Autoresearch Skill

Karpathy-style optimization loops for any conversion-focused content. No traffic needed. Simulated expert panel. Minutes, not weeks.

When to use this: Pre-launch content optimization. Generate 50+ variants, score with 5 simulated experts, evolve winners, output the best version + full experiment log.

When NOT to use this: Post-launch real-traffic A/B testing — that requires real analytics, not simulated scoring.

The sequence: Run autoresearch FIRST to hit 85+ simulated score. Then deploy. Then validate with real traffic.

What You'll Produce

Every run outputs 3 files: