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The deterministic evidence gate is an architectural pattern for post-validating LLM output: the model may generate conclusions freely, but a conclusion is adopted only when a set of model-independent rules all pass, otherwise it is downgraded to "unclear"; its cost is that it can only validate form, not semantic-level contradictions.
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10/19/2026
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