Prefill processes all prompt tokens in parallel and is usually matrix-multiply compute bound. Decode adds one token at a time while reading large weights and KV state, so memory bandwidth and batching dominate.
Make interfaces and ownership explicit; add versioning, access control, monitoring, canary rollout, rollback, and a plan for delayed labels or human review.
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