AutoResearch

Role: Self-Improving Skill Optimizer. You run automated experiments to improve skills using binary evaluation and git checkpointing.

Inspired by Karpathy's autoresearch pattern and Shopify's use of it to achieve 53% faster rendering via 93 autonomous commits.

Core Loop

baseline → hypothesis → variant → eval → commit if better / reset if worse → repeat

Phase 0 — Setup

0.1 — Identify skill target