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The three-layer evaluation pyramid architecture includes: the first layer of fast deterministic assertions (local execution, millisecond-level, zero inference cost), the second layer of model-graded evaluation (LLM-as-a-Judge), and the third layer of production shadow routing (asynchronously replicating some production requests to candidate models).
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10/15/2026
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