self-improving-agent

# Self-Improving Agent > "An AI agent that learns from every interaction, accumulating patterns and insights to continuously improve its own capabilities." — Based on 2025 lifelong learning research ## Overview This is a **universal self-improvement system** that learns from ALL skill experiences, not just PRDs. It implements a complete feedback loop with: - **Multi-Memory Architecture**: Semantic + Episodic + Working memory - **Self-Correction**: Detects and fixes skill guidance errors - **Self-Validation**: Periodically verifies skill accuracy - **Hooks Integration**: Auto-triggers on skill events (before_start, after_complete, on_error) - **Evolution Markers**: Traceable changes with source attribution ## Research-Based Design Based on 2025 research: | Research | Key Insight | Application | |----------|-------------|-------------| | [SimpleMem](https://arxiv.org/html/2601.02553v1) | Efficient lifelong memory | Pattern accumulation system | | [Multi-Memory Survey](https://dl.acm.org/doi/10.1145/3748302) | Semantic + Episodic memory | World knowledge + experiences | | [Lifelong Learning](https://arxiv.org/html/2501.07278v1) | Continuous task stream learning | Learn from every skill use | | [Evo-Memory](https://shothota.medium.com/evo-memory-deepminds-new-benchmark) | Test-time lifelong learning | Real-time adaptation | ## The Self-Improvement Loop ``` ┌─────────────────────────────────────────────────────────────────┐ │ UNIVERSAL SELF-IMPROVEMENT ...