- We applied the autoresearch optimization loop to the StateSet STARK proving system, a Winterfell-based prover for zero-knowledge commerce compliance proofs. Over 5 rounds and 30+ experiments, implementation changes (trace length reduction, constant precomputation) reduced prove
- On the decentralized autoresearch network. Starks can verify the metric is improving eg the loss is better. Agent generates a stark proof for every autoresearch commit, multiple autoresearch agents running in parallel optimizing code, verifying the loss is better without having



