Autoresearch Playbook

An AI marketing optimization system based on Andrej Karpathy's autoresearch method. 12 fill-in-the-blank program.md templates cover cold email subject lines, landing page copy, pricing tiers, ad creative, and onboarding. Each template defines a change proposal, scoring rubric, and keep-or-revert decision rule with a hard cost-stop parameter. Compatible with Claude Code, Cursor, or any AI coding agent. Runs at $0 on local models via Ollama, ~$6/session hybrid, or ~$15/session at full API rates.