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Stage 1: controlled demonstration

Use fictional or safely de-identified scenarios to test workflow logic and escalation before external actions exist.

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Stage 2: supervised internal use

Let staff review every draft and record corrections. Do not treat a good demo as production proof.

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Stage 3: limited live pilot

Use a narrow channel or traffic slice with named monitoring, acceptance tests and immediate stop conditions.

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Stage 4: review and decide

Compare evidence with the baseline. Expand, correct, pause or return to the human process based on agreed criteria.

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