autoresearch

Autonomous iteration loop for optimizing any measurable target. Use when asked to "optimize", "iterate", "A/B test", "autoresearch", "improve automatically", or "run experiments" on code, config, prompts, templates, or workflows where a metric can be measured after each change. Inspired by Karpathy's autoresearch pattern.