40134245568663,2026-04-30T16:58:44Z +19e01526ebbd58be,2026-05-07T07:23:59+00:00,[顾问专属中文论坛] 【工具优化】技能brain-data-scope（华子哥插件插件的数据分析模块）,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19e01526ebbd58be,40091088861591,2026-04-29T04:36:13Z +19dfae89b8ecbf0d,2026-05-06T01:30:40+00:00,[Data Creation Challenge Discussion forum] Physics-Inspired Alpha Generation: Applying Kinematic Concepts to Market Data,official_or_related_mail,other,https://mail.google.com/mail/#all/19dfae89b8ecbf0d,, +19dda4d9649f3f07,2026-04-29T17:33:30+00:00,[顾问专属中文论坛] [新手向]关于我上赛季冲刺点塔踩的坑,forum_notification,other,https://mail.google.com/mail/#all/19dda4d9649f3f07,39072175598103,2026-03-16T15:25:23Z +19dda4b4629220fa,2026-04-29T17:30:59+00:00,[顾问专属中文论坛] 我的Alpha提交算法进化史：从团划分剪枝到最大权重独立集,forum_notification,other,https://mail.google.com/mail/#all/19dda4b4629220fa,39857630237591,2026-04-19T10:23:42Z +19dda3f7df5633de,2026-04-29T17:18:06+00:00,[顾问专属中文论坛] 【Alpha 模板】ASI推出新的universes：TOP500，成功点亮Risk Pyramid,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19dda3f7df5633de,40020159075607,2026-04-26T08:13:45Z +19dda3f7d6920844,2026-04-29T17:18:06+00:00,[顾问专属中文论坛] 【顾问心得】Osmosis 分数总不稳？我跟 AI 学习组合逻辑,forum_notification,ai-mining;portfolio,https://mail.google.com/mail/#all/19dda3f7d6920844,39947266331031,2026-04-23T00:58:16Z +19dda3d2ed521fc1,2026-04-29T17:15:35+00:00,[顾问专属中文论坛] 小米 MiMo-V2.5 开源及 100T Token 免费申请活动分享,forum_notification,platform,https://mail.google.com/mail/#all/19dda3d2ed521fc1,40062800087575,2026-04-28T06:37:00Z +19dda3d2e161195f,2026-04-29T17:15:35+00:00,[顾问专属中文论坛] 【OB】一个自进化的 RAG 搜索系统🎯,forum_notification,other,https://mail.google.com/mail/#all/19dda3d2e161195f,40089426663959,2026-04-29T01:44:21Z +19dd2fb59763cd20,2026-04-28T07:26:19+00:00,明晚BRAIN API精讲报名|高效搭建研究框架，提升回测效率与产出,official_or_related_mail,ai-mining;engineering,https://mail.google.com/mail/#all/19dd2fb59763cd20,, +19dcf0a5edfa6334,2026-04-27T13:04:15+00:00,【顾问培训提醒】Ready for Genius!WorldQuant BRAIN 顾问基础知识培训,official_or_related_mail,ai-mining;platform,https://mail.google.com/mail/#all/19dcf0a5edfa6334,, +19dce94f647199c0,2026-04-27T10:56:00+00:00,Reminder: IQC 2026 Special Opportunity Webinar - Meet the Champions starts in 1 hour,webinar,other,https://mail.google.com/mail/#all/19dce94f647199c0,, +19dcd469925c63ef,2026-04-27T04:50:49+00:00,[顾问专属中文论坛] 经验分享：最近做 Regular 点塔时反复踩到的几个坑,forum_notification,other,https://mail.google.com/mail/#all/19dcd469925c63ef,39870662977687,2026-04-20T09:19:58Z +19dcd4059b266ce3,2026-04-27T04:43:59+00:00,[顾问专属中文论坛] 【Eligibility Criteria篇】一文告诉你如何GOLD直通Grandmaster！（上篇）,forum_notification,other,https://mail.google.com/mail/#all/19dcd4059b266ce3,39922788056343,2026-04-22T06:45:00Z +19dcd358c4878888,2026-04-27T04:32:11+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering,https://mail.google.com/mail/#all/19dcd358c4878888,40019402844055,2026-04-26T05:48:57Z +19dcd358c4219a1d,2026-04-27T04:32:11+00:00,[顾问专属中文论坛] 智谱GLM 抢购 油猴脚本【即插即用】我已抢购到啦,forum_notification,engineering,https://mail.google.com/mail/#all/19dcd358c4219a1d,40018309999767,2026-04-26T02:54:34Z +19dc9b6163ce6dd4,2026-04-26T12:14:05+00:00,Reminder: IQC 2026 Special Opportunity Webinar - Meet the Champions starts in 1 day,webinar,other,https://mail.google.com/mail/#all/19dc9b6163ce6dd4,, +19dc39bdbecb730c,2026-04-25T07:47:43+00:00,IQC 2026 Special Opportunity Webinar - Meet the Champions Confirmation,webinar,other,https://mail.google.com/mail/#all/19dc39bdbecb730c,, +19dc01d877e1eb8c,2026-04-24T15:30:53+00:00,[Data Creation Challenge Discussion forum] DCC COMPITITON,official_or_related_mail,other,https://mail.google.com/mail/#all/19dc01d877e1eb8c,, +19dc002ac885f3f3,2026-04-24T15:01:33+00:00,[Data Creation Challenge Discussion forum] Passing IS ladder sharpe,official_or_related_mail,other,https://mail.google.com/mail/#all/19dc002ac885f3f3,, +19dc002ac3607866,2026-04-24T15:01:33+00:00,[Data Creation Challenge Discussion forum] Why Are My Rolling Signals Zero After Successful Labeling?,official_or_related_mail,other,https://mail.google.com/mail/#all/19dc002ac3607866,, +19dc0003034b8568,2026-04-24T14:58:51+00:00,[Data Creation Challenge Discussion forum] Precision or Recall,official_or_related_mail,other,https://mail.google.com/mail/#all/19dc0003034b8568,, +19dbffbd3eeccce7,2026-04-24T14:54:04+00:00,[Data Creation Challenge Discussion forum] Name Error:UNIV_FILE is not defined solution,official_or_related_mail,other,https://mail.google.com/mail/#all/19dbffbd3eeccce7,, +19dbfe9e5e19787e,2026-04-24T14:34:29+00:00,[Data Creation Challenge Discussion forum] Upload failed error,official_or_related_mail,ai-mining,https://mail.google.com/mail/#all/19dbfe9e5e19787e,, +19dbafe3fa752abf,2026-04-23T15:38:37+00:00,[顾问专属中文论坛] 关于IS ladder sharpe优化的一点实践经验,forum_notification,other,https://mail.google.com/mail/#all/19dbafe3fa752abf,39050410166807,2026-03-15T13:53:18Z +19dbafe3f2ddc9fe,2026-04-23T15:38:37+00:00,[顾问专属中文论坛] 预测你的Osmosis combined performance排名! 看看你排在哪里？ - by 亚当,forum_notification,portfolio,https://mail.google.com/mail/#all/19dbafe3f2ddc9fe,39007426454423,2026-03-13T07:33:02Z +19dbaf7b47868824,2026-04-23T15:31:28+00:00,[顾问专属中文论坛] [图一乐] osmosis rank对乘数的影响,forum_notification,portfolio,https://mail.google.com/mail/#all/19dbaf7b47868824,38423873285655,2026-02-16T05:56:41Z +19dbaf54ecaa8ee2,2026-04-23T15:28:51+00:00,[顾问专属中文论坛] [Osmosis比赛] 一键备份/复原你的Osmosis分数分配,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19dbaf54ecaa8ee2,37271778231063, +19dbaf4d1df852c1,2026-04-23T15:28:19+00:00,[顾问专属中文论坛] 半自动化提交 试试这套代码’，高效省心,forum_notification,engineering,https://mail.google.com/mail/#all/19dbaf4d1df852c1,39306926420887,2026-03-26T11:18:56Z +19dbaf4d159be82d,2026-04-23T15:28:19+00:00,[顾问专属中文论坛] 【大角羊】一秒重置Osmosis Points！,forum_notification,portfolio,https://mail.google.com/mail/#all/19dbaf4d159be82d,38626615856535,2026-02-25T08:05:42Z +19dbae1d7912bbb7,2026-04-23T15:07:35+00:00,[顾问专属中文论坛] 【WQ Manager】大更新！新增Base Payment排行榜！,forum_notification,platform,https://mail.google.com/mail/#all/19dbae1d7912bbb7,39907023480599,2026-04-21T16:20:17Z +19dbade6bc92cc1a,2026-04-23T15:03:50+00:00,[顾问专属中文论坛] 如何通过【Robust universe Sharpe and returns】检测的一些尝试,forum_notification,other,https://mail.google.com/mail/#all/19dbade6bc92cc1a,39920503976087,2026-04-22T02:17:02Z +19dba884504ece20,2026-04-23T13:29:45+00:00,[顾问专属中文论坛] 【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,forum_notification,ai-mining,https://mail.google.com/mail/#all/19dba884504ece20,39945764650263,2026-04-22T23:11:21Z +19dba879a94ec2a0,2026-04-23T13:29:02+00:00,[Data Creation Challenge Discussion forum] Results announcement?,official_or_related_mail,other,https://mail.google.com/mail/#all/19dba879a94ec2a0,, +19dba7b480647886,2026-04-23T13:15:24+00:00,Special Webinar Invite - Meet the Champions [IQC 2026],official_or_related_mail,other,https://mail.google.com/mail/#all/19dba7b480647886,, +19db46e83e8c2980,2026-04-22T09:03:53+00:00,👉 You are close to unlocking more opportunities with WorldQuant BRAIN,official_or_related_mail,ai-mining,https://mail.google.com/mail/#all/19db46e83e8c2980,, +19db41f1d6d6d451,2026-04-22T07:37:10+00:00,[顾问专属中文论坛] 【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 | 200元KIMI 代金券等你来拿,forum_notification,other,https://mail.google.com/mail/#all/19db41f1d6d6d451,39923106285207,2026-04-22T07:24:19Z +19daa2f99e249ec9,2026-04-20T09:18:59+00:00,[顾问专属中文论坛] 【新人心魔】打破心魔之旅：这样的因子到底要不要交？,forum_notification,other,https://mail.google.com/mail/#all/19daa2f99e249ec9,39759058734359,2026-04-15T08:23:19Z +19daa12ffd2b0896,2026-04-20T08:47:44+00:00,[顾问专属中文论坛] 【Alpha灵感】AI搜索字段极性配对，构建低PC因子(附提示词),forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19daa12ffd2b0896,39845230299927,2026-04-18T12:59:03Z +19daa104c4e38563,2026-04-20T08:44:48+00:00,[顾问专属中文论坛] 终结烦人的MCP error -32000,forum_notification,ai-mining,https://mail.google.com/mail/#all/19daa104c4e38563,38300250037015,2026-02-10T16:12:08Z +19daa05d069ef8e2,2026-04-20T08:33:21+00:00,[顾问专属中文论坛] 穿透参数迷雾：量化策略的敏感度分析与鲁棒性构建,forum_notification,other,https://mail.google.com/mail/#all/19daa05d069ef8e2,39854893045655,2026-04-19T02:51:39Z +19da9effdfef545e,2026-04-20T08:09:30+00:00,[顾问专属中文论坛] ppa一键untag代码,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19da9effdfef545e,39648644834967,2026-04-10T07:51:37Z +19da9effd0a48861,2026-04-20T08:09:30+00:00,[顾问专属中文论坛] 【代码分享】相关性剪枝，减少无效回测，拷贝即用,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19da9effd0a48861,39659860284695,2026-04-10T17:19:12Z +19da9eb6d4756a29,2026-04-20T08:04:31+00:00,[顾问专属中文论坛] 【TOKEN王】全球 2026Q2 geniusLevel 分组六维数据统计分析,forum_notification,other,https://mail.google.com/mail/#all/19da9eb6d4756a29,39756841978519,2026-04-15T03:48:36Z +19da9eb6d3366c33,2026-04-20T08:04:31+00:00,[顾问专属中文论坛] 【差生文具多】WQ助手1.02版(安卓版本+windows版本),forum_notification,other,https://mail.google.com/mail/#all/19da9eb6d3366c33,39729140385559,2026-04-14T06:17:42Z +19da9eb6c55e9a18,2026-04-20T08:04:31+00:00,[顾问专属中文论坛] 多图解析USA最新3x High Turnover Theme国区提交现况,forum_notification,platform,https://mail.google.com/mail/#all/19da9eb6c55e9a18,39822852669079,2026-04-17T14:36:50Z +19da400da3e30eae,2026-04-19T04:30:12+00:00,[Data Creation Challenge Discussion forum] how to approach super alpha,official_or_related_mail,portfolio,https://mail.google.com/mail/#all/19da400da3e30eae,, +19da3ca0a1551dce,2026-04-19T03:30:20+00:00,[顾问专属中文论坛] 26.04.19 新顾问培训AI打工人安装 codebuddy配置版.,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19da3ca0a1551dce,39854742805271,2026-04-19T02:26:34Z +19da06c9eac78143,2026-04-18T11:49:25+00:00,[顾问专属中文论坛] 【惨痛的教训】好的alpha才能组建好的SA,forum_notification,other,https://mail.google.com/mail/#all/19da06c9eac78143,36853958447639, +19da06c9e65e6e96,2026-04-18T11:49:25+00:00,[顾问专属中文论坛] World Quant漫画（第三期）,forum_notification,other,https://mail.google.com/mail/#all/19da06c9e65e6e96,39826862025879,2026-04-17T16:35:24Z +19d8fb2bce281215,2026-04-15T05:52:28+00:00,[顾问专属中文论坛] 【差生文具多】WQ助手1.02版(安卓版本+windows版本),forum_notification,other,https://mail.google.com/mail/#all/19d8fb2bce281215,39729140385559,2026-04-14T06:17:42Z +19d8c6da66056bf5,2026-04-14T14:38:09+00:00,[顾问专属中文论坛] 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,forum_notification,alpha-idea;engineering;portfolio,https://mail.google.com/mail/#all/19d8c6da66056bf5,39623025163415,2026-04-09T10:18:10Z +19d8c674cae749a9,2026-04-14T14:31:13+00:00,[顾问专属中文论坛] 【大角羊】一分钟掌握参加Orthogonal HTVR Theme要点（三倍加成）！,forum_notification,platform,https://mail.google.com/mail/#all/19d8c674cae749a9,39690289189015,2026-04-12T13:31:17Z +19d8c6216c5f4602,2026-04-14T14:25:31+00:00,"[顾问专属中文论坛] 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)",forum_notification,other,https://mail.google.com/mail/#all/19d8c6216c5f4602,39524416948887,2026-04-05T01:07:37Z +19d8c62142b31d9e,2026-04-14T14:25:31+00:00,[顾问专属中文论坛] 【个人经验】PPA 因子筛选标准与实战心得（适合新手参考）,forum_notification,platform,https://mail.google.com/mail/#all/19d8c62142b31d9e,39567420541079,2026-04-07T11:00:52Z +19d8a90b2d92599e,2026-04-14T05:57:11+00:00,[顾问专属中文论坛] 26年Q1 Genius定级已更新，Q2赛季加油！,forum_notification,platform,https://mail.google.com/mail/#all/19d8a90b2d92599e,39728814444695,2026-04-14T05:42:52Z +19d876b284fe06fc,2026-04-13T15:17:19+00:00,BRAIN本周学习资源汇总,official_or_related_mail,ai-mining,https://mail.google.com/mail/#all/19d876b284fe06fc,, +19d760666b31b6b2,2026-04-10T06:13:43+00:00,[顾问专属中文论坛] 【BRAIN顾问的春节精彩瞬间】马上有福·BRAIN新春喜乐会 🏮,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d760666b31b6b2,38120016912407,2026-02-03T02:28:52Z +19d69f649a548126,2026-04-07T22:00:40+00:00,IQC referral bonus - invite your friends!,official_or_related_mail,other,https://mail.google.com/mail/#all/19d69f649a548126,, +19d67cc1c36bf979,2026-04-07T11:55:22+00:00,Reminder: Opportunity Webinar - April 2026 starts in 1 hour,webinar,other,https://mail.google.com/mail/#all/19d67cc1c36bf979,, +19d66ff897f4b7d6,2026-04-07T08:11:55+00:00,[顾问专属中文论坛] [MCP-守护] 让你的mcp无视token限制，实现免费的MAX模式,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d66ff897f4b7d6,37220062772375, +19d66ff883fa3d97,2026-04-07T08:11:55+00:00,[顾问专属中文论坛] 临时解决alpha页面不能翻页的问题,forum_notification,other,https://mail.google.com/mail/#all/19d66ff883fa3d97,38845039675287,2026-03-06T02:43:18Z +19d66f5eb18c5cec,2026-04-07T08:01:25+00:00,"[顾问专属中文论坛] ""看一眼线""，那是在看啥，Alpha""续航力评分""工具",forum_notification,engineering,https://mail.google.com/mail/#all/19d66f5eb18c5cec,39223135297431,2026-03-23T04:22:04Z +19d66ef6d21e0b88,2026-04-07T07:54:19+00:00,[顾问专属中文论坛] 我依靠这套代码，半个月点了10个塔,forum_notification,engineering,https://mail.google.com/mail/#all/19d66ef6d21e0b88,39305892045719,2026-03-26T09:35:11Z +19d66e60b4f3d0d1,2026-04-07T07:44:04+00:00,"[顾问专属中文论坛] VF1.0单周期狂赚$2,538.14！我的高Base骚操作大公开",forum_notification,portfolio,https://mail.google.com/mail/#all/19d66e60b4f3d0d1,39467895537431,2026-04-02T10:10:48Z +19d66e60b2be8f62,2026-04-07T07:44:04+00:00,[顾问专属中文论坛] 【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！,forum_notification,engineering,https://mail.google.com/mail/#all/19d66e60b2be8f62,39531360358295,2026-04-05T17:23:40Z +19d62ed5969ee4b1,2026-04-06T13:13:34+00:00,Reminder: Opportunity Webinar - April 2026 starts in 1 day,webinar,other,https://mail.google.com/mail/#all/19d62ed5969ee4b1,, +19d549d95d8aa894,2026-04-03T18:31:44+00:00,Opportunity Webinar - April 2026 Confirmation,webinar,other,https://mail.google.com/mail/#all/19d549d95d8aa894,, +19d523a42e7e0483,2026-04-03T07:24:02+00:00,[Data Creation Challenge Discussion forum] IS scores not increasing on Leaderboard,official_or_related_mail,other,https://mail.google.com/mail/#all/19d523a42e7e0483,, +19d5014ae8529b6c,2026-04-02T21:23:45+00:00,[Data Creation Challenge Discussion forum] All my tagged alphas gone from DCC!,official_or_related_mail,other,https://mail.google.com/mail/#all/19d5014ae8529b6c,, +19d4da6a1bc518b7,2026-04-02T10:04:18+00:00,[顾问专属中文论坛] 【Quant101】AIAC2.0 TOP25 经验分享,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d4da6a1bc518b7,39234849586967,2026-03-23T16:32:17Z +19d4d9e45721d5b2,2026-04-02T09:55:10+00:00,[顾问专属中文论坛] 我如何用 Codex 有soul 做 WorldQuant 自动量化研究，越用越聪明,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d4d9e45721d5b2,39251146195607,2026-03-24T07:11:39Z +19d4d9e4355f8c2d,2026-04-02T09:55:10+00:00,[顾问专属中文论坛] 【ValueFactor】经验分享，纯新手VF 0.5 -> 0.97 -> 0.99,forum_notification,portfolio,https://mail.google.com/mail/#all/19d4d9e4355f8c2d,39249632575511,2026-03-24T03:46:09Z +19d4d99a3e4093ec,2026-04-02T09:50:07+00:00,[顾问专属中文论坛] 【VF 0.95收入经验分享】高VF如何拿到更高的base,forum_notification,portfolio,https://mail.google.com/mail/#all/19d4d99a3e4093ec,39251610735639,2026-03-24T08:15:29Z +19d4d7c0d90f0e03,2026-04-02T09:17:48+00:00,[顾问专属中文论坛] ProdCorr改造插件，【即插即用】，直观显示Category，IS Testing Status 一键直达alphaid页面,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d4d7c0d90f0e03,39303870526487,2026-03-26T05:03:57Z +19d4d7531a19ed5b,2026-04-02T09:10:18+00:00,[顾问专属中文论坛] 【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？,forum_notification,other,https://mail.google.com/mail/#all/19d4d7531a19ed5b,39466731879063,2026-04-02T07:58:23Z +19d4d753160704c4,2026-04-02T09:10:18+00:00,[顾问专属中文论坛] 积极拥抱AI-关于Claude-Code的agent-team功能的探索,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d4d753160704c4,39255045175191,2026-03-24T12:51:53Z +19d48686484ef8f2,2026-04-01T09:38:12+00:00,【26年4月主题活动】Combined Alpha Performance 提升计划（最高可以获得300积分）,official_or_related_mail,portfolio;platform,https://mail.google.com/mail/#all/19d48686484ef8f2,, +19d484e729727048,2026-04-01T09:09:53+00:00,[顾问专属中文论坛] 征集｜Brain 用户访谈志愿者｜参与可获 200 积分,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d484e729727048,39439719861399,2026-04-01T08:57:47Z +19d4837396be377f,2026-04-01T08:44:31+00:00,[顾问专属中文论坛] 【26年4月主题活动】IQC 邀请 + Combined Alpha Performance 提升计划,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19d4837396be377f,39438387680919,2026-04-01T05:55:12Z +19d4778aa7cfa4ed,2026-04-01T05:16:22+00:00,[Data Creation Challenge Discussion forum] presentation and Notebook submissions.,official_or_related_mail,other,https://mail.google.com/mail/#all/19d4778aa7cfa4ed,, +19d43607c0d6c721,2026-03-31T10:11:29+00:00,[顾问专属中文论坛] 【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,forum_notification,portfolio,https://mail.google.com/mail/#all/19d43607c0d6c721,39408397746199,2026-03-31T02:44:55Z +19d3e4710b520745,2026-03-30T10:25:37+00:00,[顾问专属中文论坛] 【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！,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19d3e4710b520745,39319955780887,2026-03-26T19:08:49Z +19d3e1ba51555ec5,2026-03-30T09:38:11+00:00,[顾问专属中文论坛] 【Docker】两步部署自己的免费gemini api,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19d3e1ba51555ec5,39262182904855, +19d3e05b0d865dca,2026-03-30T09:14:11+00:00,Update on Consultant Invoice Approval Issue,official_or_related_mail,alpha-idea,https://mail.google.com/mail/#all/19d3e05b0d865dca,, +19d3de9060e9ac5d,2026-03-30T08:42:54+00:00,[顾问专属中文论坛] 【ValueFactor】关于这次更新VF从0.98突然暴跌至0.75的反思与警示,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19d3de9060e9ac5d,39368763910807,2026-03-29T08:40:07Z +19d3de388756033b,2026-03-30T08:36:54+00:00,[顾问专属中文论坛] 【工作流分享】基于openclaw的自动化agent工作流,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d3de388756033b,39354616684439,2026-03-28T07:33:39Z +19d3ced93350d76c,2026-03-30T04:08:13+00:00,【限时羊毛】仅需邀请朋友使用邮箱完成平台注册，即可获得IQC限定雨伞和背包！,official_or_related_mail,other,https://mail.google.com/mail/#all/19d3ced93350d76c,, +19d300ab28fb5940,2026-03-27T16:05:00+00:00,[顾问专属中文论坛] 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,forum_notification,portfolio,https://mail.google.com/mail/#all/19d300ab28fb5940,39330854528151,2026-03-27T08:00:33Z +19d2d738d9072b23,2026-03-27T04:00:40+00:00,[顾问专属中文论坛] IQC 邀请有礼活动开启，所有用户都可参与，限量周边免费拿回家！,forum_notification,platform,https://mail.google.com/mail/#all/19d2d738d9072b23,39329143529751,2026-03-27T03:47:42Z +19d2a3242ba84010,2026-03-26T12:50:29+00:00,[顾问专属中文论坛] Harness engineering下的AI Quant,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d2a3242ba84010,39304762113815,2026-03-26T07:13:47Z +19d1fb8425b45d18,2026-03-24T12:01:01+00:00,🎉 Refer your friends to the International Quant Championship 2026!,official_or_related_mail,other,https://mail.google.com/mail/#all/19d1fb8425b45d18,, +19d1de3ba121a6eb,2026-03-24T03:29:15+00:00,本周学习资源汇总和新顾问培训课程意见征集,official_or_related_mail,platform,https://mail.google.com/mail/#all/19d1de3ba121a6eb,, +19d1a50935dabf4d,2026-03-23T10:49:41+00:00,[顾问专属中文论坛] 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,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d1a50935dabf4d,39195490429847,2026-03-20T23:15:50Z +19d1a50927067490,2026-03-23T10:49:41+00:00,[顾问专属中文论坛] 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,forum_notification,engineering,https://mail.google.com/mail/#all/19d1a50927067490,39201891253911,2026-03-21T13:28:41Z +19d1a509208e3a01,2026-03-23T10:49:41+00:00,[顾问专属中文论坛] 关于降Prod Correlation的实践（一）,forum_notification,other,https://mail.google.com/mail/#all/19d1a509208e3a01,39118594803095,2026-03-18T03:29:30Z +19d1a4e1622fd1cc,2026-03-23T10:46:58+00:00,[顾问专属中文论坛] 【Quant101】手把手教你搭建本地因子库 ①,forum_notification,engineering,https://mail.google.com/mail/#all/19d1a4e1622fd1cc,39213565539095,2026-03-22T12:00:01Z +19d1a49abdf76841,2026-03-23T10:42:08+00:00,[顾问专属中文论坛] 【AI提示词分享】一套基于Gemini Cli的因子优化提示词---即ctrl即用,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19d1a49abdf76841,39223126454679,2026-03-23T04:23:56Z +19d1a49abcb74502,2026-03-23T10:42:08+00:00,[顾问专属中文论坛] 【SKILL】征文,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d1a49abcb74502,39225718749591,2026-03-23T10:31:04Z +19d1a49aa53e1be7,2026-03-23T10:42:08+00:00,[顾问专属中文论坛] 成为Expert的VF爬升之路：0.68-0.98-0.99,forum_notification,portfolio,https://mail.google.com/mail/#all/19d1a49aa53e1be7,39211291325335,2026-03-22T04:36:51Z +19d1a44cb9c4a148,2026-03-23T10:36:48+00:00,[顾问专属中文论坛] 成为顾问的100天感想：道阻且长，唯有沉心学习。,forum_notification,other,https://mail.google.com/mail/#all/19d1a44cb9c4a148,39224451555223,2026-03-23T07:47:43Z +19d1a44cabe0af99,2026-03-23T10:36:48+00:00,[顾问专属中文论坛] [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）,forum_notification,portfolio,https://mail.google.com/mail/#all/19d1a44cabe0af99,39224484288663,2026-03-23T07:57:42Z +19d1a44ca756bf97,2026-03-23T10:36:48+00:00,[顾问专属中文论坛] osmosisPoints一键清零代码,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19d1a44ca756bf97,39225136138263,2026-03-23T09:26:56Z +19d1a44ca38ada8e,2026-03-23T10:36:48+00:00,[顾问专属中文论坛] 新晋顾问26天经验与踩坑分享,forum_notification,other,https://mail.google.com/mail/#all/19d1a44ca38ada8e,39224495902103,2026-03-23T07:55:35Z +19d1a1ce12938b0d,2026-03-23T09:53:11+00:00,REMINDER: Approve Invoice on Workday,official_or_related_mail,other,https://mail.google.com/mail/#all/19d1a1ce12938b0d,, +19d19351e3d98794,2026-03-23T05:40:04+00:00,[顾问专属中文论坛] [skills小工具]将数据库中数据封装成skills，用于AI工作流,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19d19351e3d98794,39215982466071,2026-03-22T16:09:07Z +19d10d8dce4e6da3,2026-03-21T14:42:20+00:00,[顾问专属中文论坛] 将从网页拉取的数据存储到数据库,forum_notification,engineering,https://mail.google.com/mail/#all/19d10d8dce4e6da3,39183798681239,2026-03-20T16:23:31Z +19d0b558673b7eb0,2026-03-20T13:00:47+00:00,[顾问专属中文论坛] 【经验分享】第一个35SA的生成之路-你认为的好对SA来说不一定真的好,forum_notification,other,https://mail.google.com/mail/#all/19d0b558673b7eb0,39035430170135,2026-03-14T14:22:46Z +19d0b5584314f37a,2026-03-20T13:00:47+00:00,[顾问专属中文论坛] 与研究员夜聊今晚9点,forum_notification,other,https://mail.google.com/mail/#all/19d0b5584314f37a,39177717971095, +19d0b506cf4dba39,2026-03-20T12:55:12+00:00,[顾问专属中文论坛] cnhkmcp中的报错修复，及pipeline不能启动的修复,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d0b506cf4dba39,39117486836375,2026-03-18T01:55:55Z +19d0a055b27fb081,2026-03-20T06:53:36+00:00,[顾问专属中文论坛] 写了一个专门生成提交alpha 的open claw 的skill,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d0a055b27fb081,39034638600343,2026-03-14T13:10:48Z +19d0a020d22846f2,2026-03-20T06:49:59+00:00,[顾问专属中文论坛] 基于贝叶斯优化的 Alpha 参数遍历工作流：高效打破回撤限制,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d0a020d22846f2,38872742474775,2026-03-07T07:49:27Z +19d0a01cdab6f5d6,2026-03-20T06:49:43+00:00,[顾问专属中文论坛] 【差生文具多】WQ助手1.01版本(安卓版本),forum_notification,other,https://mail.google.com/mail/#all/19d0a01cdab6f5d6,38182819864471,2026-02-05T09:38:03Z +19d0a01cd2564ff9,2026-03-20T06:49:43+00:00,[顾问专属中文论坛] 支持关键词搜索/可提交检索的get_alphas函数,forum_notification,other,https://mail.google.com/mail/#all/19d0a01cd2564ff9,36436387614359, +19d09fd8333c2139,2026-03-20T06:45:02+00:00,[顾问专属中文论坛] AI教我写模板,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19d09fd8333c2139,38989280956951,2026-03-12T15:18:17Z +19d09fa26a422d73,2026-03-20T06:41:21+00:00,[顾问专属中文论坛] 【深度分享】我是怎么给 Claude + BRAIN 做了一套全自动挖矿 Pipeline MCP 的,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d09fa26a422d73,39034538171159,2026-03-14T13:02:40Z +19d09ee678571d52,2026-03-20T06:28:31+00:00,[顾问专属中文论坛] Claude Code 双倍额度限时，国内用户时差红利，附精准时间表,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d09ee678571d52,39070572131479,2026-03-16T14:38:50Z +19d09e2f58ab5db0,2026-03-20T06:16:01+00:00,[顾问专属中文论坛] 【分享】一些降低pc的小技巧和aiac2.0第50名的心得,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d09e2f58ab5db0,39153662204311, +19d09b1ca8486841,2026-03-20T05:22:19+00:00,[顾问专属中文论坛] OpenClaw + BRAIN 经验分享：我只改了 memory 分层，干活稳定很多,forum_notification,ai-mining,https://mail.google.com/mail/#all/19d09b1ca8486841,39171807994519,2026-03-20T01:44:04Z +19d06e4fa9d90fb9,2026-03-19T16:19:22+00:00,[顾问专属中文论坛] 【日常生活贴】我的量化日记第十一季,forum_notification,other,https://mail.google.com/mail/#all/19d06e4fa9d90fb9,39156513806871,2026-03-19T16:05:12Z +19d061fb96ba81cc,2026-03-19T12:43:54+00:00,[顾问专属中文论坛] workbuddy让回测更方便,forum_notification,engineering,https://mail.google.com/mail/#all/19d061fb96ba81cc,39061898258071,2026-03-16T05:55:04Z +19d061fb8d8eccda,2026-03-19T12:43:55+00:00,[顾问专属中文论坛] 【base经验分享方向帖 】带你分析vf0.77 如何吃到50刀 上篇,forum_notification,portfolio,https://mail.google.com/mail/#all/19d061fb8d8eccda,39007288486679,2026-03-13T07:11:51Z +19d061fb83ae18d4,2026-03-19T12:43:54+00:00,[顾问专属中文论坛] OpenClaw“三省六部”架构助力Alpha构建实践,forum_notification,other,https://mail.google.com/mail/#all/19d061fb83ae18d4,39070236782231,2026-03-16T14:29:42Z +19cfeea4ed6eb58b,2026-03-18T03:08:14+00:00,[顾问专属中文论坛] 0.5--->0.45--->0.56--->0.94--->0.90--->0.96vf经验分享----量化涅槃之路,forum_notification,portfolio,https://mail.google.com/mail/#all/19cfeea4ed6eb58b,36619016379159, +19ced3262578bac3,2026-03-14T16:33:46+00:00,Welcome to Data Creation Challenge 2026,official_or_related_mail,other,https://mail.google.com/mail/#all/19ced3262578bac3,, +19ce332c1223c652,2026-03-12T17:58:00+00:00,[顾问专属中文论坛] [代码优化]将历史回测存储至MongoDB中,forum_notification,engineering,https://mail.google.com/mail/#all/19ce332c1223c652,38736030987927,2026-03-02T12:21:30Z +19ce332a9bbdd873,2026-03-12T17:57:53+00:00,[顾问专属中文论坛] 【VF0.74 BASE居然也能40刀！】每日base方向帖,forum_notification,portfolio,https://mail.google.com/mail/#all/19ce332a9bbdd873,38953629858327,2026-03-11T06:39:16Z +19ce33231ef1c618,2026-03-12T17:57:23+00:00,[顾问专属中文论坛] 【API限时羊毛】注册实名可获得150+元免费LLM-API额度,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19ce33231ef1c618,38846989093911,2026-03-06T06:40:33Z +19ce332313b4e820,2026-03-12T17:57:22+00:00,[顾问专属中文论坛] 【经验分享】成为顾问一个月，拿下Daily Osmosis Rank全球第一名,forum_notification,ai-mining;portfolio,https://mail.google.com/mail/#all/19ce332313b4e820,38898494065943,2026-03-09T09:08:29Z +19ce33033999b1e5,2026-03-12T17:55:12+00:00,[顾问专属中文论坛] 【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,forum_notification,other,https://mail.google.com/mail/#all/19ce33033999b1e5,38927243023383,2026-03-10T08:05:28Z +19ce33032fb577bb,2026-03-12T17:55:12+00:00,[顾问专属中文论坛] 【贺六浑】OpenClaw 快速安装与避坑指南,forum_notification,other,https://mail.google.com/mail/#all/19ce33032fb577bb,38909536551575,2026-03-09T17:08:15Z +19ce32e2732b65cd,2026-03-12T17:52:58+00:00,[顾问专属中文论坛] 【工具分享】用Claude Code + MCP搭建全自动因子挖掘流水线的实践,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19ce32e2732b65cd,38979342434455,2026-03-12T02:46:36Z +19ce264430482d85,2026-03-12T14:12:27+00:00,[顾问专属中文论坛] 16815刀季度奖经验分享-小虎,forum_notification,other,https://mail.google.com/mail/#all/19ce264430482d85,38980270292631,2026-03-12T04:28:30Z +19ce0a14018618a2,2026-03-12T05:59:49+00:00,[顾问专属中文论坛] 【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,forum_notification,engineering,https://mail.google.com/mail/#all/19ce0a14018618a2,38846177369751,2026-03-06T04:49:03Z +19cdb374aaded526,2026-03-11T04:45:59+00:00,[顾问专属中文论坛] 【经验分享】我的上分之路：Gold→Master→Grandmaster,forum_notification,other,https://mail.google.com/mail/#all/19cdb374aaded526,38932709256727,2026-03-10T14:03:07Z +19cd1b696ac6ad3a,2026-03-09T08:28:49+00:00,[顾问专属中文论坛] TRAE配置MCP和Skills(最新),forum_notification,ai-mining,https://mail.google.com/mail/#all/19cd1b696ac6ad3a,38791576234647,2026-03-04T08:58:53Z +19cd1ad8f820904b,2026-03-09T08:18:58+00:00,"[顾问专属中文论坛] 作为一个gold级别的新人,我是怎么点满60个塔",forum_notification,other,https://mail.google.com/mail/#all/19cd1ad8f820904b,38844379720727,2026-03-06T02:03:28Z +19cd1ad16a5a6f82,2026-03-09T08:18:27+00:00,[顾问专属中文论坛] 关于Combined Power Pool Alpha Performance持续稳定的猜想（2.12-2.42-1.97-2.62-2.67）,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19cd1ad16a5a6f82,38846510482967,2026-03-06T05:36:31Z +19cd1aa45014fde2,2026-03-09T08:15:22+00:00,[顾问专属中文论坛] 分享一个自用的AI点塔工作流,forum_notification,ai-mining,https://mail.google.com/mail/#all/19cd1aa45014fde2,38870096703639,2026-03-07T01:34:56Z +19cc70973c1846c7,2026-03-07T06:43:30+00:00,[顾问专属中文论坛] 【效率王】APP-3.0：完全自动化时代,forum_notification,other,https://mail.google.com/mail/#all/19cc70973c1846c7,38872307253655,2026-03-07T06:32:13Z +19cc658850267e0b,2026-03-07T03:30:15+00:00,[顾问专属中文论坛] 重要培训通知【新顾问必知必会】,forum_notification,platform,https://mail.google.com/mail/#all/19cc658850267e0b,38871115225495, +19cc3290aae0ffbb,2026-03-06T12:39:32+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19cc3290aae0ffbb,37743736735895,2026-01-17T03:21:10Z +19cbed7f00afeaff,2026-03-05T16:32:28+00:00,[顾问专属中文论坛] 🤞🤞AIAC 比赛用模板,forum_notification,alpha-idea;ai-mining;platform,https://mail.google.com/mail/#all/19cbed7f00afeaff,38654934214423,2026-02-26T09:26:00Z +19cbea4aab9aa4bf,2026-03-05T15:36:28+00:00,[顾问专属中文论坛] 【经验分享】菜鸟日记——代码小白如何稳住6个月VF0.9+,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19cbea4aab9aa4bf,38767793594775,2026-03-03T13:47:25Z +19cbe9be1b2a7cd2,2026-03-05T15:26:52+00:00,[顾问专属中文论坛] 【AI工具推荐】OpenClaw平替--OpenWork，适用于windows系统。,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19cbe9be1b2a7cd2,38791976126999,2026-03-04T09:41:15Z +19cbddb087a26ee8,2026-03-05T11:56:14+00:00,Reminder: Opportunity Webinar - March 2026 starts in 1 hour,webinar,other,https://mail.google.com/mail/#all/19cbddb087a26ee8,, +19cb8fc598bfa5d4,2026-03-04T13:14:30+00:00,Reminder: Opportunity Webinar - March 2026 starts in 1 day,webinar,other,https://mail.google.com/mail/#all/19cb8fc598bfa5d4,, +19cb75b743875087,2026-03-04T05:39:10+00:00,[顾问专属中文论坛] 重要会议通知【新顾问必知必会】,forum_notification,platform,https://mail.google.com/mail/#all/19cb75b743875087,38790085387543, +19cb74ed69eb4a92,2026-03-04T05:25:22+00:00,[顾问专属中文论坛] AI打工人配置指南 - Windows\Mac\Linux,forum_notification,ai-mining,https://mail.google.com/mail/#all/19cb74ed69eb4a92,38151220803095,2026-02-04T02:22:18Z +19cb54a74b9e71ee,2026-03-03T20:01:20+00:00,[本周学习资源汇总]新顾问衔接课与AI工具的使用和安装,official_or_related_mail,ai-mining;engineering,https://mail.google.com/mail/#all/19cb54a74b9e71ee,, +19cb41ee700071c0,2026-03-03T14:34:09+00:00,[顾问专属中文论坛] 【日常生活贴】我的量化日记第十季,forum_notification,other,https://mail.google.com/mail/#all/19cb41ee700071c0,38768672144151,2026-03-03T14:20:03Z +19cb2618f8c6f420,2026-03-03T06:27:43+00:00,Boost Your DCC Performance – Join Webinar 2 Confirmation,webinar,other,https://mail.google.com/mail/#all/19cb2618f8c6f420,, +19cb1c5b4ed5545a,2026-03-03T03:37:29+00:00,[顾问专属中文论坛] 【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,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19cb1c5b4ed5545a,38761123396375,2026-03-03T03:24:32Z +19cacf05ae357a8e,2026-03-02T05:05:58+00:00,[顾问专属中文论坛] data存储与主题数据高效获取方法,forum_notification,other,https://mail.google.com/mail/#all/19cacf05ae357a8e,38187278934551,2026-02-05T14:15:07Z +19cace916c031f2f,2026-03-02T04:58:02+00:00,[顾问专属中文论坛] OSMOSIS 分数分配策略 by TIGER：big head 分配法,forum_notification,portfolio,https://mail.google.com/mail/#all/19cace916c031f2f,38210807994519,2026-02-06T09:28:25Z +19cace2527f2c289,2026-03-02T04:50:39+00:00,[顾问专属中文论坛] 【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,forum_notification,portfolio,https://mail.google.com/mail/#all/19cace2527f2c289,38381244689815,2026-02-13T14:20:59Z +19cacd99661b8ced,2026-03-02T04:41:06+00:00,[顾问专属中文论坛] 借助ai手搓出一个IND region的other355字段alpha，记录一下步骤经过,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19cacd99661b8ced,38628480955671,2026-02-25T11:19:05Z +19cacd42b3cf187f,2026-03-02T04:35:11+00:00,[顾问专属中文论坛] 【WQ数据监控 v0.2.0】wqmanager.qzz.io 版本更新 ---- 新增 Osmosis Rank 变化情况及周维度对比。,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19cacd42b3cf187f,38582852015895,2026-02-23T18:02:09Z +19cacca4cf0feaff,2026-03-02T04:24:24+00:00,[顾问专属中文论坛] 🤞🤞AIAC 比赛用模板,forum_notification,alpha-idea;ai-mining;platform,https://mail.google.com/mail/#all/19cacca4cf0feaff,38654934214423,2026-02-26T09:26:00Z +19cacc5054696441,2026-03-02T04:18:38+00:00,[顾问专属中文论坛] 一文详解DCC比赛,forum_notification,platform,https://mail.google.com/mail/#all/19cacc5054696441,38660272769047,2026-02-26T14:51:16Z +19cacbc602fdfda7,2026-03-02T04:09:12+00:00,[顾问专属中文论坛] EUR TOPCS1600的经验：解决Robust universe Sharpe / Sub-universe Sharpe / Weight concentration 问题,forum_notification,other,https://mail.google.com/mail/#all/19cacbc602fdfda7,38669179039255,2026-02-26T19:36:10Z +19cacb4c7ecbec0b,2026-03-02T04:00:54+00:00,[顾问专属中文论坛] [经验分享]❌从全错到全对✅，仅一个月实现combine -1.2→3.18 + vf0.92,forum_notification,portfolio,https://mail.google.com/mail/#all/19cacb4c7ecbec0b,38680670654999,2026-02-27T08:02:23Z +19cacad4efd8dc4a,2026-03-02T03:52:44+00:00,[顾问专属中文论坛] 成为expert，vf连续三个月上0.9！！！,forum_notification,portfolio,https://mail.google.com/mail/#all/19cacad4efd8dc4a,38720223996439,2026-03-01T08:50:29Z +19c9e5b81bf96fb4,2026-02-27T09:08:41+00:00,Opportunity Webinar - March 2026 Confirmation,webinar,other,https://mail.google.com/mail/#all/19c9e5b81bf96fb4,, +19c9a8e6a4c8082b,2026-02-26T15:25:50+00:00,[顾问专属中文论坛] 一个非科班选手的量化“打怪升级”路——季度奖突破万刀必读,forum_notification,other,https://mail.google.com/mail/#all/19c9a8e6a4c8082b,38628691756695,2026-02-25T11:36:50Z +19c9414034dc9fe7,2026-02-25T09:14:24+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19c9414034dc9fe7,37743736735895,2026-01-17T03:21:10Z +19c941090c6dbc50,2026-02-25T09:10:39+00:00,[顾问专属中文论坛] 【代码优化】优化datafield的模糊查询,forum_notification,engineering,https://mail.google.com/mail/#all/19c941090c6dbc50,37660271259159,2026-01-14T03:20:18Z +19c94070c654eaa8,2026-02-25T09:00:15+00:00,[顾问专属中文论坛] VF第一次更新从0.5-0.88的感想,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19c94070c654eaa8,38209592294167,2026-02-06T06:42:41Z +19c940023fddc4da,2026-02-25T08:52:42+00:00,[顾问专属中文论坛] 【WQ数据监控 v0.1.0】wqmanager.qzz.io 版本更新！ 快来看看本次 value factor 和 combined 更新情况吧！,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19c940023fddc4da,38353367804695,2026-02-12T13:39:47Z +19c93f8a716bf07e,2026-02-25T08:44:32+00:00,[顾问专属中文论坛] 【工具分享】简单便捷地给大模型添加skills,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c93f8a716bf07e,38373794487063,2026-02-13T02:44:02Z +19c93eb8222e435e,2026-02-25T08:30:10+00:00,[顾问专属中文论坛] 【经验分享】新人如何Combine 2.3， VF 0.9,forum_notification,portfolio,https://mail.google.com/mail/#all/19c93eb8222e435e,38376574647447,2026-02-13T08:20:39Z +19c93e337299d92f,2026-02-25T08:21:07+00:00,[顾问专属中文论坛] 适合邮箱自动推送的平台信息,forum_notification,other,https://mail.google.com/mail/#all/19c93e337299d92f,38472629440407,2026-02-18T13:47:15Z +19c93dcec425fb84,2026-02-25T08:14:15+00:00,[顾问专属中文论坛] 【工具】在opencode中使用Antigravity内模型额度详解（包含如何配置mcp）,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c93dcec425fb84,38492959452823,2026-02-19T05:08:09Z +19c93caded298d3b,2026-02-25T07:54:31+00:00,[顾问专属中文论坛] 【贺六浑】被忽视的宝藏算子：vec_min 与 vec_max 的特定搭配妙用,forum_notification,other,https://mail.google.com/mail/#all/19c93caded298d3b,38561233060631,2026-02-22T15:24:08Z +19c93c8be465ca1e,2026-02-25T07:52:12+00:00,[顾问专属中文论坛] 大模型羊毛——含泪分享 Gemini AI Pro 3个月免费试用！,forum_notification,ai-mining,https://mail.google.com/mail/#all/19c93c8be465ca1e,38556707981591,2026-02-22T03:17:57Z +19c9375e853ab2b6,2026-02-25T06:21:43+00:00,[顾问专属中文论坛] 【大角羊】一分钟掌握参加DCC比赛要点！,forum_notification,platform,https://mail.google.com/mail/#all/19c9375e853ab2b6,38595030532631,2026-02-24T01:07:50Z +19c9367379bed502,2026-02-25T06:05:40+00:00,[顾问专属中文论坛] BRAIN打工人解决报错之claude与node.js冲突,forum_notification,ai-mining,https://mail.google.com/mail/#all/19c9367379bed502,38605161502231,2026-02-24T14:56:25Z +19c936736e979684,2026-02-25T06:05:40+00:00,[顾问专属中文论坛] 请说你想当推荐王？推荐管理工具免费送上,forum_notification,engineering,https://mail.google.com/mail/#all/19c936736e979684,38624849608215,2026-02-25T04:42:01Z +19c934a458c09604,2026-02-25T05:34:03+00:00,[顾问专属中文论坛] 💰💰2025年度收入回顾,forum_notification,other,https://mail.google.com/mail/#all/19c934a458c09604,38623022786839,2026-02-25T01:46:52Z +19c90bacd119a05c,2026-02-24T17:38:06+00:00,[顾问专属中文论坛] 数据字段创建比赛首次培训,forum_notification,alpha-idea;platform,https://mail.google.com/mail/#all/19c90bacd119a05c,38609982663191,2026-02-24T17:23:24Z +19c5b720c611ef4d,2026-02-14T09:18:46+00:00,[顾问专属中文论坛] 【春节快乐｜2月15日 - 2月24日】假期邮箱回复与顾问流程审批延迟说明,forum_notification,other,https://mail.google.com/mail/#all/19c5b720c611ef4d,38401035096343, +19c557f20ecb4e4d,2026-02-13T05:35:20+00:00,[顾问专属中文论坛] 📢 AI Alpha 竞赛：提交前最终自查清单 (Final Self-Check List),forum_notification,ai-mining,https://mail.google.com/mail/#all/19c557f20ecb4e4d,38375309010327,2026-02-13T05:22:07Z +19c52a76cb29273d,2026-02-12T16:20:29+00:00,[顾问专属中文论坛] 终结烦人的MCP error -32000,forum_notification,ai-mining,https://mail.google.com/mail/#all/19c52a76cb29273d,38300250037015,2026-02-10T16:12:08Z +19c5290fb9f0e834,2026-02-12T15:55:58+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19c5290fb9f0e834,37743736735895,2026-01-17T03:21:10Z +19c528cf780399cc,2026-02-12T15:51:35+00:00,[顾问专属中文论坛] 【工具分享】解决win用户cli、打工人闪屏、无法回滚的问题,forum_notification,engineering,https://mail.google.com/mail/#all/19c528cf780399cc,38318447367703,2026-02-11T03:40:27Z +19c528cf6b7c5a92,2026-02-12T15:51:35+00:00,[顾问专属中文论坛] 【经验分享】如何从expert直升GM,forum_notification,other,https://mail.google.com/mail/#all/19c528cf6b7c5a92,38320422749463,2026-02-11T07:22:25Z +19c527fa6541f0f3,2026-02-12T15:37:03+00:00,[顾问专属中文论坛] 0.74VF也能1RA吃到14刀！,forum_notification,portfolio,https://mail.google.com/mail/#all/19c527fa6541f0f3,38348972485911,2026-02-12T07:15:22Z +19c527fa63dd6dac,2026-02-12T15:37:03+00:00,[顾问专属中文论坛] 终于走出雾霾区，体验了一把“一柱擎天”的喜悦！！！（vf: 0.5 -> 0.14 -> 0.13 -> 0.38 ->0.81->0.95）,forum_notification,portfolio,https://mail.google.com/mail/#all/19c527fa63dd6dac,38349347744407,2026-02-12T08:05:12Z +19c4c73b0258ea4b,2026-02-11T11:26:15+00:00,AIAC2.0 – Final Countdown!,official_or_related_mail,ai-mining,https://mail.google.com/mail/#all/19c4c73b0258ea4b,, +19c487a74ea95095,2026-02-10T16:55:10+00:00,[顾问专属中文论坛] alpha本地校验，self+ppac自相关校验及数据完整度校验,forum_notification,engineering;portfolio;platform,https://mail.google.com/mail/#all/19c487a74ea95095,36412029564567, +19c486e0af207bc2,2026-02-10T16:41:36+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19c486e0af207bc2,37743736735895,2026-01-17T03:21:10Z +19c4862921297537,2026-02-10T16:29:05+00:00,[顾问专属中文论坛] 检测AI生成的alpha表达式，是否出现凭空捏造的数据字段,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19c4862921297537,38265775305751,2026-02-09T11:56:06Z +19c48591a1cae82e,2026-02-10T16:18:43+00:00,[顾问专属中文论坛] agent时代对expression ast的一个大更新,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19c48591a1cae82e,38291391911575,2026-02-10T07:44:04Z +19c4376d23d0b38f,2026-02-09T17:33:06+00:00,"[顾问专属中文论坛] [新人分享] 13天提交，Combine 1.12, PPA Combine 1.35",forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19c4376d23d0b38f,38263289227799,2026-02-09T07:18:40Z +19c4370634752b93,2026-02-09T17:26:04+00:00,[顾问专属中文论坛] [AIAC2][操作符] 167 操作符全示例，赋能AI 生成、优化、验证表达式,forum_notification,ai-mining,https://mail.google.com/mail/#all/19c4370634752b93,38213050258839,2026-02-06T12:39:56Z +19c4364215d4a705,2026-02-09T17:12:40+00:00,[顾问专属中文论坛] AI小白10分钟学会Gemini Chrome 插件的配置和使用～～,forum_notification,ai-mining,https://mail.google.com/mail/#all/19c4364215d4a705,38254706003607,2026-02-08T16:32:02Z +19c3bbd1ec30d993,2026-02-08T05:32:55+00:00,[顾问专属中文论坛] [OS比赛分数统计]OS比赛分数统计,forum_notification,platform,https://mail.google.com/mail/#all/19c3bbd1ec30d993,38249576693911,2026-02-08T04:57:26Z +19c36aaf03ae0d05,2026-02-07T05:54:58+00:00,[顾问专属中文论坛] 【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,forum_notification,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19c36aaf03ae0d05,38235318555415,2026-02-07T05:44:22Z +19c36946f76e49b4,2026-02-07T05:30:22+00:00,[顾问专属中文论坛] 稳健性检验代码,forum_notification,engineering,https://mail.google.com/mail/#all/19c36946f76e49b4,38234815701911,2026-02-07T04:16:00Z +19c31f2aac623973,2026-02-06T07:55:12+00:00,[课程提醒]AI工具助你研究效率翻倍---Community Leader,official_or_related_mail,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19c31f2aac623973,, +19c2eb1092cf3a85,2026-02-05T16:44:40+00:00,[顾问专属中文论坛] [四季度六维数据] 聚焦目标数据，超越自我,forum_notification,other,https://mail.google.com/mail/#all/19c2eb1092cf3a85,37660909564311,2026-01-14T04:20:13Z +19c2eb108b59d667,2026-02-05T16:44:40+00:00,[顾问专属中文论坛] 【新人向-SA的本地计算SC】复制即用！跟上后一篇PC检测代码！,forum_notification,engineering,https://mail.google.com/mail/#all/19c2eb108b59d667,38081199177239,2026-02-01T07:44:01Z +19c2ea111b796dda,2026-02-05T16:27:13+00:00,[顾问专属中文论坛] 26年2月全球会议重点内容整理,forum_notification,other,https://mail.google.com/mail/#all/19c2ea111b796dda,38186960329367,2026-02-05T14:06:05Z +19c2ea11120fc78b,2026-02-05T16:27:13+00:00,[顾问专属中文论坛] OS更新后对于“这个因子到底能不能交”的一点思考 【传奇耐打王系列一】,forum_notification,platform,https://mail.google.com/mail/#all/19c2ea11120fc78b,38182883500055,2026-02-05T09:48:58Z +19c2e60a1329e5df,2026-02-05T15:16:50+00:00,[顾问专属中文论坛] AI打工人配置指南 - Windows\Mac\Linux,forum_notification,ai-mining,https://mail.google.com/mail/#all/19c2e60a1329e5df,38151220803095,2026-02-04T02:22:18Z +19c2e579503476a2,2026-02-05T15:06:57+00:00,[顾问专属中文论坛] 【差生文具多】WQ助手1.01版本(安卓版本),forum_notification,other,https://mail.google.com/mail/#all/19c2e579503476a2,38182819864471,2026-02-05T09:38:03Z +19c2daa0c45eb3ce,2026-02-05T11:57:23+00:00,Reminder: Opportunity Webinar - February 2026 starts in 1 hour,webinar,other,https://mail.google.com/mail/#all/19c2daa0c45eb3ce,, +19c2c38080a28157,2026-02-05T05:13:15+00:00,[顾问专属中文论坛] 新人期升段失败 ，vf0.5-0.93的个人小结,forum_notification,portfolio,https://mail.google.com/mail/#all/19c2c38080a28157,38121900955415,2026-02-03T05:48:25Z +19c295bb06271ee9,2026-02-04T15:53:20+00:00,[顾问专属中文论坛] 【MCP优化】一段代码获取指定数据集的高质量字段,forum_notification,alpha-idea;ai-mining;engineering,https://mail.google.com/mail/#all/19c295bb06271ee9,36854376431383, +19c2955e44365837,2026-02-04T15:47:00+00:00,[顾问专属中文论坛] 【Community Leader -因子筛选与组合⭐】变体挖掘后的快速自相关分析，挖掘可提交变体,forum_notification,portfolio,https://mail.google.com/mail/#all/19c2955e44365837,36964740704407, +19c294da002b8f7c,2026-02-04T15:37:59+00:00,[顾问专属中文论坛] PPA活动主题限制下，提交ra点塔的一点心得。,forum_notification,platform,https://mail.google.com/mail/#all/19c294da002b8f7c,38121310515223,2026-02-03T04:33:20Z +19c2942c1285bf29,2026-02-04T15:26:06+00:00,[顾问专属中文论坛] 【AI打工人Step4运行问题】针对Mac系统的代码调整,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c2942c1285bf29,38149908964759,2026-02-04T01:09:24Z +19c2940ae2bf91d1,2026-02-04T15:23:50+00:00,[顾问专属中文论坛] 这个因子到底能不能交？ 定级后关于因子提交的沉重反思 【传奇耐打王系列一】,forum_notification,other,https://mail.google.com/mail/#all/19c2940ae2bf91d1,37878120993559,2026-01-23T07:35:03Z +19c2934e3ffb7f02,2026-02-04T15:10:57+00:00,[顾问专属中文论坛] 萌新第一次定级怎么做到comb-1.48但是Velue Factor0.9的（踩坑教程）,forum_notification,portfolio,https://mail.google.com/mail/#all/19c2934e3ffb7f02,38121562587543,2026-02-03T05:01:45Z +19c293107bba7bc3,2026-02-04T15:06:44+00:00,[顾问专属中文论坛] 【ValueFactor提升经验】从0.26->0.53->0.56->0.9->0.95的经验之谈,forum_notification,portfolio,https://mail.google.com/mail/#all/19c293107bba7bc3,38154547987607,2026-02-04T08:15:31Z +19c28cbf453c5462,2026-02-04T13:16:20+00:00,Reminder: Opportunity Webinar - February 2026 starts in 1 day,webinar,other,https://mail.google.com/mail/#all/19c28cbf453c5462,, +19c27af45f003f0a,2026-02-04T08:05:23+00:00,[顾问专属中文论坛] 【重要课程通知】今晚（2月4日）8点AI工具安装及新顾问衔接,forum_notification,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19c27af45f003f0a,38154333595671, +19c2781d6bf2725b,2026-02-04T07:15:45+00:00,Webinar information has been updated - Opportunity Webinar - February 2026,webinar,other,https://mail.google.com/mail/#all/19c2781d6bf2725b,, +19c24666cd7f797e,2026-02-03T16:46:58+00:00,[顾问专属中文论坛] 【WQ数据监控】wqmanager.qzz.io 一览wq-leaderboard数据,forum_notification,other,https://mail.google.com/mail/#all/19c24666cd7f797e,38121748548759,2026-02-03T05:25:48Z +19c239372d80c5db,2026-02-03T12:56:31+00:00,[顾问专属中文论坛] 【2月主题积分活动】金蛇献瑞·BRAIN新春喜乐会 🏮,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19c239372d80c5db,38120016912407,2026-02-03T02:28:52Z +19c2132634054f15,2026-02-03T01:51:15+00:00,[本周学习资源汇总]新顾问衔接课与AI工具的使用和安装，AIAC 2.0 比赛详解,official_or_related_mail,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19c2132634054f15,, +19c1e20528e5d8c9,2026-02-02T11:32:40+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19c1e20528e5d8c9,37743736735895,2026-01-17T03:21:10Z +19c1e2022cb990a6,2026-02-02T11:32:28+00:00,[顾问专属中文论坛] 【OC2025】 使用自己的alpha组个SA看看？,forum_notification,other,https://mail.google.com/mail/#all/19c1e2022cb990a6,37121712278167, +19c1e1878ec820b7,2026-02-02T11:24:05+00:00,[顾问专属中文论坛] 【Community Leader -因子构造 💎 】AI工作流完成SA的双五指标的研究,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19c1e1878ec820b7,37162266619799, +19c1e0f4fe7fc6ea,2026-02-02T11:14:05+00:00,[顾问专属中文论坛] 关于ts_decay_linear的妙用,forum_notification,other,https://mail.google.com/mail/#all/19c1e0f4fe7fc6ea,38021301172759,2026-01-29T16:12:12Z +19c1e054dab42d05,2026-02-02T11:03:09+00:00,[顾问专属中文论坛] [找灵感] 我遇到的找灵感时账号登录问题,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19c1e054dab42d05,38037870580375,2026-01-30T02:11:13Z +19c1dff50bd388af,2026-02-02T10:56:37+00:00,[顾问专属中文论坛] iflow cli接入自定义大模型api,forum_notification,engineering,https://mail.google.com/mail/#all/19c1dff50bd388af,38095332944919,2026-02-02T09:02:27Z +19c1c6216e421541,2026-02-02T03:25:15+00:00,26年1月BRAIN账单已生成，（如符合）请登录Workday确认您的账单,official_or_related_mail,ai-mining,https://mail.google.com/mail/#all/19c1c6216e421541,, +19c0b13706eef716,2026-01-29T18:45:48+00:00,[顾问专属中文论坛] 【效率王】APP重磅升级功能：来点Alpha--重新定义AI时代123阶,forum_notification,ai-mining,https://mail.google.com/mail/#all/19c0b13706eef716,38025695370775,2026-01-29T18:31:48Z +19c0aa23fec2604f,2026-01-29T16:42:10+00:00,[顾问专属中文论坛] 在2核2G的linux云服务器中跑App_wqb代码以及一些服务器常见问题解决,forum_notification,engineering,https://mail.google.com/mail/#all/19c0aa23fec2604f,36852701284375, +19c0aa23fd3a1a08,2026-01-29T16:42:10+00:00,[顾问专属中文论坛] 数据集子分类分析与中性化策略匹配方法,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19c0aa23fd3a1a08,36224596669335, +19c0a909f5129346,2026-01-29T16:22:55+00:00,[顾问专属中文论坛] 【代码优化】ProdCorr记录插件，减少重复查询,forum_notification,engineering,https://mail.google.com/mail/#all/19c0a909f5129346,37638889294103,2026-01-13T13:32:57Z +19c0a909f4a9db77,2026-01-29T16:22:55+00:00,[顾问专属中文论坛] 【Osmosis 点数分配工具小升级】一键清零分数 + 优质alpha预筛选 + cluster选因子 + 总分校验,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19c0a909f4a9db77,37113596753687, +19c0a80419b3aafd,2026-01-29T16:05:03+00:00,[顾问专属中文论坛] AI打工人系列：玩转MAC系统中回测小问题,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c0a80419b3aafd,37922239190039,2026-01-25T16:35:34Z +19c0a8040062f77e,2026-01-29T16:05:03+00:00,[顾问专属中文论坛] 【一键切换API供应商】小白也能配置，AI打工人的辅助神器，适用Claude Code、Codex、Gemini CLI,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c0a8040062f77e,37828798034711,2026-01-21T14:15:58Z +19c0a719fb17a8ae,2026-01-29T15:49:04+00:00,[顾问专属中文论坛] 我用 Codex + GPT-5.2 + MCP 跑通了第一个 Alpha 优化，记录一下过程,forum_notification,ai-mining,https://mail.google.com/mail/#all/19c0a719fb17a8ae,38010074902295,2026-01-29T02:45:43Z +19c0a719e8320bd7,2026-01-29T15:49:04+00:00,[顾问专属中文论坛] [AIAC2] Alpha 生成系统：AI驱动的量化策略优化框架,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c0a719e8320bd7,37958822593175,2026-01-27T08:32:21Z +19c0a65a49e3e242,2026-01-29T15:35:58+00:00,[顾问专属中文论坛] Gemini CLI正确开启skills以及alpha迭代优化工作流,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c0a65a49e3e242,38013614427671,2026-01-29T09:43:31Z +19c091c689dd8851,2026-01-29T09:36:22+00:00,[顾问专属中文论坛] 【重要会议提醒】今晚即将开始：AI比赛与研究效率提升+社区新工具,forum_notification,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19c091c689dd8851,38013479812503, +19c086aab2c02eaa,2026-01-29T06:22:12+00:00,Update on Payment Processing,official_or_related_mail,other,https://mail.google.com/mail/#all/19c086aab2c02eaa,, +19c058d2fc97c465,2026-01-28T17:01:04+00:00,[顾问专属中文论坛] MAC系统MCP WEB APP的BRAIN Alpha Simulator的回测报错问题,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c058d2fc97c465,37743346117143,2026-01-17T02:45:53Z +19c058d2e12d98c9,2026-01-28T17:01:04+00:00,[顾问专属中文论坛] 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,forum_notification,engineering,https://mail.google.com/mail/#all/19c058d2e12d98c9,37744709099671,2026-01-17T05:17:18Z +19c057c2f7cb677c,2026-01-28T16:42:29+00:00,[顾问专属中文论坛] 【Community Leader - 因子构造】gemini_cli_sdk + 双agent，打造一个听话的挖掘工2,forum_notification,alpha-idea;ai-mining;engineering,https://mail.google.com/mail/#all/19c057c2f7cb677c,37856141500951,2026-01-22T13:24:07Z +19c057c2e3a9720b,2026-01-28T16:42:29+00:00,[顾问专属中文论坛] iflow提示API账户余额不足（Insufficient Balance）？不要急，切换个模型即可,forum_notification,engineering,https://mail.google.com/mail/#all/19c057c2e3a9720b,37852483070743,2026-01-22T07:57:28Z +19c056e2ada0279c,2026-01-28T16:27:11+00:00,[顾问专属中文论坛] GLB区域使用ppa点塔,forum_notification,platform,https://mail.google.com/mail/#all/19c056e2ada0279c,37877587810327,2026-01-23T06:23:31Z +19c056b42d55de20,2026-01-28T16:24:00+00:00,[顾问专属中文论坛] 羊毛薅不完 Google for developers 每月10刀优惠 可用于调用Gemini api 助力你的AIAC 2.0,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19c056b42d55de20,37983679645463,2026-01-28T03:33:42Z +19c048f3890a9be9,2026-01-28T12:23:40+00:00,[BRAIN顾问福利]免费获得最高45元KIMI API Token补贴,official_or_related_mail,ai-mining;engineering,https://mail.google.com/mail/#all/19c048f3890a9be9,, +19c03ff739b29133,2026-01-28T09:46:38+00:00,[顾问专属中文论坛] 【BRAIN 专属福利】KIMI 限时API额度羊毛活动来啦！,forum_notification,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19c03ff739b29133,37981514510359, +19c002079944e82b,2026-01-27T15:44:14+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19c002079944e82b,37743736735895,2026-01-17T03:21:10Z +19c002074c4699f9,2026-01-27T15:44:12+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19c002074c4699f9,37743736735895,2026-01-17T03:21:10Z +19c002071e072182,2026-01-27T15:44:11+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19c002071e072182,37743736735895,2026-01-17T03:21:10Z +19c001cd577ea6bc,2026-01-27T15:40:15+00:00,[顾问专属中文论坛] 【即插即用】分享一个alpha数据到本地库的脚本（断点续连）,forum_notification,engineering,https://mail.google.com/mail/#all/19c001cd577ea6bc,37361216682775, +19c0017efc101ae0,2026-01-27T15:34:54+00:00,[顾问专属中文论坛] 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；,forum_notification,portfolio,https://mail.google.com/mail/#all/19c0017efc101ae0,37388868198423,2026-01-02T04:37:56Z +19c000b57ab4ffa1,2026-01-27T15:21:08+00:00,[顾问专属中文论坛] 【ValueFactor】0.38->0.89->1->0.99->1的自我救赎,forum_notification,portfolio,https://mail.google.com/mail/#all/19c000b57ab4ffa1,37852378086039,2026-01-22T07:34:32Z +19bfffb2f2c9647b,2026-01-27T15:03:29+00:00,[顾问专属中文论坛] opencode+skills全自动优化alpha,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bfffb2f2c9647b,37857879534487,2026-01-22T14:35:22Z +19bfff8b00daaf77,2026-01-27T15:00:46+00:00,[顾问专属中文论坛] 手机远程连接claudecode，24小时随时指挥AI干活！,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bfff8b00daaf77,37953156945687,2026-01-26T23:49:56Z +19bfe3ebdf0c99cb,2026-01-27T06:58:01+00:00,Webinar 1: Introduction to AIAC2.0 Confirmation,webinar,ai-mining,https://mail.google.com/mail/#all/19bfe3ebdf0c99cb,, +19bfe0d7a315823f,2026-01-27T06:04:13+00:00,[本周学习资源汇总]顾问AI比赛培训与零基础上手BRAIN用户培训,official_or_related_mail,ai-mining;platform,https://mail.google.com/mail/#all/19bfe0d7a315823f,, +19bee209d6931b4a,2026-01-24T03:51:12+00:00,【明日新顾问学习资源提醒】AI增强Alpha挖掘（与上周六内容一致）,official_or_related_mail,ai-mining,https://mail.google.com/mail/#all/19bee209d6931b4a,, +19be197b196fb0a7,2026-01-21T17:26:13+00:00,[顾问专属中文论坛] 【Community Leader - 可视化alpha打分工具 】可视化分析你的alpha，并进行打分，助力Osmosis比赛！,forum_notification,engineering;portfolio;platform,https://mail.google.com/mail/#all/19be197b196fb0a7,37217049607831, +19be1148e9fc4c05,2026-01-21T15:02:26+00:00,[顾问专属中文论坛] 【PPAC/Super Alpha Submitter】基于coze 生成描述，提交因子,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19be1148e9fc4c05,36489114520471, +19be10e6e7055740,2026-01-21T14:56:18+00:00,[顾问专属中文论坛] [WARNING!!!WARNING!!!WARNING] OS已觉醒!!!｜样本外更新之后，我终于看清哪些因子只是“剧情战力” | 附分析代码,forum_notification,engineering;platform,https://mail.google.com/mail/#all/19be10e6e7055740,37824666278935,2026-01-21T09:48:53Z +19be0ed58e0cda46,2026-01-21T14:20:09+00:00,[顾问专属中文论坛] 【大角羊】一分钟掌握参加AIAC2.0比赛要点！,forum_notification,ai-mining;platform,https://mail.google.com/mail/#all/19be0ed58e0cda46,37824943159959,2026-01-21T10:21:06Z +19be0c7c4b191046,2026-01-21T13:39:06+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19be0c7c4b191046,37743736735895,2026-01-17T03:21:10Z +19be0c6f3cd02ad4,2026-01-21T13:38:12+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19be0c6f3cd02ad4,37743736735895,2026-01-17T03:21:10Z +19be021d6f740e18,2026-01-21T10:37:52+00:00,[顾问专属中文论坛] 从数据库中查询alpha并提交之流程(附代码),forum_notification,engineering,https://mail.google.com/mail/#all/19be021d6f740e18,36992826720535, +19be020ae8696584,2026-01-21T10:36:36+00:00,[顾问专属中文论坛] [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),forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19be020ae8696584,37427295710359,2026-01-04T09:45:08Z +19be014399e1426e,2026-01-21T10:22:59+00:00,[顾问专属中文论坛] 【Community Leader - 因子回测🔍】简洁优雅的给Simulator设定每日限额的方法,forum_notification,engineering,https://mail.google.com/mail/#all/19be014399e1426e,36798780424983, +19be0081dd13ba7e,2026-01-21T10:09:46+00:00,[顾问专属中文论坛] [Alpha优化] 提高Robust Universie Sharp，提高Sub Universe Sharp，降低Turnover的常见方式,forum_notification,other,https://mail.google.com/mail/#all/19be0081dd13ba7e,37759477785239,2026-01-18T09:47:10Z +19be00816847677c,2026-01-21T10:09:45+00:00,[顾问专属中文论坛] 提交aiac2 alpha 自己碰到的小问题（第一次提交 aiac）,forum_notification,ai-mining,https://mail.google.com/mail/#all/19be00816847677c,37823590320407,2026-01-21T07:05:39Z +19bdffc16e8e2606,2026-01-21T09:56:38+00:00,[顾问专属中文论坛] 【实用报表】多维度分析Alpha最新2023年OS趋势,forum_notification,other,https://mail.google.com/mail/#all/19bdffc16e8e2606,37780459876119,2026-01-19T17:00:50Z +19bdffc16ac237ce,2026-01-21T09:56:38+00:00,[顾问专属中文论坛] 英伟达免费白嫖 minimax-m2.1 和 glm4.7 模型,forum_notification,other,https://mail.google.com/mail/#all/19bdffc16ac237ce,37820360761367,2026-01-21T01:35:01Z +19bdcad8973887cf,2026-01-20T18:31:58+00:00,[顾问专属中文论坛] [cnhkmcp APP] 导出带settings的json批量回测--断点续传，智能重试,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19bdcad8973887cf,37386294914199,2026-01-01T23:54:25Z +19bdca932543e876,2026-01-20T18:27:14+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19bdca932543e876,37743736735895,2026-01-17T03:21:10Z +19bdca922d7c8d92,2026-01-20T18:27:10+00:00,[顾问专属中文论坛] 我是如何分配5000次回测,forum_notification,engineering,https://mail.google.com/mail/#all/19bdca922d7c8d92,37743736735895,2026-01-17T03:21:10Z +19bdca201024fc0e,2026-01-20T18:19:23+00:00,[顾问专属中文论坛] [工具分享]一键 Robust Sharpe优化辅助,forum_notification,engineering,https://mail.google.com/mail/#all/19bdca201024fc0e,37388646548119,2026-01-02T04:12:54Z +19bdc87229096584,2026-01-20T17:50:02+00:00,[顾问专属中文论坛] [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),forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19bdc87229096584,37427295710359,2026-01-04T09:45:08Z +19bdc7e41df270f2,2026-01-20T17:40:19+00:00,[顾问专属中文论坛] [SuperAlpha]SuperAlpha数据分析师，洞察alpha表现自动构建selection利器(附代码),forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19bdc7e41df270f2,37427255135127,2026-01-04T09:47:12Z +19bdc4d1fe996584,2026-01-20T16:46:39+00:00,[顾问专属中文论坛] [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),forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19bdc4d1fe996584,37427295710359,2026-01-04T09:45:08Z +19bdc4d1218270f2,2026-01-20T16:46:37+00:00,[顾问专属中文论坛] [SuperAlpha]SuperAlpha数据分析师，洞察alpha表现自动构建selection利器(附代码),forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19bdc4d1218270f2,37427255135127,2026-01-04T09:47:12Z +19bdc1b1f7637683,2026-01-20T15:52:02+00:00,[顾问专属中文论坛] [cnhkmcp APP] 导出带settings的json批量回测--断点续传，智能重试,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19bdc1b1f7637683,37386294914199,2026-01-01T23:54:25Z +19bdc1b1bd41c8ff,2026-01-20T15:52:01+00:00,[顾问专属中文论坛] [工具分享]一键 Robust Sharpe优化辅助,forum_notification,engineering,https://mail.google.com/mail/#all/19bdc1b1bd41c8ff,37388646548119,2026-01-02T04:12:54Z +19bdbe81c8c93d72,2026-01-20T14:56:19+00:00,[顾问专属中文论坛] 【”羊毛“合集】可供使用的AI免费资源,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bdbe81c8c93d72,37800870021015,2026-01-20T14:33:19Z +19bdaf8d4774ac81,2026-01-20T10:34:59+00:00,[顾问专属中文论坛] 【日常生活贴】我的量化日记第九季,forum_notification,other,https://mail.google.com/mail/#all/19bdaf8d4774ac81,37796479641111,2026-01-20T10:20:45Z +19bda4f0920e87f8,2026-01-20T07:29:31+00:00,[顾问专属中文论坛] AI助力拯救“准提交因子”,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bda4f0920e87f8,37058370557847, +19bda3ecd1e2092c,2026-01-20T07:11:47+00:00,[顾问专属中文论坛] 批量隐藏数据缺失因子工具,forum_notification,engineering,https://mail.google.com/mail/#all/19bda3ecd1e2092c,36937635325591, +19bda38250aa42b2,2026-01-20T07:04:31+00:00,[顾问专属中文论坛] 一文读懂如何进行Osmosis （12.8晚会议 总结与分析）,forum_notification,portfolio,https://mail.google.com/mail/#all/19bda38250aa42b2,37094561718551, +19bda2ef46bdb95d,2026-01-20T06:54:28+00:00,[顾问专属中文论坛] 新人第一次Combined Alpha Performance updated更新，意外达到Grandmaster,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19bda2ef46bdb95d,36852652191639, +19bda28bc3b95c00,2026-01-20T06:47:41+00:00,[顾问专属中文论坛] 【Community Leader - 因子构造】在MCP中加入表达式正确性校验,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19bda28bc3b95c00,37163380534039, +19bda204d8ad7eb2,2026-01-20T06:38:28+00:00,[顾问专属中文论坛] 【工具推荐】claude-code-proxy + AI打工人：使用免费的大模型白嫖打工人！,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19bda204d8ad7eb2,37776070276119,2026-01-19T14:14:28Z +19bd72085ba1f547,2026-01-19T16:39:51+00:00,[顾问专属中文论坛] 获取生产相关性代码改进,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19bd72085ba1f547,37377610926999,2026-01-01T07:46:19Z +19bd72084469fca3,2026-01-19T16:39:50+00:00,[顾问专属中文论坛] [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,forum_notification,engineering,https://mail.google.com/mail/#all/19bd72084469fca3,37433599938071,2026-01-04T21:05:56Z +19bd71e03b71b7e8,2026-01-19T16:37:06+00:00,[顾问专属中文论坛] Osmosis competition 打分V2-精细化筛选alpha池,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19bd71e03b71b7e8,37306268304791, +19bd70e97343b039,2026-01-19T16:20:15+00:00,[顾问专属中文论坛] 【代码分享】分享一套分析工具，集成中性化/最大团等功能,forum_notification,engineering,https://mail.google.com/mail/#all/19bd70e97343b039,37360946131863, +19bd6fcc67d4370a,2026-01-19T16:00:48+00:00,[顾问专属中文论坛] 【火眼金睛】vf与combine齐飞，我提交了怎样的alpha（Osmosis自适应版）,forum_notification,portfolio,https://mail.google.com/mail/#all/19bd6fcc67d4370a,37319749642775, +19bd6ecc9c71ff96,2026-01-19T15:43:20+00:00,[顾问专属中文论坛] [比赛专用]实现本地实时监控Osmosis分数变化,forum_notification,engineering;portfolio;platform,https://mail.google.com/mail/#all/19bd6ecc9c71ff96,37219250344343, +19bd6d8817dc5904,2026-01-19T15:21:11+00:00,[顾问专属中文论坛] 【平台新功能】字段新特征：datecoverage的介绍、应用与勘误。,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19bd6d8817dc5904,37581194344215,2026-01-10T12:39:47Z +19bd6d39ade7d3cb,2026-01-19T15:15:50+00:00,[顾问专属中文论坛] 【SKILLS everywhere】自动同步skills，从claude到gemini，codex，iflow,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bd6d39ade7d3cb,37745706080407,2026-01-17T08:00:15Z +19bd6bd61baadc2e,2026-01-19T14:51:33+00:00,[顾问专属中文论坛] [工具分享] 追踪每一次cnhkmcp的更新,forum_notification,ai-mining;engineering;platform,https://mail.google.com/mail/#all/19bd6bd61baadc2e,37760428555287,2026-01-18T12:23:49Z +19bd6ac77da24577,2026-01-19T14:33:05+00:00,[顾问专属中文论坛] Mac OS设置cnhkmcp环境,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bd6ac77da24577,37760676701463,2026-01-18T12:58:32Z +19bd6ac7619ec004,2026-01-19T14:33:05+00:00,[顾问专属中文论坛] 【AI桌面插件】作为智能助手寻找 Alpha 模版和灵感,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19bd6ac7619ec004,37762717623063,2026-01-18T16:52:39Z +19bd543ea501efe4,2026-01-19T07:59:16+00:00,Welcome to AI Alphas Competition 2.0,official_or_related_mail,ai-mining;platform,https://mail.google.com/mail/#all/19bd543ea501efe4,, +19bcc93b398cdf53,2026-01-17T15:29:50+00:00,[顾问专属中文论坛] gemini_cli_sdk + 双agent，打造一个听话的挖掘工（含代码框架和样例）,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19bcc93b398cdf53,37725846490903,2026-01-16T15:13:17Z +19bc986b8a9b2cef,2026-01-17T01:16:47+00:00,[Advisory] WorldQuant BRAIN 顾问课程：AI赋能量化 Confirmation,webinar,ai-mining;platform,https://mail.google.com/mail/#all/19bc986b8a9b2cef,, +19bc6bc6e0c7b3f4,2026-01-16T12:16:36+00:00,[顾问专属中文论坛] 一键单页面查看多个Alpha的PNL走势图,forum_notification,other,https://mail.google.com/mail/#all/19bc6bc6e0c7b3f4,36567699949207, +19bc6b7c8f692985,2026-01-16T12:11:31+00:00,[顾问专属中文论坛] 【重复回测&哈希】大家是如何做好避免重复回测的？哈希是否是一个好的方案,forum_notification,engineering,https://mail.google.com/mail/#all/19bc6b7c8f692985,36530366174615, +19bc6a9e9986dee3,2026-01-16T11:56:22+00:00,[顾问专属中文论坛] 【Alpha模板】模板群管理——动态优化淘汰低效模板,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19bc6a9e9986dee3,37285699644823, +19bc6a9e7b527f53,2026-01-16T11:56:22+00:00,[顾问专属中文论坛] 使用Mac系统跑App_wqb (BRAIN Expression Template Decoder) 第二弹，Mac本地跑,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19bc6a9e7b527f53,36667550362391, +19bc69fc4f0a0f61,2026-01-16T11:45:17+00:00,[顾问专属中文论坛] 【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！,forum_notification,portfolio,https://mail.google.com/mail/#all/19bc69fc4f0a0f61,37554208805911,2026-01-09T09:48:58Z +19bc699e77850b73,2026-01-16T11:38:53+00:00,[顾问专属中文论坛] 关于印度区因子挖掘遇到一些常见问题的一些小技巧,forum_notification,other,https://mail.google.com/mail/#all/19bc699e77850b73,37641142548119,2026-01-13T14:55:02Z +19bc68ca3274df17,2026-01-16T11:24:23+00:00,[顾问专属中文论坛] win10解决cmd窗口不显示图标和特殊符号的问题,forum_notification,other,https://mail.google.com/mail/#all/19bc68ca3274df17,37659557662615,2026-01-14T02:14:22Z +19bc68ca18c155b1,2026-01-16T11:24:23+00:00,[顾问专属中文论坛] 【代码优化，即插即用】一键批量获取数据字段（以可直接用于app的格式/已解决429问题）,forum_notification,alpha-idea;engineering,https://mail.google.com/mail/#all/19bc68ca18c155b1,37646343046807,2026-01-13T17:33:05Z +19bc607c23a00df1,2026-01-16T08:59:15+00:00,[顾问专属中文论坛] 谷歌Antigravity 如何使用Skills,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bc607c23a00df1,37701654477847,2026-01-15T16:37:47Z +19bc5fb292d62e1e,2026-01-16T08:45:29+00:00,[顾问专属中文论坛] 新手福音，全自动爬山算法，1个Alpha变N个！！！（开箱即用）,forum_notification,other,https://mail.google.com/mail/#all/19bc5fb292d62e1e,37523762919575,2026-01-08T06:31:36Z +19bc5f8a5c3a30af,2026-01-16T08:42:45+00:00,[顾问专属中文论坛] 2025年Q4 Genus升级失败小结,forum_notification,other,https://mail.google.com/mail/#all/19bc5f8a5c3a30af,37581803221143,2026-01-10T13:39:02Z +19bc5dcc6da23ce1,2026-01-16T08:12:18+00:00,[顾问专属中文论坛] 【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),forum_notification,ai-mining;engineering;portfolio,https://mail.google.com/mail/#all/19bc5dcc6da23ce1,37615320558999,2026-01-12T16:24:49Z +19bc5dcc66614e48,2026-01-16T08:12:18+00:00,[顾问专属中文论坛] AI打工人安装问题,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bc5dcc66614e48,37638726633623,2026-01-13T13:27:56Z +19bc287c65fc65e9,2026-01-15T16:40:36+00:00,[顾问专属中文论坛] 【Community Leader -因子构造 💎】使用AI对指定操作符和数据集构造表达式,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19bc287c65fc65e9,37165155489431, +19bc2846b8bc4ff8,2026-01-15T16:36:56+00:00,[顾问专属中文论坛] 【Community Leader -因子筛选与组合⭐】如何用代码给单个 Alpha 做一次全身体检,forum_notification,engineering,https://mail.google.com/mail/#all/19bc2846b8bc4ff8,36829151656727, +19bc2742d1da17ce,2026-01-15T16:19:11+00:00,[顾问专属中文论坛] Osmosis Contest工具优化 - 使用SuperAlpha测试你的Osmosis selected alphas,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19bc2742d1da17ce,37214966736919, +19bc26ec87cf4d38,2026-01-15T16:13:18+00:00,[顾问专属中文论坛] [MCP-守护] 让你的mcp无视token限制，实现免费的MAX模式,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bc26ec87cf4d38,37220062772375, +19bc265535525c8e,2026-01-15T16:01:53+00:00,[顾问专属中文论坛] 【体验Sub Agent】将Antigravity的额度反向代理给Claude Code,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bc265535525c8e,37267205177751, +19bc25d995ceac70,2026-01-15T15:54:32+00:00,[顾问专属中文论坛] 【贺六浑】 回测次数到达4700，自动强制终止回测 开箱即用脚本,forum_notification,engineering,https://mail.google.com/mail/#all/19bc25d995ceac70,37553419414807,2026-01-09T07:59:05Z +19bc0a32658dd6a8,2026-01-15T07:51:16+00:00,[顾问专属中文论坛] 【Community Leader -因子构造 💎 】点赞50有奖 教你如何不用自己写代码，用Claude Skill + Subagent复刻Kunqi老师的Gem工作流,forum_notification,alpha-idea;ai-mining;engineering,https://mail.google.com/mail/#all/19bc0a32658dd6a8,37256471094551, +19bc0956d26d0691,2026-01-15T07:36:16+00:00,"[顾问专属中文论坛] 【Community Leader ——GEM复现】如何用工作流让analyst4数据集产生14,898个GEM",forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19bc0956d26d0691,37289950228887, +19bc0956c49c463d,2026-01-15T07:36:16+00:00,[顾问专属中文论坛] 2025年踩坑经验总结 vf 0.5->0.13->0.38； Combined Alpha Performance 0.68->0.06->-0.58>0.36；,forum_notification,portfolio,https://mail.google.com/mail/#all/19bc0956c49c463d,37388868198423,2026-01-02T04:37:56Z +19bc088760008ee7,2026-01-15T07:22:07+00:00,[顾问专属中文论坛] 脚本记录Osmosis point每日变化,forum_notification,engineering;portfolio,https://mail.google.com/mail/#all/19bc088760008ee7,37576441185559,2026-01-10T01:35:14Z +19bc087e275a8401,2026-01-15T07:21:29+00:00,[顾问专属中文论坛] 【提示词优化】使用iflow_cli结合deepseek的提示词,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19bc087e275a8401,37633778449175,2026-01-13T06:39:07Z +19bc07908741fa9d,2026-01-15T07:05:15+00:00,[顾问专属中文论坛] 【alpha模板】行业中性化残差信号IND模板,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19bc07908741fa9d,37669317975959,2026-01-14T15:18:38Z +19bc06e6aed78bea,2026-01-15T06:53:40+00:00,[顾问专属中文论坛] 【差生文具多】为wq官网开发一个手机app查询常用信息-WQHelper,forum_notification,other,https://mail.google.com/mail/#all/19bc06e6aed78bea,37662393416727,2026-01-14T07:48:07Z +19bc06bd25f12a2b,2026-01-15T06:50:49+00:00,[顾问专属中文论坛] Gemini cli如何使用cnhkmcp中的Skills,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19bc06bd25f12a2b,37661413598231,2026-01-14T05:24:25Z +19bbbd74bbd5630d,2026-01-14T09:30:05+00:00,[Advisory]Community Leader分享 Confirmation,webinar,other,https://mail.google.com/mail/#all/19bbbd74bbd5630d,, +19bbbd5b597904a6,2026-01-14T09:28:22+00:00,[Advisory] WorldQuant BRAIN 顾问课程：AI赋能量化 Confirmation,webinar,ai-mining;platform,https://mail.google.com/mail/#all/19bbbd5b597904a6,, +19bb8753428f20d1,2026-01-13T17:44:07+00:00,[顾问专属中文论坛] # [工具分享] 🐰 WQ 守护星 v3.15 - 彻底告别 Session 过期，后台无感重登,forum_notification,engineering,https://mail.google.com/mail/#all/19bb8753428f20d1,37414888331031, +19bb866030f6a5f1,2026-01-13T17:27:31+00:00,[顾问专属中文论坛] [Gemini大王]同时调取多个Gemini Cli完成不同工作,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19bb866030f6a5f1,37503393839895,2026-01-07T15:32:28Z +19bb86602ee589bc,2026-01-13T17:27:31+00:00,[顾问专属中文论坛] 解决Gemini输出乱码问题,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bb86602ee589bc,37603695761047,2026-01-12T03:06:31Z +19bb8574e2eee57d,2026-01-13T17:11:27+00:00,[顾问专属中文论坛] 【SDK+MCP+AGENT三层架构】因子挖掘系统，实现mcp稳定运行不断,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bb8574e2eee57d,37606116158743,2026-01-12T08:22:40Z +19bb8574cf1c7c83,2026-01-13T17:11:27+00:00,[顾问专属中文论坛] 在Trae 中使用cnhkmcp中的Skills,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bb8574cf1c7c83,37609772940311,2026-01-12T13:21:05Z +19bb2734878dfca3,2026-01-12T13:44:17+00:00,【本周顾问培训】本周顾问培训资源（含周六全天培训报名，无录播回放）,official_or_related_mail,platform,https://mail.google.com/mail/#all/19bb2734878dfca3,, +19bb24c9890a5833,2026-01-12T13:02:02+00:00,[顾问专属中文论坛] Brain Labs填充缺失值使用未来数据吗？,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bb24c9890a5833,37389747140119,2026-01-02T06:57:14Z +19bb245fdf12fe52,2026-01-12T12:54:49+00:00,[顾问专属中文论坛] 我的量化之路: 我是如何用上AI做量化的,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bb245fdf12fe52,37467795410071,2026-01-06T06:16:33Z +19bb23fd9c477a77,2026-01-12T12:48:06+00:00,[顾问专属中文论坛] ASI MINVOL1M市场Robust Universe优化案例,forum_notification,other,https://mail.google.com/mail/#all/19bb23fd9c477a77,37473718017175,2026-01-06T14:23:59Z +19bb2354d57070c2,2026-01-12T12:36:35+00:00,[顾问专属中文论坛] 【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）,forum_notification,engineering,https://mail.google.com/mail/#all/19bb2354d57070c2,37494588760343,2026-01-07T04:56:49Z +19bb2307a4a60aa9,2026-01-12T12:31:19+00:00,[顾问专属中文论坛] QuantGo Kit：基于Grafana的WorldQuant量化可视化篇,forum_notification,other,https://mail.google.com/mail/#all/19bb2307a4a60aa9,37495033591447,2026-01-07T05:55:18Z +19bb22563e07f39f,2026-01-12T12:19:13+00:00,[顾问专属中文论坛] 【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,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19bb22563e07f39f,37525915867671,2026-01-08T11:02:08Z +19bb2208a957305f,2026-01-12T12:13:55+00:00,[顾问专属中文论坛] 在获取数据集的时候返回API rate limit exceeded,forum_notification,alpha-idea;engineering,https://mail.google.com/mail/#all/19bb2208a957305f,37531632149783,2026-01-08T15:26:38Z +19bb215af95156a1,2026-01-12T12:02:03+00:00,[顾问专属中文论坛] [Osmosis Competition 2025]从比赛结果中得到新版本的启示,forum_notification,portfolio;platform,https://mail.google.com/mail/#all/19bb215af95156a1,37553813919383,2026-01-09T08:52:42Z +19bb2117a0e9b93d,2026-01-12T11:57:28+00:00,[顾问专属中文论坛] [Agent skills] 枪在手跟我走，AI工作流大进化，Skills开箱即用！,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bb2117a0e9b93d,37555474457495,2026-01-09T11:50:00Z +19bb20675133fa52,2026-01-12T11:45:25+00:00,[顾问专属中文论坛] 论AI“过拟合”的那些套路与对策-----附：Gemini强制鞭策大法（理论听话）,forum_notification,ai-mining,https://mail.google.com/mail/#all/19bb20675133fa52,37595337103511,2026-01-11T13:37:32Z +19bb15dba3308b4d,2026-01-12T08:40:57+00:00,【INVITATION】邀请您加入我们的量化研究小组，一起探索更多的可能！,official_or_related_mail,other,https://mail.google.com/mail/#all/19bb15dba3308b4d,, +19ba802683572cf2,2026-01-10T13:04:48+00:00,[顾问专属中文论坛] 【平台新功能】字段新特征：datecoverage的介绍、应用与勘误。,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19ba802683572cf2,37581194344215,2026-01-10T12:39:47Z +19ba7687483ff9e6,2026-01-10T10:16:39+00:00,[顾问专属中文论坛] 用 Claude Skills 做因子自动挖掘：回测、记录与知识查询模块化,forum_notification,ai-mining;engineering,https://mail.google.com/mail/#all/19ba7687483ff9e6,37560258463767,2026-01-09T15:23:58Z +19ba7634b914caee,2026-01-10T10:11:00+00:00,[顾问专属中文论坛] VF0.98+Expert直升Grandmaster我是怎么做的,forum_notification,portfolio,https://mail.google.com/mail/#all/19ba7634b914caee,37555582592023,2026-01-09T11:58:13Z +19b9d77805b4afb4,2026-01-08T11:56:52+00:00,Reminder: Opportunity webinar - January 2026 starts in 1 hour,webinar,other,https://mail.google.com/mail/#all/19b9d77805b4afb4,, +19b9898d202bfa7c,2026-01-07T13:15:10+00:00,Reminder: Opportunity webinar - January 2026 starts in 1 day,webinar,other,https://mail.google.com/mail/#all/19b9898d202bfa7c,, +19b93f914c7a76be,2026-01-06T15:42:12+00:00,[顾问专属中文论坛] 使用MCP构建SA,forum_notification,ai-mining,https://mail.google.com/mail/#all/19b93f914c7a76be,36637206803479, +19b93f9147349661,2026-01-06T15:42:12+00:00,[顾问专属中文论坛] 因子复现日记：操作符复现（1）【传奇耐打王系列二】,forum_notification,other,https://mail.google.com/mail/#all/19b93f9147349661,36596968893591, +19b93e98adea8686,2026-01-06T15:25:14+00:00,[顾问专属中文论坛] 【关于SA的思考】存在数据缺失的alpha可以用在SA中吗？,forum_notification,other,https://mail.google.com/mail/#all/19b93e98adea8686,36032427843607, +19b93e98a23f2fdf,2026-01-06T15:25:14+00:00,[顾问专属中文论坛] 【大角羊】使用tags管理已提交ra的pyramid-开箱即用版,forum_notification,other,https://mail.google.com/mail/#all/19b93e98a23f2fdf,36514602805399, +19b927b18a4e4c14,2026-01-06T08:44:59+00:00,[顾问专属中文论坛] 【代码优化】给缘分一道桥限制回测并发数,forum_notification,engineering,https://mail.google.com/mail/#all/19b927b18a4e4c14,36947417130007, +19b927b186044179,2026-01-06T08:44:59+00:00,[顾问专属中文论坛] 【Alpha 模板】基于情感数据的IND模板,forum_notification,alpha-idea,https://mail.google.com/mail/#all/19b927b186044179,36876447664023, +19b926d639333a64,2026-01-06T08:30:00+00:00,[顾问专属中文论坛] MCP与模板两手抓——IND困难户探索出的2种出货方法,forum_notification,alpha-idea;ai-mining,https://mail.google.com/mail/#all/19b926d639333a64,36772513152663, +19b926d632a28657,2026-01-06T08:30:00+00:00,[顾问专属中文论坛] 解决IND robs差一点点的小技巧,forum_notification,other,https://mail.google.com/mail/#all/19b926d632a28657,36852878862103, +19b925ff0d0c15e0,2026-01-06T08:15:19+00:00,[顾问专属中文论坛] IND RA 如何开始开始？,forum_notification,other,https://mail.google.com/mail/#all/19b925ff0d0c15e0,36514789214615, +19b925ff035cd438,2026-01-06T08:15:19+00:00,[顾问专属中文论坛] 【 代码优化】如何解决限流429报错的问题,forum_notification,engineering,https://mail.google.com/mail/#all/19b925ff035cd438,37466253361943,2026-01-06T03:16:54Z +19b7722ca7e819f2,2026-01-01T01:18:47+00:00,[顾问专属中文论坛] 【BRAIN国区祝大家新年快乐 | 留言区晒25年个人回顾感悟，100周边积分等你拿！】,forum_notification,ai-mining,https://mail.google.com/mail/#all/19b7722ca7e819f2,37374718949143, diff --git a/docs/worldquant-knowledge-base/07-professional-knowledge/data-and-signal-semantics.md b/docs/worldquant-knowledge-base/07-professional-knowledge/data-and-signal-semantics.md new file mode 100644 index 0000000..61b90fa --- /dev/null +++ b/docs/worldquant-knowledge-base/07-professional-knowledge/data-and-signal-semantics.md @@ -0,0 +1,47 @@ +# 专业知识：先理解数据，再构造信号 + +范围仅为 2026-01-01 起发布的论坛帖子。下文把社区经验转成可检验的问题；算子细节、数据类型和可用权限仍以运行时平台文档为准。 + +## 1. 覆盖率至少有三个维度 + +时间覆盖、每天的股票覆盖和数据新鲜度需要分别检查。`dateCoverage` 不能告诉你缺失在开头、末端还是中间，也不能证明早期股票数量足够。VECTOR 的“当天存在列表”还可能与“列表中存在有效观测”不同。作者提出的 0.6 等阈值仅是筛选经验，不能写成平台标准。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)（2026-01-10）。 + +建议体检输出：每日有效股票数、最长连续缺失、最后有效日期、有效值更新次数、常数比例、各地区覆盖、早中晚三个时期的分布。PnL 走平时先排查字段停更、标准差归零和无持仓，再判断信号衰减。 + +## 2. NaN 不是统一的经济事件 + +短暂采集中断、尚未披露、没有发生事件、不适用、停更，都可能表现为 NaN。短窗回填可能修复断点，也可能把旧事件无限延长；季度数据的前值在下一次披露前是否仍有意义，要由字段定义决定，不能一律判定“该填”或“不该填”。`group_backfill` 会引入同行信息，已改变信号来源。来源：[【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)（2026-07-20）、[冷门数据集分享【earnings】](https://support.worldquantbrain.com/hc/en-us/community/posts/42187906212247)（2026-07-24）。 + +比较原始值、有限回填、事件年龄过滤和同行填充时，必须同时记录覆盖变化。不能将填充后收益改善全部归因于原字段。零值也不能统一替换为缺失。 + +## 3. 跨地区迁移需要重新对齐 + +同字段在 USA、IND、GLB 的覆盖、流动性和可交易股票结构可能差异很大；拼接后可能主要暴露于规模或流动性。GROUP 的数字编码也不能跨地区照搬，应重新查对应关系并对齐日期和 instrument。来源：[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)（2026-07-15）、[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)（2026-07-23）。 + +因此可迁移的是机制假设和诊断流程；字段、窗口、中性化、交易成本及组规模都要重验。`shortinterest7` 在分享帖中被指出实际归到 model 类，名字并不是充分分类依据。来源：[【GLB】冷门数据集分享](https://support.worldquantbrain.com/hc/en-us/community/posts/42062231758103)（2026-07-19）。 + +## 4. 比率、差值与派生字段的量纲 + +比率可消除部分规模影响，但必须先确认分子分母代表什么。利润是期间流量，资产是时点存量；每股量、总额、预测 surprise 和 consensus 也不能仅因名称相近就直接运算。来源：[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)（2026-05-27）、[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)（2026-03-10）。 + +对后者主帖的直接检查发现：列表包含同一字段减自身，非缺失位置结果恒为零；另有总额除每股量、预测 surprise 减 consensus 等需要口径核验的组合。故该表只能作为候选草稿，不能整体认定为“具有经济意义的字段库”。负债/资产等比率也未消除全部规模风险。 + +每个派生字段至少记录：单位、财务期间、发布日期、预测期限、分母近零比例、负值处理和方向假设。`log(A)-log(B)` 要求正值；`A/(A+B)` 要检查分母和互补关系。 + +## 5. 时序与截面操作不能随意交换 + +`ts_scale` 与 z-score 不同；组内排序也不等于线性回归残差。先行业处理再时间归一化，与先时间归一化再行业处理，通常不是同一个信号。来源：[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)（2026-06-02）。 + +[【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)（2026-01-14） 标题称残差，但 `ts_zscore(A)-ts_zscore(group_neutralize(A,sector))` 是两次不同标准化后的差，不能直接解释为剥离行业后的残差。该差可能包含共同成分；应分别回测两项与差值，辨认收益来源。 + +[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)（2026-04-05） 区分横截面投影/残差与单只股票时间窗口内的投影/残差。残差消除的是选定解释变量的线性部分，不等于消除了所有风险或建立了因果关系。 + +## 6. 频率与衰减 + +短长均值差可以研究不同时间尺度；`x-ts_mean(x,5)` 可作去除缓慢成分的近似，但不等于严格 FFT 分解。来源：[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)（2026-06-14）。新闻、财报、分析师信号的持续时间应分别估计，不能把社区给出的几天或几十天写成固定生命周期。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)（2026-08-24）。 + +## 7. 字段数量、算子数量与独立信息 + +增加同类字段可能只是叠加相关噪声和缺失。帖子记录了同域克隆失败、跨类别组合更好的样本，但没有证明多类别组合必然有效。来源：[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)（2026-07-13）。 + +保持主字段、方向与覆盖语义后，才讨论删除冗余算子；降低 OpCount 不能靠偷偷改变信号。来源：[【Quant101】OpCount 拯救计划：因子化简](https://support.worldquantbrain.com/hc/en-us/community/posts/41105918774807)（2026-06-10）。详见 [优化流程](../08-alpha-optimization/diagnostic-workflow.md)。 diff --git a/docs/worldquant-knowledge-base/08-alpha-optimization/diagnostic-workflow.md b/docs/worldquant-knowledge-base/08-alpha-optimization/diagnostic-workflow.md new file mode 100644 index 0000000..dce2603 --- /dev/null +++ b/docs/worldquant-knowledge-base/08-alpha-optimization/diagnostic-workflow.md @@ -0,0 +1,66 @@ +# Alpha 优化：按失败原因做实验 + +仅依据 2026 新帖整理。先保存原表达式、完整 settings、PnL、所有检查原值，再一次改变一个结构问题。优化目标应包括收益、成本、稳健性和组合增量，不能只追求过线。总框架来源：[普通 Alpha 到顶级 Alpha 的优化执行手册](https://support.worldquantbrain.com/hc/en-us/community/posts/42549574041367)（2026-08-07）。 + +## 诊断顺序 + +| 观察 | 先检查 | 可比较的处理 | 停止信号 | +| --- | --- | --- | --- | +| PnL 平坦或突然断崖 | 字段停更、覆盖、缺失和常数 | 有限回填、更新频率检查 | 新近没有有效数据 | +| Weight concentration | 有效股票数、稀疏组、极值 | 数据修复、尾部处理、适当平滑 | 指标改善只因缩小了样本 | +| 换手高、margin 低 | 信号时效和收益来源 | decay、hump、事件触发 | 换手降但收益与稳健性同步崩溃 | +| Robust/Sub-universe 失败 | 规模、流动性、地区分层 | 针对机制的分组和中性化对照 | 只有精确分界或参数能过线 | +| Ladder/近年弱 | 分段 PnL、极端年份和单股 | 尾部压缩、机制更新 | 依赖旧年份利润或单一事件 | +| SC/PC 高 | 同族结构、字段和已有池 | 先结构/数据换源，再少量变体 | 多轮微调仍处同一高相关簇 | + +这是建议顺序，不是固定平台公式。 + +## 1. 降换手：评估信息损失 + +2026 对比帖列出 `ts_mean`、hump、目标换手类算子和 `trade_when`，未证明有统一最优者。另一个案例将 decay 从 5 加到 20，作者报告换手 0.55→0.30、Sharpe 1.3→0.9，展示平滑的代价。来源：[降低【turnover】的几种方法对比分析](https://support.worldquantbrain.com/hc/en-us/community/posts/41849925214231)（2026-07-10）、[【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)（2026-07-19）。 + +比较短、中两个平滑窗口和原始基线，同时看近期 PnL、收益、margin、覆盖、信号相关、持仓时间和平台高换手检查。目标换手参数不保证实现值，不能未经单位核验把 0.15 称为年化换手。 + +Python 案例中“先平滑再 rank”帮助降换手，但评论指出 turnover、returns ratio 和 PnL realization horizon 不同步。来源：[【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)（2026-06-28）。降换手不意味着通过所有高换手测试。 + +## 2. trade_when：先看条件覆盖与持仓延续 + +低覆盖 insiders 案例中，门控和常数回退造成 Full 通过、Sub 失败。帖子给出的 20%、5–10% 是经验警戒值。来源：[【Python Alpha】trade_when 参数调优](https://support.worldquantbrain.com/hc/en-us/community/posts/41447270247703)（2026-06-24）。 + +必须核查具体条件、保持旧仓与退出的区别；常数值经后续标准化和中性化后不必然等于空仓。比较门控单独、主信号单独、两者组合，并报告有效持仓数、触发频次和最长持有时间。不要把条件写反，也不要以减少样本掩盖无效股票。 + +## 3. 集中度与缺失 + +MEA 案例报告衰减后换手与 Fitness 大幅改善，但覆盖和指数衰减的作用没有被分别隔离。来源：[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)（2026-06-04）。EUR 案例强调时间覆盖与横截面股票覆盖不同。来源：[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)（2026-02-26）。 + +建议先画有效样本数和最大权重，再决定是否填充、平滑或舍弃数据。若靠同行填充通过，需要把同行成分作为独立对照。 + +## 4. Robust 与子地区表现 + +GLB 子区优化讨论涉及窗口、STATISTICAL 和 winsorize；帖子中的阈值只反映当时对象，应保留完整 region、universe、delay、alpha 类型核验。来源：[【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)（2026-06-28）。 + +ASI/IND 帖尝试按规模过滤或分层拼接。来源：[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)（2026-04-22）、[【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)（2026-01-08）。ASI 另一例通过改变 Main/Robust 相对表现过线，评论质疑样本缩小与过拟合。来源：[ASI MINVOL1M市场Robust Universe优化案例](https://support.worldquantbrain.com/hc/en-us/community/posts/37473718017175)（2026-01-06）。这些是诊断线索，不能把降低主 Sharpe 作为研究目标。 + +先展示国家、规模、流动性和多空腿的表现，再提出结构修改；保留原 Universe 对照，并检查邻近分界。如果差距很大且无机制解释，放弃通常比不断加算子更合理。 + +## 5. Ladder 与尾部 + +`rank_by_side` 实例报告 Ladder 从 0.28→2.44，同时 margin 下降；只能说明该例可能受极值影响。来源：[使用rank_by_side改善2year_sharpe/ladder_sharpe](https://support.worldquantbrain.com/hc/en-us/community/posts/42187744015767)（2026-07-24）。 + +比较最大单股贡献、各年收益和多空两侧分布。若只把极端样本压掉才改善，需验证尾部是否真实错误；不能默认极端新闻一定是噪声。 + +## 6. 参数稳健性与跨地区 + +社区提出 decay±5、参数±20%和多个中性化对照，具体范围均是建议。来源：[Alpha稳健性检验代码](https://support.worldquantbrain.com/hc/en-us/community/posts/38234815701911)（2026-02-07）、[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)（2026-04-19）。测试应寻找宽阔稳定区间，同时保留时间切分；参数稳定不能代替样本外稳定。 + +跨地区原样复制可能因覆盖、频率和中性化失效。来源：[【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)（2026-07-27）、[【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)（2026-07-10）。至少区别“字段不适配”与“经济机制不适配”，不要把多个地区试到一个成功当成迁移证明。 + +## 7. 相关性：先改变信息，再讨论技巧 + +CHN risk72 案例持续替换算子和 blend，PC 仍高；更换数据源后才有突破。来源：[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)（2026-06-16）。先计算同族候选与基线的相关性，可以节省昂贵 PC 查询，但低 SC 不保证低 PC。来源：[PC限流的破解小窍门：基于SC的PC优化方法](https://support.worldquantbrain.com/hc/en-us/community/posts/38120459173143)（2026-02-03）。 + +记录提交前候选的 pairwise 矩阵和质量；提交一条会改变后续检查背景。来源：[【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)（2026-07-12）。低相关是组合约束，不能补偿无收益或低 margin；更多见 [组合优化](portfolio-and-correlation.md)。 + +## 一次优化的最小交付 + +基线与变体的唯一差异、机制解释、全部检查变化、分期表现、覆盖/成本变化、候选池相关、下一步与停止理由。任何 PENDING、WARNING、缺失检查都单列；不把“未发现失败”写成 PASS。 diff --git a/docs/worldquant-knowledge-base/08-alpha-optimization/portfolio-and-correlation.md b/docs/worldquant-knowledge-base/08-alpha-optimization/portfolio-and-correlation.md new file mode 100644 index 0000000..6daf511 --- /dev/null +++ b/docs/worldquant-knowledge-base/08-alpha-optimization/portfolio-and-correlation.md @@ -0,0 +1,35 @@ +# 组合优化：质量、相关性与实际组件 + +本页只引用今年新帖。论坛建议中的人数、阈值和收益是作者经验；当前平台资格与口径见 [组合与 Osmosis](../04-platform/portfolio-osmosis.md)。 + +## 单 Alpha 与组合增量 + +两个单 Alpha 表现良好，若 PnL 高相关，新增边际贡献可能很小。先看质量，再看相关和集中度，最后分配权重。来源：[【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)（2026-05-09）。高换手、低 margin 的 IND 子 Alpha 曾被放入多个 SA，作者报告组合受损。来源：[【Combined Alpha Performance】踩坑分享，纯新手comb -2+](https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927)（2026-05-17）。 + +建议对照现有池与新增后的池：使用相同风险尺度、费用和时段，检查分地区贡献、回撤和滚动表现。不能只凭表达式不同判断独立。 + +## Selection 与 Combo + +社区案例提出 50–100 个较好组件、从简单 combo 再测试多窗口，但没有独立验证其普适性。来源：[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)（2026-06-09）。数量与窗口属于超参数，需要保留同池简单基线，避免 Selection 和 Combo 同时大规模搜索。 + +去重应同时记录请求和实际命中的 `alpha_ids`；相同 selection 在不同时间可能选择不同池，不同 selection 也可能命中同池。来源：[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)（2026-06-03）。详见 [实验台账](../03-engineering/experiment-ledger.md)。 + +## 本地相关性只能在已知样本上校准 + +今年 Self 复现帖用 `daily-pnl` 的特定起始日计算 Pearson，在六对样本上报告非常小的误差。该日期是作者实验结论，不能固化为平台永恒窗口。来源：[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)（2026-08-14）。 + +另一帖补齐漏掉的 25 个 Alpha 后，PPC 由 0.4486 升到 0.4885，说明缓存完整性会改变结论。来源：[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)（2026-08-29）。Self、Prod、Power Pool 的对象池和检查语义应分开；只有个人 PnL 不能重建未取得的生产库。 + +## 候选筛选与提交顺序 + +把候选视作相关图，节点质量作为权重，比每簇机械留一个更合理。来源：[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)（2026-04-19）、[【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)（2026-04-10）。它仍是候选选择模型，估计误差和未来相关变化不会因此消失。 + +不要未经目标核验就把负相关和正相关一起取绝对值作为冲突；也不能只求低相关候选数量。需要检查质量、成本、同源暴露以及增加候选后的边际改善。提交前重验最新平台检查，历史矩阵只供预筛。 + +## Combined、Osmosis 和 Base 不混用 + +今年案例描述 Combined 指标改善，不能据个人经历推断确定的收入公式；Combined Selected、Power Pool/OS Combine、Osmosis 排名是不同层级。来源：[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)（2026-06-23）、[【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)（2026-08-26）。 + +Osmosis 社区帖称有多个 Region×Delay、每赛道 Alpha 数量与点数要求；具体资格和锁定时区未由本轮完整核实，不将该帖直接升级为当前官方规则。来源：[🌟 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)（2026-08-26）。 + +关于低 PC 与高 Fitness 的取舍，社区有单变量实验支持按质量预算思考，不能只追最低 PC。来源：[关于降Prod Correlation的实践（一）](https://support.worldquantbrain.com/hc/en-us/community/posts/39118594803095)（2026-03-18）。具体权重和阈值需要依据你的池验证，本任务未修改组合、提交 Alpha 或分配点数。 diff --git a/docs/worldquant-knowledge-base/09-experience-lessons/competition-evidence.md b/docs/worldquant-knowledge-base/09-experience-lessons/competition-evidence.md new file mode 100644 index 0000000..08d7623 --- /dev/null +++ b/docs/worldquant-knowledge-base/09-experience-lessons/competition-evidence.md @@ -0,0 +1,11 @@ +# 竞赛复盘：不要用短期排名替代研究证据 + +[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)（2026-07-16） 与 [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)（2026-07-09） 是同题、主体重复的分享，应作为同一案例，不能算两次独立复现。 + +作者报告通过较高质量、较低相关、重视 margin 的一组 Alpha 获得较好名次；对两个 Power Pool 主题的榜单分析显示，IS 排名与 OS Score 的关系随主题不同。它支持“不要将单一 IS 榜单当成未来名次保证”，并不证明某个固定 margin 门槛或 Alpha 数量必然最优。 + +分析只取最终前 50/100 名等子样本，存在按结果筛选和区间压缩；短比赛窗口、同一作者池、不同主题成本与样本量，也使结果难以外推。判断研究能力需要更长、预先规定的窗口与相同口径对照。 + +今年的季度收入、等级和 VF 复盘可以提示关注质量与多样性，但多个指标共同变化，不能据个体经历倒推出官方收入公式。来源：[16815刀季度奖经验分享-小虎](https://support.worldquantbrain.com/hc/en-us/community/posts/38980270292631)（2026-03-12）、[一个非科班选手的量化“打怪升级”路——季度奖突破万刀必读](https://support.worldquantbrain.com/hc/en-us/community/posts/38628691756695)（2026-02-25）。 + +九月 Alpha Idea 活动强调解释机制、数据处理与实现过程，符合把研究记录变得可复核的方向。来源：[【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)（2026-09-01）。本次只读取活动资料，没有参与发帖或提交。 diff --git a/docs/worldquant-knowledge-base/09-experience-lessons/failure-casebook.md b/docs/worldquant-knowledge-base/09-experience-lessons/failure-casebook.md new file mode 100644 index 0000000..7bc3b18 --- /dev/null +++ b/docs/worldquant-knowledge-base/09-experience-lessons/failure-casebook.md @@ -0,0 +1,34 @@ +# 2026 经验教训：成功截图之外应保留什么 + +以下均为今年新帖中的作者复盘或评论经验，未复现其收益、收入或因果关系。数值用于辨认案例，不是你的目标参数。 + +| 失败模式 | 今年案例与观察 | 转成研究约束 | +| --- | --- | --- | +| 只看能否提交 | 120+ Alpha、少数塔、Combine 为负；作者此前忽略 margin 和分散度。[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)（2026-01-06） | 提交检查通过后，仍需成本、近年质量与组合增量评估 | +| 以数量代替质量 | 早期“能交便交”，随后改为 single dataset、近年表现和多样性。[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)（2026-01-02） | 按类型评价，不能固定一个 Sharpe 阈值包办所有候选 | +| 追高 Base 或点塔 | 作者报告 VF 0.99→0.70，并将其与大量提交弱历史信号联系。[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)（2026-06-06） | Base、塔数与样本外质量分开记录；不承诺收入因果 | +| 只看 Combine | 单一表现指标尚好，但复杂度和字段同质化成为问题。[【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)（2026-06-04） | 保存字段来源和结构族，检查新增信息 | +| 强行满额与停交两难 | 作者将数量骤降和低质点塔均与 VF 下降联系。[【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)（2026-03-29） | 不据单帖制定硬性提交数量；先看质量和规则窗口 | +| 反复修单个检查 | decay/truncation/neut 修好一项又损害另一项，同族候选被相关性堵住。[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)（2026-04-20） | 设实验预算；多轮交换而无整体改善时重构或停止 | +| 跨地区复制 | 相同 subindustry 中性化在不同地区方向不同。[【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)（2026-07-27） | 迁移诊断方法，重新核查字段与参数 | +| SLOW 万能论 | ASI 中改善子区，但评论提醒小区域、稀疏组与近期衰减。[【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)（2026-07-27） | 按地区和组规模比较，不预设最优中性化 | +| 同字段换算子不降 PC | CHN risk72 的多个变体仍然拥挤，更换数据源才改变结果。[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)（2026-06-16） | 把结构性拥挤与参数问题分开 | +| 不看字段可替代性 | 同类字段替换后表现明显下降，逐年关系突变。[【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)（2026-07-17） | 记录哪些证据支持机制，哪些只支持特定数据源；替换失败并非自动证明无效 | +| 组合池被低 margin 污染 | 高换手低 margin 子 Alpha 进入多个 SA。[【Combined Alpha Performance】踩坑分享，纯新手comb -2+](https://support.worldquantbrain.com/hc/en-us/community/posts/40533711115927)（2026-05-17） | 池级质量过滤先于复杂 Combo | +| 忽略地区风险 | 作者归因 IND PPA 导致 OS Combine 下降，并通过重选池改善。[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)（2026-06-25） | 分地区贡献、共同回撤与集中暴露一起看 | +| Python 机械翻译 | FastExpr 向 Python 转写，NaN、VECTOR、group、lookback 带来失败。[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)（2026-06-07） | 先做语义体检、最小测试和基线对齐 | +| 过检查不等于新信息 | 作者 Python 版硬指标通过，却判断新增 edge 接近零。[【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)（2026-06-06） | 必须有 Fast 基线与结构消融 | +| 稀疏门控 | AND gate 使有效信号变少，改组合后才改善。[[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)（2026-07-02） | 同时报告触发频率、有效股票与信息损失；线性组合也需验证 | +| AI 放大噪声 | 无约束生成缺少重试、存档与评价闭环。[【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)（2026-04-22） | 每轮有问题、预算、对照、结构化结果和停止理由 | +| 换填充后突然大涨 | ts_backfill 改 group_backfill 后改善，作者承认提交匆忙。[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)（2026-08-27） | 隔离覆盖提升与同行信息来源，不跳过复核 | +| 平台更新改变指标 | Combine 在平台更新后大幅变化。[[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)（2026-03-23） | 保存规则/数据版本，先排查口径变化再归因研究进步 | + +## 把冲突保留下来 + +“多交维持数量”与“少而精”、“SLOW 更好”与“小区域可能失效”、“压换手有效”与“压掉信号”，都来自不同对象和样本。不要投票决定哪条经验正确，先写清地区、Universe、类型、字段频率、评价窗口、费用和已有池。 + +## 一个失败条目应包含 + +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。 diff --git a/docs/worldquant-knowledge-base/README.md b/docs/worldquant-knowledge-base/README.md new file mode 100644 index 0000000..883c476 --- /dev/null +++ b/docs/worldquant-knowledge-base/README.md @@ -0,0 +1,38 @@ +# WorldQuant 研究重启知识库 + +整理时间：2026-09-07，Asia/Shanghai。论坛严格按 **2026-01-01 起的发帖时间**筛选；旧帖即使今年更新、被邮件或合集引用，也不纳入论坛研究来源。面向个人研究，不包含已运行或保证有效的 Alpha。 + +**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。 + +## 现在必须知道的四件事 + +1. **MEA 已暂停新提交**，旧已提交 Alpha 继续 Active。新恢复的预算先不要投向 MEA 提交目标。依据：[BRAIN 本周资源更新：课程、答疑、活动及平台更新](https://mail.google.com/mail/#all/1a0602d8dca17e14)（邮件 2026-09-02）。 +2. **GLB Liquid Power Pool 延续至 9 月 30 日**，邮件条件为 GLB + TOPDIV3000；原 High Turnover Returns Ratio Test 不再强制。仍须检查该主题的其余平台要求。依据：[【PPA Theme更新】当前GLB PPA theme已简化，并延长到9月30日！](https://mail.google.com/mail/#all/1a019037dcb1be85)（邮件 2026-08-19）。 +3. **Python Alpha 是独立研究路径**：支持自定义逻辑和状态，但当前官方说明不支持作为 SuperAlpha 组件、不参加 Power Pool、不支持 multi_sim。详见 [Python Alpha](02-ai-mining/python-alpha.md)。 +4. **SPC 的旧 JSON 教程已经过时**：9 月 6 日官方输出改为对象数组，包含预测期限和预期收益；不能继续照抄七月的 `ISIN|MIC → 权重` 字典。详见 [SPC](04-platform/spc.md)。 + +## 按目的阅读 + +| 你现在要解决什么 | 阅读入口 | 预期产出 | +| --- | --- | --- | +| 三篇指定文章精读 | [SuperAlpha 合集](04-platform/superalpha-collection-review.md)、[API/模板合集](03-engineering/advanced-collection-review.md)、[五个 Agent Skill](02-ai-mining/five-agent-skills-review.md) | 分清目录、可迁移方法、版本冲突与缺失依赖 | +| 半小时恢复全貌 | [今年发生了什么](00-restart/2026-timeline.md)、[旧资料纠错](00-restart/corrections.md) | 更新自己的研究优先级 | +| 找 Alpha idea | [候选地图](01-alpha-ideas/README.md)、[机制型 idea](01-alpha-ideas/mechanism-cards.md)、[字段与模板](01-alpha-ideas/data-template-cards.md) | 选 3 个假设，定义反例 | +| 扩展关系型 Alpha | [双字段、极性配对与分层假设](01-alpha-ideas/relationship-and-extension-cards.md) | 从字段关系生成有对照的实验 | +| 补专业知识 | [数据与信号语义](07-professional-knowledge/data-and-signal-semantics.md) | 分清覆盖、缺失、量纲、残差与频率 | +| 优化现有 Alpha | [按失败项诊断](08-alpha-optimization/diagnostic-workflow.md)、[组合与相关性优化](08-alpha-optimization/portfolio-and-correlation.md) | 判断该调参、改结构还是停止 | +| 吸收经验教训 | [失败案例库](09-experience-lessons/failure-casebook.md)、[竞赛证据边界](09-experience-lessons/competition-evidence.md) | 避免重复已知失败与错误归因 | +| 用 AI 挖因子 | [研究闭环](02-ai-mining/research-workflow.md)、[Python Alpha](02-ai-mining/python-alpha.md)、[外部方案](02-ai-mining/external-methods.md) | 可审阅的实验设计 | +| 了解今年 AI 与工程方法 | [AI 方法与失败记忆](02-ai-mining/2026-methods-and-failures.md)、[工程运行经验](03-engineering/2026-operating-lessons.md) | 补齐字段校验、批次对照、断点与缓存完整性 | +| 恢复工程工具链 | [工程路线](03-engineering/architecture.md)、[实验台账](03-engineering/experiment-ledger.md)、[相关性与组合](03-engineering/correlation.md) | 按当前系统能力分阶段建设 | +| 看规则与机会 | [平台更新](04-platform/current-updates.md)、[SPC](04-platform/spc.md)、[组合与 Osmosis](04-platform/portfolio-osmosis.md) | 区分在期活动与历史教材 | +| 开始第一轮研究 | [两周重启计划](00-restart/two-week-plan.md)、[实验记录模板](05-research-practice/experiment-template.md)、[验证关卡](05-research-practice/validation.md) | 第一批有证据的候选 | +| 回到原文查证 | [来源与覆盖](06-sources/README.md)、[精选来源](06-sources/curated.md)、[邮件目录](06-sources/mail-index.csv)、[论坛目录](06-sources/forum-index.csv) | 追溯原文、日期和证据级别 | + +## 怎么理解这里的结论 + +官方文章和官方邮件用于确认规则；论坛正文和评论用于获得研究线索。作者报告的 Sharpe、收益、耗时和成功率均未在本次任务中复现。“建议”“实验设计”是基于材料整理的研究方案，不是平台要求。 + +已获取 708 封范围内邮件的 MIME 正文、中文论坛今年新发的 **623 篇帖子及其 9,572 条评论**。今年帖子完成标题与正文主旨初筛，按研究价值进一步精读正文和实质评论；没有逐条精读全部评论，图片中的全部公式与回测截图也未逐张核验。来源覆盖与阅读层次见 [覆盖记录](06-sources/README.md)，每帖类别、评论采集数与本库引用位置见 [2026 阅读索引](06-sources/forum-review-2026.csv)。未导出邮件全文、认证信息、Cookie、退订令牌或会议私人加入链接。 + +文件位于当前工作树 `docs/worldquant-knowledge-base/`。用户提供的 `docs/worldquant-mail-index.html` 在指定主目录及本工作树均未找到，因此重建了来源目录。现有系统方案与代码未改动。