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A universal self-improving agent that learns from ALL skill experiences. Uses multi-memory architecture (semantic + episodic + working) to continuously evolve the codebase. Auto-triggers on skill completion/error with hooks-based self-correction.
Passed 14 of 19 test cases with the skill, and 3 of 19 without it.
and 17 more in the full report
12 fixed4 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
When an identified concrete problem experience recurs 3 or more times across different work sessions, what pattern level and skill action should be applied?
| Checked | Without skill | With skill |
|---|---|---|
| Assigns pattern_level as critical | Missed | Passed |
| Directs adding the pattern to the skill's Critical Mistakes section | Missed | Passed |
The instructions your model reads when the skill loads.
"An AI agent that learns from every interaction, accumulating patterns and insights to continuously improve its own capabilities." — Based on 2025 lifelong learning research
This is a universal self-improvement system that learns from ALL skill experiences, not just PRDs. It implements a complete feedback loop with:
Based on 2025 research:
| Research | Key Insight | Application |
|---|---|---|
| SimpleMem | Efficient lifelong memory | Pattern accumulation system |
| Multi-Memory Survey | Semantic + Episodic memory | World knowledge + experiences |
| Lifelong Learning | Continuous task stream learning | Learn from every skill use |
| Evo-Memory | Test-time lifelong learning | Real-time adaptation |
┌─────────────────────────────────────────────────────────────────┐
│ UNIVERSAL SELF-IMPROVEMENT │
├─────────────────────────────────────────────────────────────────┤
│ │
│ Skill Event → Extract Experience → Abstract Pattern → Update │
│ │ │ │ │ │
│ ▼ ▼ ▼ ▼ │
│ ┌─────────────────────────────────────────────────────┐ │
│ │ MULTI-MEMORY SYSTEM │ │
│ ├─────────────────────────────────────────────────────┤ │
│ │ Semantic Memory │ Episodic Memory │ Working Memory │ │
│ │ (Patterns/Rules) │ (Experiences) │ (Current) │ │
test cases passed, vs 3 / 19 without
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