AutoResearch (Karpathy Method)
An autonomous optimization loop: propose change, experiment, measure, keep or revert, repeat.
Why it matters
Instead of guessing what works, AutoResearch lets AI systematically test improvements and keep only what measurably helps. Data-driven optimization without human bias.
In practice
Our Ralph Loop implements AutoResearch for the website: it proposes a change (e.g., new CTA text), deploys it, measures conversion impact, and keeps or reverts based on KPI movement.