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Strengthen long-horizon signal coverage
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README.md

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Research-only signal context artifact repository for QuantStrategyLab.
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Current forward-looking shadow horizon for newly generated context bundles and
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example artifacts is `1-3 years`. Historical saved signal artifacts keep their
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original point-in-time horizon text and should not be rewritten.
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Current schema validation requires newly generated and promoted shadow signal
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artifacts to use the `1-3 years` horizon. Older pre-contract artifacts may keep
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their original point-in-time horizon text, but they should be treated as legacy
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records and not promoted as the current `latest_signal.json`.
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This repository does not place trades, store broker credentials, or own live
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allocation policy. It prepares and validates shadow signal artifacts that can
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## Current Status
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This repository is in shadow research accumulation mode. The first saved
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point-in-time artifact is `data/output/signal_history/2026-05-28.json`.
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point-in-time artifact is `data/output/signal_history/2026-05-28.json`; the
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current promoted artifact is `data/output/signal_history/2026-05-31.json` and
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uses the long-horizon contract.
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Near-term work should focus on:
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data/output/signal_history/YYYY-MM-DD.json
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```
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All promoted latest artifacts must use `horizon: "1-3 years"`. To support
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Advisor long-horizon buckets, current artifacts should also include versioned
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theme context through `theme_bias`, `symbol_theme_exposure`, and optional
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`symbol_bias` for symbols that need explicit long-context coverage.
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All artifacts must remain shadow-only. They cannot encode broker orders, target
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quantities, or live allocation overrides.
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README.zh-CN.md

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QuantStrategyLab 的研究型信号上下文 artifact 仓库。
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当前 schema validation 要求新生成和 promoted 的 shadow signal artifact 使用 `1-3 years` 周期。较早的 pre-contract 历史 artifact 可以保留原始点时 horizon 文本,但不应再作为当前 `latest_signal.json` 推广。
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本仓库不下单、不保存券商凭证,也不拥有实盘仓位策略。它只负责准备、校验、保存和回放长周期 AI shadow signal。任何未来的下游使用,都必须经过单独评审,并由确定性插件或策略显式消费。
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## 仓库定位
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data/output/signal_history/2026-05-28.json
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```
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当前 promoted artifact 是:
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```text
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data/output/signal_history/2026-05-31.json
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```
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它使用长线 contract,并补充了 `theme_bias``symbol_theme_exposure``symbol_bias`,供 Advisor 判断长线背景是否可用。
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近期工作重点:
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- 保持月度 workflow 健康
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data/output/signal_history/YYYY-MM-DD.json
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```
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所有 promoted latest artifacts 必须使用 `horizon: "1-3 years"`。为了支持 Advisor 的长线栏位,当前 artifact 应包含 `theme_bias``symbol_theme_exposure`,必要时用 `symbol_bias` 补充单个股票的长线背景。
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所有 artifacts 必须保持 shadow-only。它们不能编码券商订单、目标数量或实盘 allocation override。
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`candidate_bias``theme_bias` 支持两种写法。兼容旧的紧凑写法:

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