A training pipeline uses mutable source data without recording the exact snapshot. Which approach best fits?

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  1. Use appropriately scoped workload identities and permissions for the stages.
  2. Design idempotent steps and durable completion tracking.
  3. Define controlled retraining triggers and validation steps.
  4. Bind runs to versioned input data and capture configuration.

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