Self Improving Agent
Self-improving agent system that analyzes conversation quality, identifies improvement opportunities, and continuously optimizes response strategies.
xiucheng
@xiucheng
What This Skill Does
Analyzes conversation quality after each session, logs improvement opportunities, and adjusts response strategies over time. Generates weekly reports summarizing lessons learned and performance trends.
Replaces manual post-session reviews and static response templates by continuously learning from past interactions to refine agent behavior.
When to Use It
- Automatically review conversation logs to identify patterns of unclear or ineffective responses
- Log a specific improvement insight after a difficult customer support interaction
- Generate a weekly performance report to track agent growth and strategy changes
- Adjust response tone or detail level based on recurring feedback from users
- Integrate with memory manager to persist improvement history across sessions
- Anchor personality updates in SOUL.md after detecting consistent misalignment with user expectations
Install
$ openclaw skills install @xiucheng/xiucheng-self-improving-agentSelf-Improving Agent
An intelligent self-improvement system for OpenClaw agents that analyzes conversation quality and continuously optimizes performance.
Features
- 📊 Quality Analysis: Evaluates conversation effectiveness
- 🎯 Improvement Tracking: Identifies areas for enhancement
- 📝 Learning Log: Records insights and lessons learned
- 📈 Weekly Reports: Generates improvement summaries
- 🔄 Strategy Optimization: Adapts response patterns over time
Installation
clawhub install self-improving-agent
Usage
Automatic Analysis
The skill automatically analyzes conversations after each session.
Manual Improvement Logging
from self_improving import SelfImprovingAgent
sia = SelfImprovingAgent()
sia.log_improvement("Need to be more concise in technical explanations")
Generate Weekly Report
report = sia.generate_weekly_report()
print(report)
Configuration
| Setting | Default | Description |
|---|---|---|
| improvement_log | ./improvement_log.md | Learning log file |
| soul_file | ./SOUL.md | Personality anchor file |
| auto_analyze | true | Auto-analyze conversations |
Integration
Works best with:
memory-manager: For tracking improvement history- Custom agent personalities (SOUL.md)
License
MIT License - Help agents get better every day!
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