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Models are retired and replaced regularly, and teams switch models for cost or quality. Even with a compatible API, behaviour changes: output style, format reliability, refusals, tokenization and latency. This guide gives a migration process with baselines, per-candidate prompt adaptation, paired evaluation by segment, cost checks on replayed traffic, shadow, canary and ramp.
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