Initialize agent knowledge base

templates/README.md

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+# Templates
+
+这里放可复制的记录模板，用来保持知识库的写法一致。
+
+| Template | Use |
+| --- | --- |
+| [concept-note](concept-note.md) | 新概念、新术语、新模式 |
+| [project-brief](project-brief.md) | Agent 项目、原型、工程组件 |
+| [experiment-note](experiment-note.md) | 假设验证、模型对比、策略实验 |
+| [paper-note](paper-note.md) | 论文、文章、开源项目、课程资料 |
+
+## Rule of Thumb
+
+- 不确定的内容先放模板笔记。
+- 有证据支撑后，再提炼进 `docs/`。
+- 模板里的空字段可以删，但不要删掉 `status` 和核心结论。
+

templates/concept-note.md

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+# Concept: <name>
+
+status: seed
+
+## Question
+
+这个概念解决什么问题？
+
+## Short Definition
+
+用 2 到 4 句话解释清楚。
+
+## Mental Model
+
+用一个简单模型说明它如何工作。
+
+## When to Use
+
+- 
+
+## When Not to Use
+
+- 
+
+## Examples
+
+- 
+
+## Failure Modes
+
+- 
+
+## Evidence
+
+- project:
+- experiment:
+- reference:
+
+## Open Questions
+
+- 
+

templates/experiment-note.md

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+# Experiment: <name>
+
+status: seed
+
+## Hypothesis
+
+如果改变什么，会让哪个指标变好？为什么？
+
+## Setup
+
+- date:
+- owner:
+- model:
+- tools:
+- dataset:
+- baseline:
+
+## Variable
+
+这次实验主要改变的因素：
+
+## Metrics
+
+| Metric | Definition | Target |
+| --- | --- | --- |
+| _TBD_ | _TBD_ | _TBD_ |
+
+## Procedure
+
+1. 
+2. 
+3. 
+
+## Results
+
+| Case | Baseline | Variant | Notes |
+| --- | --- | --- | --- |
+| _TBD_ | _TBD_ | _TBD_ | _TBD_ |
+
+## Decision
+
+- keep / rollback / continue
+
+## Lessons
+
+- 
+
+## Follow-ups
+
+- 
+

templates/paper-note.md

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+# Reference: <title>
+
+status: seed
+
+## Citation
+
+- title:
+- authors:
+- year:
+- link:
+- type: paper / article / project / doc / course
+
+## Problem
+
+它试图解决什么问题？
+
+## Core Idea
+
+核心方法或观点是什么？
+
+## Evidence
+
+作者用了什么实验、案例或论证支撑？
+
+## Limitations
+
+- 
+
+## Useful For Us
+
+- 
+
+## Not Useful / Be Careful
+
+- 
+
+## Follow-up Experiments
+
+- 
+

templates/project-brief.md

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+# Project: <name>
+
+status: seed
+
+## Goal
+
+这个项目要解决什么问题？
+
+## Non-goals
+
+- 
+
+## Users and Scenarios
+
+- user:
+- scenario:
+- success:
+
+## Architecture
+
+```text
+input -> context -> decision -> tool/action -> observation -> output
+```
+
+## Tools and Data
+
+| Tool/Data | Purpose | Permission | Risk |
+| --- | --- | --- | --- |
+| _TBD_ | _TBD_ | _TBD_ | _TBD_ |
+
+## Evaluation
+
+- success metric:
+- test set:
+- baseline:
+- regression cases:
+
+## Risks
+
+- 
+
+## Decisions
+
+| Date | Decision | Reason |
+| --- | --- | --- |
+| _TBD_ | _TBD_ | _TBD_ |
+
+## Retrospective
+
+- what worked:
+- what failed:
+- reusable lessons:
+