An agent should repeat an improvement step only until a measurable criterion or iteration limit is reached. Which approach best fits?

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  1. Use a bounded loop with explicit termination and failure handling.
  2. Use deterministic sequential orchestration with an enforced action gate.
  3. Use parallel orchestration with bounded concurrency and a defined merge step.
  4. Use an explicit graph or state-machine orchestration model.

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