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agentprivacy-horizon-gate

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更新时间2026年6月12日 02:55

The held-out-gate discipline: a claimed improvement is worth nothing until it survives an adversarial validation it cannot tune. Activates when accepting or rejecting a claimed optimization/fix/result, when designing a benchmark or acceptance gate, when a change "looks cheaper" on a probe, or when reasoning about whether an attestation can be trusted. Names the failure mode — the nonce-island mirage — and the bounded-change loop that earns trust. In the City of Mages this is Dokimé's 🪨 Ceremony of the 9024 Witnesses at the Horizon District.

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