quriosity-agent Self-Evolve
Let the Agent learn from mistakes and continuously improve
Quick Start
User: Record the issue we just had
User: Update the speech error detection rules
User: Remember this lesson
User: 记录一下刚才的问题
User: 更新口误识别的规则
Update Locations
| Content Type | Target File | Example |
|---|---|---|
| User profile | CLAUDE.md |
Preferences, habits |
| Methodology + feedback | */tips/*.md |
Rules, lessons |
Flow
User triggers ("that just failed", "record this")
↓
[Auto] Trace back context, find the problem
↓
[Auto] Read target file fully, understand structure
↓
[Auto] Integrate into the appropriate section (not just append!)
↓
[Auto] Feedback log only records events, doesn't repeat rules
↓
Report update results
Key: Don't ask "what's the problem" — analyze from context directly!
Update Principles
Bad: Append to the end
## Feedback Log
### 2026-01-14
- Lesson: Must generate deletion task list at end of review
- Lesson: Confirm errors and silence separately
Only adding to feedback log = rules scattered at the bottom, will repeat mistakes.
Good: Integrate into body
- Read full file, understand section structure
- Find the right section, integrate the rule
- Feedback log only records events:
- Review marked silence, but missed during cut
## IV. Review Format
(Add deletion task list template)
## V. Confirmation & Execution Flow ← Add this section if missing
(Add separate confirmation for errors and silence)
## Feedback Log
### 2026-01-14
- Review marked silence, but missed during cut (only cut errors)
Trigger Conditions
- User corrects AI mistakes
- User says "remember this", "watch out for this in the future"
- A new general pattern is discovered
Anti-patterns
2026-01-13
Bad:
User: That just failed, update the skills
AI: What problem did you find? ← Should NOT ask!
Good:
AI: [Auto trace back context, find failure point]
AI: [Execute update]
2026-01-14
Bad:
AI: Updated. Added 3 lessons to feedback log ← Only appended!
Good:
AI: [Read full file, understand structure]
AI: [Integrate into appropriate sections]
AI: [Feedback log only records events]
AI: Updated: Added Chapter V "Confirmation Flow", updated Chapter IV template
Principle: Rules must be integrated into the body; feedback log is just an event journal.