Meta-cognitive self-learning system - Automated skill evolution based on predictive coding and value-driven mechanisms.
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元认知自学习系统 - 基于预测编码和价值驱动的Skill自动演化。
# 技能已安装到 ~/.openclaw/skills/self-evolving-skill # 或使用ClawHub clawhub install self-evolving-skill
self-evolving-skill/ ├── core/ # Python核心 │ ├── residual_pyramid.py # 残差金字塔（SVD分解） │ ├── reflection_trigger.py # 自适应触发器 │ ├── experience_replay.py # 经验回放缓存 │ ├── skill_engine.py # 核心引擎+ValueGate │ ├── storage.py # 持久化 │ └── mcp_server.py # MCP服务器 ├── src/ # TypeScript SDK │ ├── index.ts # 主入口 │ ├── cli.ts # CLI │ └── mcp-tools.ts # 工具定义 ├── skills/ # OpenClaw Skill │ └── self-evolving-skill/ # 技能封装 ├── MCP_CONFIG.md # MCP配置 └── README.md # 文档
| 工具 | 描述 | 参数 |
|---|---|---|
| skill_create | 创建Skill | name, description |
| skill_execute | 执行并学习 | skill_id, context, success, value |
| skill_analyze | 分析嵌入 | embedding |
| skill_list | 列出Skills | - |
| skill_stats | 系统统计 | - |
| skill_save | 持久化保存 | skill_id |
| skill_load | 加载 | skill_id |
# 列出所有Skill openclaw skill self-evolving-skill list # 创建Skill openclaw skill self-evolving-skill create --name "MySkill" # 执行 openclaw skill self-evolving-skill execute <id> --success # 分析 openclaw skill self-evolving-skill analyze --embedding '[0.1,0.2,...]' # 统计 openclaw skill self-evolving-skill stats
# 启动MCP服务器 cd ~/.openclaw/skills/self-evolving-skill ./run_mcp.sh # 或使用适配器 python3 mcporter_adapter.py skill_list '{}'
import { SelfEvolvingSkillEngine } from 'self-evolving-skill'; const engine = new SelfEvolvingSkillEngine(); await engine.init(); const { skillId } = await engine.createSkill({ name: 'Analyzer' }); const stats = await engine.stats();
pyramid = ResidualPyramid(max_layers=5, use_pca=True) decomposition = pyramid.decompose(embedding) # 输出: # - residual_ratio: 残差能量比率 # - suggested_abstraction: POLICY / SUB_SKILL / PREDICATE # - novelty_score: 综合新颖性
| 覆盖率 | 抽象层级 | 操作 |
|---|---|---|
| >80% | POLICY | 调整策略权重 |
| 40-80% | SUB_SKILL | 生成子Skill |
| <40% | PREDICATE | 归纳新谓词 |
trigger = ReflectionTrigger( min_energy_ratio=0.10, # 初始阈值 value_gain_threshold=0.20, # 触发阈值 target_trigger_rate=0.15 # 目标15%触发率 )
| 路径 | 说明 |
|---|---|
| ~/.openclaw/skills/self-evolving-skill | 技能根目录 |
| ~/.openclaw/mcp_servers/self-evolving-skill.json | MCP服务器配置 |
| ~/.openclaw/workspace/self-evolving-skill/storage | 数据存储 |
No automatic installation available. Please visit the source repository for installation instructions.
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