09/01/2026
Your AI handover is probably a failure.
If your team cannot trace a model decision, replay a failed run, update a prompt or rule safely, and verify the change without the original builder, you own a dependency, not an AI system. Documentation, test fixtures, approval gates, monitoring, rollback steps, and escalation paths belong in the product from day one. Handover is the first production test. If your team can operate, test, and recover the system alone, you own the asset.
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