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herclaw-agentsystem

Self-improving AI agent framework with autonomous learning, skill creation, and self-evolution. Features: - Learning Loop: Autonomous learning from experience - Skill Creation: Auto-generate skills from patterns - Self-Evolution: RL-based continuous improvement - Persistent Memory: Cross-session three-layer memory - Nudge System: Proactive behavior triggers

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/281862066-a11y/agentsystem
Or

HerClaw Agent System

Self-improving AI agent framework for autonomous learning and evolution.

Architecture

┌─────────────────────────────────────────────────────────────────────────┐
│                      HerClaw Agent System                                │
├─────────────────────────────────────────────────────────────────────────┤
│  ┌─────────────────┐    ┌─────────────────┐    ┌─────────────────┐     │
│  │  Learning Loop  │───▶│ Skill Creation  │───▶│ Self-Evolution  │     │
│  │                 │    │                 │    │                 │     │
│  │ • Experience    │    │ • Opportunity   │    │ • RL Pipeline   │     │
│  │   Collection    │    │   Detection     │    │ • Behavior      │     │
│  │ • Pattern       │    │ • Template      │    │   Optimization  │     │
│  │   Extraction    │    │   Generation    │    │ • Capability    │     │
│  │ • Skill         │    │ • Validation    │    │   Refinement    │     │
│  │   Synthesis     │    │ • Hub Sync      │    │ • Deployment    │     │
│  └────────┬────────┘    └────────┬────────┘    └────────┬────────┘     │
│           │                      │                      │               │
│           └──────────────────────┼──────────────────────┘               │
│                                  ▼                                      │
│  ┌─────────────────────────────────────────────────────────────────┐   │
│  │                    Persistent Memory                              │   │
│  │  ┌─────────────┐  ┌─────────────┐  ┌─────────────┐              │   │
│  │  │  Episodic   │  │   Semantic  │  │    User     │              │   │
│  │  │   Memory    │  │   Memory    │  │   Model     │              │   │
│  │  └─────────────┘  └─────────────┘  └─────────────┘              │   │
│  └─────────────────────────────────────────────────────────────────┘   │
│                                  ▼                                      │
│  ┌─────────────────────────────────────────────────────────────────┐   │
│  │                       Nudge System                                │   │
│  └─────────────────────────────────────────────────────────────────┘   │
└─────────────────────────────────────────────────────────────────────────┘

Part 1: Learning Loop System

Autonomous learning from experience through continuous cycle of collection, extraction, synthesis, and validation.

Experience Collection

Metadata

Stars4473
Views0
Updated2026-05-01
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-281862066-a11y-agentsystem": {
      "enabled": true,
      "auto_update": true
    }
  }
}
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