Autolearn

LGJ Exclusive Skill v1.0 7 files

Autonomously improve any Claude Code skill using an eval-driven feedback loop adapted from Karpathy's autoresearch. Modifies SKILL.md, evaluates against binary assertions, commits if better, reverts if worse, and repeats until perfect or plateau. Supports general, copywriting, and graphic-design domains.

skill-improvementevalsautoresearchself-improvingtestingassertionsbenchmarkmutationautonomous

Autolearn is a Claude Code skill. Autonomously improve any Claude Code skill using an eval-driven feedback loop adapted from Karpathy's autoresearch. It works well with autoimprove.

Categorieslgj-exclusiveproductivityquality
Works withautoimprove

Documentation

--- name: auto-skill-improver version: 1.0.0 description: "Autonomously improve any Claude Code skill.md file using an eval-driven feedback loop adapted from Karpathy's autoresearch. This skill should be used when the user wants to improve a skill, run skill evals, benchmark a skill, optimize a skil
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JF
Built by Jay Feldman
Founder, Lead Gen Jay · Inc. 5000 · 84K+ YouTube subs

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Files included
SKILL.md
evals/templates/general.evals.json
evals/templates/copywriting.evals.json
evals/templates/graphic-design.evals.json
references/assertion-patterns.md
references/mutation-strategies.md
scripts/score_report.py
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