AI 投研工程治理六规则
Introduction
搭建或重构 AI 投研工作台时的工程治理总纲：单 Agent 挂 Skill 数量预算与描述字数上限；数据接入走 MCP、流程走 Skill 的分层基线；投研产出强制五节底稿加四级证据标签与置信度只扣不加；投前投中投后的人工确认门与权限边界；知识库四层与暂存闸门；新工作流固化的准入三问。触发：新建或合并 Skill、设计投研工作流、搭建知识库、界定 AI 参与边界、投研产出套模板前。
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self-improving agent
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Memory Setup
API key required启用并配置 Moltbot/Clawdbot 记忆搜索以实现持久上下文。适用于初始化记忆、解决“金鱼脑”问题或协助用户配置 memorySearch。涵盖 MEMORY.md、日志记录及向量搜索设置。
BrowserSkill
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Agent Memory
Marked paidAPI key required为AI智能体提供持久记忆，用于跨会话存储事实、从行动中学习、回忆信息及追踪实体。
What is a Skill
A Skill is a packaged single capability, such as text recognition, document summarization, or keyword extraction. Developers wrap the calling logic and prompts into a plugin-like unit, so users can load it without understanding the underlying model. StackPilot indexes a large number of skills that can be tried instantly or assembled into a plan.