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Does using different AI sessions guarantee independent validation?

No. Sessions may share model limitations or similar assumptions. Distinct assignments help broaden inspection, but concrete evidence and human judgment remain necessary.

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More FAQs in How can multiple AI sessions act as designer, developer, reviewer, and QA tester?

Yes, when their inputs and boundaries are clear. Coordinate changes to shared requirements so the engineer does not implement a design that is still being revised.

Provide the tested version, environment instructions, feature scope, known limitations, and relevant fixtures. This lets QA evaluate the intended implementation rather than guess its setup.

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