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How should evaluation distinguish a justified action from an unsupported guess?

Evaluation should connect each consequential handover decision to available evidence and recognise when requesting clarification is the correct response to an unresolved operational question.

A model can reach a plausible outcome for the wrong reason. Evaluating only the final queue or status misses whether the decision was supported by the records available at that point. A useful assessment therefore examines the evidence behind consequential choices.

In an insurance handover, the agent may need to decide whether an assessor's report resolves a disputed repair scope. If the report addresses only part of the damage, accepting the entire scope exceeds the evidence. Requesting a targeted clarification can be the correct action even though it leaves the case unresolved.

A buyer can define criteria for evidence sufficiency, unsupported inference and appropriate clarification. The evaluator should distinguish a focused request that unlocks progress from a generic refusal to act. It should also recognise when the supplied evidence is already sufficient and further questioning merely delays the workflow.

A MirrorFirm task pack could include generated cases with different evidence gaps and reviewer explanations of why each gap matters. This supports evaluation of decision discipline, including useful abstention, without equating confidence or immediate completion with good business behaviour.

Reward justified progress while detecting confident decisions that exceed the available evidence.

Audience:
Model labs
Content type:
Explanation
Buyer question:
How to evaluate it

Content release: r-a220eb6e099b243b

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