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Temperature zero is not a determinism guarantee

An isolated sandbox is a claim, not a property

The AI safety index grades disclosure, not safety

Quantized retrieval needs slice-level evals

Agent swarms need aggregation evals

Portability must include the learning layer

Domain experts are model infrastructure

Version control needs eval history

AI-native teams still need eval ownership