Sakana AI’s LLM Peer Review System Catches 73% of Core-Claim Errors

Sakana AI introduced Multi-Layered Review, a 3-agent Claude-based peer review system, along with a 1,164-error Contradiction Benchmark in a TMLR paper. The system caught 73.43% of core-claim errors, compared to 14.81% for the best prior system.