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ZTC (Zero-Token Confidence) — verify whether an LLM answer can be trusted in one forward pass, zero generated tokens. ZTC-Judge + Darwin-ZTC family. #1 on S1MB. by VIDRAFT.
Darwin-27B-ZTC-v2 — #1 of 102 on the System One Mosaic Benchmark (S1MB). A typed-decision judge that scores decisions in one forward pass, zero generated tokens (ZTC). by VIDRAFT.
Zero-token query lane for WeCom: type "@bot <command>" in a group and a local read-only script answers in the same message. No LLM in the loop, no context replayed, millisecond replies from a background snapshot cache. Allow-listed commands, safe to hand to colleagues.