Skill: mark-heartflow/self-improving-agent-pro-v1 (version 1.0.0)

--- name: self-improving-agent title: Self-Improving Agent Framework version: v1.0.0 description: > Universal self-improving AI agent framework. Keywords: self-improving AI agent self-correction continuous learning self-correction self-healing memory persistence autonomous upgrade self-reflection reasoning verification decision-verification emotional perception psychological-core cognitive-distortion detection self-improving autonomous-agent memory-system self-correction reasoning-chain decision-engine agent-framework AI-agent self-learning self-optimizing self-evolution upgrade-pipeline --- # Self-Improving Agent Framework > **Make any AI agent better at learning from mistakes, improving continuously, and passing knowledge forward.** This framework gives AI agents the ability to: - Learn from failures and correct themselves - Build persistent memory across sessions - Self-verify decisions before acting - Upgrade autonomously based on experience --- ## Quick Start ```bash # Install clawhub install self-improving-agent # Use in your AI agent const { HeartFlowEngine } = require('./src/core/heartflow-engine.js'); const agent = new HeartFlowEngine({ name: 'MyAgent' }); ``` --- ## Core Capabilities ### Self-Correction (核心自我纠正) - **Decision Verifier**: 5-dimension scoring before action - **Self-Verification**: Reverse-check consistency with original goals - **Counterfactual Reasoning**: What would break if I'm wrong? - **Q-Learning RL**: Learn from success/failure patterns ### Memory Systems (记忆系统) - **Meaningful Memory**: CORE (permanent) / LEARNED (30-day) / EPHEMERAL (discard) - **Memory Router**: Route by type: episodic / semantic / procedural / core - **Forgetting Engine**: Ebbinghaus curve pruning - **Spaced Repetition**: SM-2 review scheduling ### Reasoning (推理能力) - **Tree of Thoughts**: Multi-branch exploration with scoring - **Decision Execution Loop**: Decision → Execute → Result → Learn闭环 - **Environment Sensors**: Real-time data injection into decision context - **Constitutional AI**: Self-critique and self-revision ### Psychological Perception (心理感知) - **4-Layer Analysis**: Intention → Emotion → Need → Defense - **Cognitive Distortion Detection**: All-or-nothing, catastrophizing, etc. - **Buddhist Six Realms OS**: 觉察/自省/无我/彼岸/般若波罗蜜/圣人 ### Autonomy (自主能力) - **Guardian System**: Human progress > Following orders - **Self-Boundary**: Identity protection against corruption - **Skill Generator**: Generate new capabilities from experience - **Knowledge Distiller**: Extract patterns → Shareable skill packages --- ## Architecture ``` Input → Psychological Perception (4-layer) → Decision Verifier (5-dim scoring) → Self-Verification (reverse check) → Decision Execution Loop → Result → Q-Learning Update → Memory (CORE/LEARNED/EPHEMERAL) → Skill Generator (optional) ``` --- ## Key Modules | Module | Size | Purpose | |--------|------|---------| | `heartflow-engine.js` | 69KB | Main entry, 37 exports | | `decision-verifier.js` | 14KB | 5-dim scoring + self-verify | | `meaningful-memory.js` | 33KB | 3-tier memory + forgetting | | `self-healing.js` | 5KB | Q-learning from failures | | `guardian-system.js` | 22KB | Human progress protection | | `decision-execution-loop.js` | 12KB | Decision→Execute→Result→Learn | | `environment-sensor.js` | 11KB | Sensor registry + fusion | | `tree-of-thoughts.js` | 9KB | Multi-branch reasoning | | `self-reflection-memory.js` | 15KB | Post-hoc analysis → lessons | --- ## Based on Real Research | Paper | Venue | Contribution | |-------|-------|-------------| | Reflexion | NeurIPS 2023 | RL from verbal reinforcement | | Self-Verification | arXiv 2312.09210 | Inverse consistency checks | | CRITIC | ICML 2023 | Self-correction via tool use | | Constitutional AI | Anthropic | Self-critique loops | | Generative Agents | Stanford 2022 | Memory stream simulation | | Self-Reward | arXiv 2403.00564 | Self-scoring upgrade selection | | Plan-and-Solve | ACL 2023 | Two-stage reasoning | --- ## Version `1.0.0` — 2026-05-07 ### What changed in v1.0.0 - Initial release as `self-improving-agent` - All HeartFlow v11.22.0 capabilities preserved - Keywords optimized for AI agent framework discovery --- ## Install ```bash # For AI agents clawhub install self-improving-agent # Or clone directly git clone https://github.com/yun520-1/self-improving-agent.git ```


Security scan verdicts — ClawScan: suspicious | static analysis: suspicious | VirusTotal: clean | SkillSpector: suspicious (CRITICAL)