AI/ML●Mid
A governance pattern for self-evolving AI skills
Claude Code Skill pattern paper—interesting theory, but unclear if it ships as a usable tool today.
Big Brain
tiansenxu
103mo ago
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GitHub Repository
Self-evolving skill engine for Claude Code — skills that create, score, repair, and harden themselves through recursive improvement loops
19 starsShell
Singularity-Claude – Self-Evolving Skills for Claude Code
by shmayro·Mar 20, 2026·2 points·1 comment
AI Analysis
●●SolidBig BrainNiche GemShip It
Recursive repair loops improve skills automatically, unlike static Claude Code defaults.
Strengths
- •Automated scoring across five dimensions removes the manual prompt tuning grunt work.
- •Crystallization workflow locks versioned high-performing skills to prevent future accidental regression drift.
- •Meta-agent architecture evaluates skill performance without requiring any continuous external human feedback.
Weaknesses
- •Zero stars suggests unproven reliability compared to other established prompt management tools.
- •Recursive API calls could get very expensive quickly during aggressive repair cycles.
Category
Target Audience
Heavy Claude Code users, AI agent developers
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DSPy · Promptfoo · LangChain
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