A deployed model version needs traceability to its image, training data, parameters, and evaluation result. Which approach best fits?

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  1. Preserve compatible prior artifacts and a tested rollback procedure.
  2. Capture end-to-end artifact lineage.
  3. Use a versioned evaluation dataset and consistent metric definitions.
  4. Validate the workflow using approved isolated test inputs and environments.

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