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Autolearn

LGJ ExclusiveSkillv1.07 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
CategoriesLGJ ExclusiveProductivityQuality
Works withAutoimprove

Documentation

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Jay Feldman
Built by Jay FeldmanFounder, Lead Gen Jay · Inc. 5000 · 84K+ YouTube subs

Works well with

Autoimprove

Review any finished creative (text, graphic, video, audio, presentation, AI prompt, writing) and autonomously regenerate an improved version. Runs a full critique-diagnose-regenerate pipeline with domain-specific quality checks, banned AI word detection, and iterative improvement passes.

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AI Automation Insiders

This one ships with Insiders

Full documentation for this skill, its trigger phrases, and its install command come with membership, along with every other locked skill, weekly live coaching, and the private community.

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$13,479
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