Self-Improving Agent v2

让AI从错误中学习，越用越聪明。参考 Hermes Agent 的"做-学-改"循环，实现主动式记忆与技能生成。

Three-Layer Learning System

Layer 1: Passive Capture (Automatic)

• Command fails → errors.jsonl
• User corrects AI → corrections.jsonl
• Discover best practice → best_practices.jsonl

Layer 2: Proactive Check (Before Execution)

• Check relevant memories before running commands
• Heartbeat scans for knowledge blind spots

Layer 3: Proactive Skill Generation (New - From Hermes)

Core insight from Hermes Agent: When a complex task succeeds, proactively propose generating a reusable Skill.