Should every failure restart the entire pipeline?

No. Reuse valid completed work when its dependencies and stored artifacts remain correct.

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No. Review or approval can be an explicit stage with its own transition rules.

A clear responsibility with identifiable inputs, outputs, dependencies, and a completion check.

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