Prefix caching reuses KV states for identical prompt prefixes. It helps shared system prompts and repeated documents; any token, position, model version, adapter, or decoding context that changes the computed states invalidates the entry.
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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