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GitHub Repository
The Reasoning Loop: Cross-Model Self-Audit for AI Behavioral Evolution
4 starsHTML
A 4-layer self-audit system for AI behavioral evolution
by jhaugh·Mar 17, 2026·4 points·0 comments
AI Analysis
●MidNiche GemShip It
Personal framework for one AI assistant — clever but too narrow to generalize.
Strengths
- •Post-fix verification requiring test + proof prevents silent failures in agent workflows.
- •Cross-model audit breaks the self-reference problem in single-model self-review.
- •Memory file updates mean behavior improves without retraining the underlying model.
Weaknesses
- •Built for one person's 'Oscar' agent — unclear how this generalizes to other setups.
- •Overlaps heavily with SkeptAI's cross-model critique but less polished and documented.
Category
Target Audience
People running personal AI agents or AI Chief of Staff systems
Similar To
SkeptAI · AutoGen critic agents · LangGraph reflection patterns
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