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AI-HALLUCINATION-MANAGEMENT5 MIN READ

From Self-Check to Independent Check

Distinguish weak same-context self-checking from a stronger independent verification workflow.

What changes when Priya replaces a same-window self-check with independent verification? Before: the draft checks itself without fresh evidence. After: the checker is separated from the draft and tied to sources. The checker no longer relies on the same draft context, reducing the chance that the same assumption gets repeated. High-impact claims are verified against source documents, so confidence follows evidence rather than the model's reassurance. Calculations and citations are checked outside the prose, which catches errors that polished language can hide. Unresolved claims are labeled before sharing, preserving calibrated confidence for the procurement decision. Separate the maker from the…

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