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

ToolWhat It DoesActive On
Self-ImprovingCatches mistakes, learns from correctionsDay 1
ProactiveAnticipates needs, handles issues before they happenDay 7+
LearningAdapts teaching style to how you learn bestDay 7+
MemoryInfinite organized knowledge storageDay 1
Hermes Learning LoopTurns success patterns into reusable skillsDay 14+

How It Compounds

TimeImprovement
Day 1Agent answers from base knowledge
Day 7Catches patterns from corrections
Day 14Anticipates needs based on history
Day 30100+ facts, skills extracted from wins
Day 60Measurably 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-stackclawhub sync

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