>

本仓库的 AI 协作规范以 `CLAUDE.md` 为唯一配置源（Single Source of Truth）。

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Instructions for any AI coding agent working on this project.

Find and install agent skills with `npx playbooks find skill` and `npx playbooks add skill`. Use whenever a skill needs to be discovered or installed.

This directory contains documentation and resources for the autogenlib subsystem.

'Concurrent investigation of independent failures. Use when multiple unrelated issues need parallel resolution.'

Disable autonomous loop mode immediately. TRIGGERS - ru stop, stop autonomous, disable loop, end autonomous mode.

Isolate root causes and propose targeted fixes with clear validation steps.

Repo guardrail check and repair.

Autonomously diagnose Magento 2 bugs from a symptom or error — reads logs, checks system state, identifies root cause, and produces a concrete fix plan.

Autonomous diagnose-research-fix-verify loop — up to 5 attempts before human escalation

系统架构设计 — 模块划分、接口定义、状态机设计、故障诊断树，适用于 ROS2 机器人应用架构

> **版本演進**：

See CLAUDE.md for project architecture, commands, and conventions.

本文介绍了一篇名为《XSKILL: Continual Learning from Experience and Skills in Multimodal Agents》的论文。该论文提出了一种名为**XSKILL**的双流框架，旨在解决多模态智能体在开放环境中工具使用效率低和编排灵活性差的问题。XSKILL通过从过去的执行轨迹中持续学习两种互补的可重用知识——**经验（Experiences）*