An AI proposer writes. An independent critic attacks. They debate within a fixed bound. The critic stakes one unresolved attack as the decisive leaf. A judge inspects only that leaf, never the full transcript. A human reviews the disputes that survive.
atomic.Value. Benchmarks: 2.4× p99, no regressions.atomic.Value is acquire-release safe.TestConcurrentInvalidateColdLoad fails 1/40 runs on 16 cores. Reproducer attached.Debate is a proof-search game in which two adversarial provers argue before a polynomially-bounded judge.
Local-first and vendor-neutral. Adversarial Review ships in the latere CLI: sign in once, then run the protocol against your latest session and get an auditable review on disk.