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BytesAgain β€Ί Skills β€Ί Self-Improve
πŸ¦€ ClawHub

Self-Improve

by @don068589

A pluggable self-improvement framework for AI agents. Automatically learns from mistakes, corrections, and feedback to continuously improve execution quality...

Versionv2.2.1
Downloads1,142
Installs6
#crypto-defi#legal#education#automation
TERMINAL
clawhub install self-improve

πŸ“– About This Skill

name: self-improve description: A pluggable self-improvement framework for AI agents. Automatically learns from mistakes, corrections, and feedback to continuously improve execution quality. Runs every 3 days via Cron, extracts reusable experience rules, and proposes improvements to system files with approval workflow.

Self-Improve Framework

A pluggable self-improvement framework for AI agents. Automatically learns from mistakes, corrections, and feedback to continuously improve execution quality.

Description

Self-Improve enables your agent team to evolve over time:

  • Scans agent memory logs for learning signals
  • Extracts reusable experience rules
  • Proposes improvements to system files (with approval workflow)
  • Maintains a 3-tier memory system (HOT/WARM/COLD)

    • When to Use

  • Automatic (Cron): Runs every 3 days by default
  • Manual trigger: When user asks to "run self-improve" or "learn and improve"
  • After significant events: User can request immediate run after major corrections

    • Installation

    clawhub install self-improve

    Or with OpenClaw CLI: 

    openclaw skills install self-improve

    Quick Start

    1. Configure Paths

    Edit user-config.yaml:

    storage:
  root: "/path/to/self-improve"
  knowledge_root: "/path/to/learned"
  workspace_root: "/path/to/.openclaw"
    owner:
  name: "YourName"
  timezone: "Asia/Shanghai"

    2. Run Setup

    node scripts/setup.mjs --config user-config.yaml

    3. Approve Cron Task

    Check proposals/PENDING.md for the suggested Cron task.

    How It Works

    Scan memory logs -> Extract signals -> Classify by theme
       |
Promote/demote rules between memory tiers
       |
Propose outputs:
  -> System file changes (needs approval)
  -> Knowledge base entries
  -> Blog drafts / methodologies

    Memory Tiers

    | Tier | Location | Purpose | |------|----------|---------| | HOT | data/hot.md | Frequently used rules | | WARM | data/themes/ | Theme-based rules | | COLD | data/archive/ | Archived rules |

    Dependencies

  • OpenClaw >= 2026.3.0
  • Node.js >= 18.0.0

    • License

    MIT License

    ⚑ When to Use

    TriggerAction
    - **Manual trigger**: When user asks to "run self-improve" or "learn and improve"
    - **After significant events**: User can request immediate run after major corrections

    πŸ’‘ Examples

    1. Configure Paths

    Edit user-config.yaml:

    storage:
  root: "/path/to/self-improve"
  knowledge_root: "/path/to/learned"
  workspace_root: "/path/to/.openclaw"
    owner:
  name: "YourName"
  timezone: "Asia/Shanghai"

    2. Run Setup

    node scripts/setup.mjs --config user-config.yaml

    3. Approve Cron Task

    Check proposals/PENDING.md for the suggested Cron task.