A replacement model should receive only a small initial share of production requests while the existing model remains available. Which approach best fits?

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  1. Use a controlled canary or traffic-split rollout.
  2. Use shadow evaluation with controlled data handling.
  3. Profile serving work and benchmark suitable resource configurations.
  4. Maintain suitable minimum serving capacity.

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