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
Insiders Only

This skill’s full documentation, trigger phrases, and install command are reserved for AI Automation Insiders members.

JF
Built by Jay Feldman
Founder, Lead Gen Jay · Inc. 5000 · 80K+ YouTube subs

You’re missing the playbook

Insiders unlock full docs for this skill plus every other LGJ-exclusive skill. $1,497 one-time · 14-day refund · cancel anytime.

Join Insiders

LGJ Exclusive Content

Enter your Insiders email to unlock the full documentation and install command.

  • Full documentation
  • One-line install command
  • All future updates
  • Priority support
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
AI Automation Insiders · Cohort #14

Unlock all exclusive skills now

Get every Claude Code skill, command, and agent Jay uses to run an Inc. 5000 company — plus live coaching, the private community, and lifetime access.

  • Claude Code Zero to ProFastest way to learn Claude
    $2,997
  • Claude Remote AgentBuild your own 24/7 Bob
    $3,497
  • 100+ Exclusive Skills & AutomationsClaude Code & n8n
    $1,997
  • Unlimited Live CoachingOn-demand + Tuesdays with Jay
    $1,497
  • Top 1% Skool Community3,000+ founders
    $997
Total real-world value$13,479
You pay today$1,497
Encrypted 14-day refund Cancel anytime