Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use when...
记忆
AI Agent Self-Improving Stack
试用Installs 5 essential tools that make your AI agent smarter over time — reflection, proactivity, learning, memory, and skill extraction. Your agent improves w...
它能做什么
Installs 5 essential tools that make your AI agent smarter over time — reflection, proactivity, learning, memory, and skill extraction. Your agent improves with every interaction.
技能文档
AI Agent Self-Improving Stack 🧠
Your agent gets better every day. Installs 5 tools that make your agent catch mistakes, anticipate needs, adapt to how you work, store everything it learns, and extract reusable skills from wins.
Install
clawhub install ai-agent-self-improving-stack
That installs all 5. Or pick individually:
clawhub install self-improving proactive learning memory hermes-learning-loop
What Each Tool Does
| Tool | What It Does | Active On |
|---|---|---|
| Self-Improving | Catches mistakes, learns from corrections | Day 1 |
| Proactive | Anticipates needs, handles issues before they happen | Day 7+ |
| Learning | Adapts teaching style to how you learn best | Day 7+ |
| Memory | Infinite organized knowledge storage | Day 1 |
| Hermes Learning Loop | Turns success patterns into reusable skills | Day 14+ |
How It Compounds
| Time | Improvement |
|---|---|
| Day 1 | Agent answers from base knowledge |
| Day 7 | Catches patterns from corrections |
| Day 14 | Anticipates needs based on history |
| Day 30 | 100+ facts, skills extracted from wins |
| Day 60 | Measurably better — learns from every interaction |
Quick Start
# Install the stack
clawhub install ai-agent-self-improving-stack
# Ask your agent to use it
"Start using self-improving"
"Show me what you learned today"
Notes
- No API keys required
- Works on Linux, macOS, Windows
- All data stays local in
~/self-improving/ - Tools work together — each makes the others more effective
Feedback
clawhub star ai-agent-self-improving-stack — clawhub sync
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