Remoroo is an autonomous experimentation engine that uses AI to plan, propose and apply code edits, run time‑budgeted experiments locally, evaluate outcomes against your metrics, and automatically keep or revert changes to produce verified, reproducible improvements overnight; teams use it to automate long-running ML and deep‑tech research workflows (hyperparameter and architecture search, multi‑objective optimization, memory/latency constraints) that break short edit‑run cycles because its AI-driven planning, patch generation and case‑based failure recovery make metric-driven progress without constant human intervention, running on your infrastructure and billing per successful run.