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AI Agent Self-Improving Stack

这是一款AI智能体自我提升工具集,集成反思纠错、主动预判等5款核心工具,随交互时长解锁进阶能力。支持通过clawhub命令整体或单独安装,可通过指令触发使用,数据本地存储,无需API密钥,跨多平台。适用于希望智能体随交互持续优化、满足个性化需求的场景,效果随时间复利提升。

certainlogicai
certainlogicai
热度 14.30
最近更新 2026-07-12 21:44:51
分类:自动化依赖:代码执行应用场景:自动化脚本 / 工作流

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add ai-agent-self-improving-stack
Metadata
name
AI Agent Self-Improving Stack
description
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.
version
1.0.1
metadata
{"openclaw":{"emoji":"🧠","tags":["self-improving","proactive","learning","memory","stack","bundle","agent-upgrades","automation"]}}

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