How to Stop Your Autoresearch Loop from Cheating (4 minute read)

Experiments with the autoresearch framework show that environment design and strict validation gates are critical than model choice for preventing agent drift. While independent models discovered identical optimizations in structured landscapes, the primary bottlenecks remain infrastructure failures and GPU costs from rejected proposals.