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# `[2026-09-26]` Greedy exact-match as parity for a small generative seat (coder)
**Greedy exact-match as parity for a small generative seat (coder)** — same-host repeats matched only 30–38% (run B hit the prefix cache, so a different numeric path; near-tie tokens cascade). Use teacher-forced logprobs of real text with `cache_salt`: each host bit-exact with itself. `stacks/coder-seat/README.md`.