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autoforge

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AutoForge is a production-grade autonomous optimization framework for AI agents. It replaces subjective "reflection" with mathematically rigorous convergence loops — tracking every iteration in TSV, cross-validating with multiple models, and stopping only when pass rates confirm real improvement. Four specialized modes: prompt (skill & doc optimization via scenario simulation), code (sandboxed test execution with measurable criteria), audit (CLI verification against live tool behavior), and project (whole-repo cross-file consistency analysis). Battle-tested across 50+ iterations on production skills. Use when: user says "autoforge", "forge", "optimize skill", "improve", "run autoforge", "optimize code", "improve script", "optimize repo", "forge project", "check project", "repo audit".

When to use

• skill & doc optimization via scenario simulation
• sandboxed test execution with measurable criteria
• CLI verification against live tool behavior
• whole-repo cross-file consistency analysis
• optimize skill
• improve script
• optimize repo
• repo audit

When not to use

• subjective reflection
• ad-hoc improve prompts

Skill page

Source