Verification
Trust
Most “AI verification” collapses into vibes. We split the problem: deterministic steps, single-provider attestations, and the hard bucket—non-deterministic, multi-node fuzzy work—where Commit–Reveal Pairwise Comparison (CRPC) offers a named protocol with explicit limits.
Safety and moderation sit beside verification: the same orchestrator that scales jobs also enforces policy across providers and recipes without pretending the world is benign.
Class A / B / C framing. Lead with the spectrum, then own the hard bucket—researchers and crypto-native diligence convert on mechanism, not adjectives.
- Network — reputation and identity path.
- Applications — Sidelines and real-world stress tests.