Retraining should begin when approved freshness or quality conditions are met, rather than on every incoming prediction. Which approach best fits?

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