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Choose the result you need: a probability, one choice, or a graded score. Then decide how your application will use it. A well-formed result can still be wrong.

Example: a conditional refund

A customer asks you to check an order and refund it only if it has not shipped. Both lookup and refund tools may be relevant, so ask a separate yes/no question about each. Use a single choice to pick one model for the analysis, or a graded score to assess the severity of a risk. Even if JEV recommends a refund, verify the order facts and execution permissions. Distinguish the business input, the recommendation and what actually happened.

Three question types

A SystemOneRequest contains shared state and questions keyed by ID. Put business evidence in the state and decision criteria in the questions. Keep gold labels and implicit authorization out of the input. When multiple candidates can apply, evaluate each independently instead of asking a mutually exclusive Choice question.

Review outcomes and execution decisions

JevJudge aggregates Noul conditions into PASS, FAIL, INCONCLUSIVE or ERROR. Use it when every condition must hold. For an expected value of false, the probability of satisfying the condition is 1-p. Definitions and thresholds JevExecution.Decision reports whether a component produced a usable recommendation: DECIDED, INCONCLUSIVE, ERROR, CANCELLED or SKIPPED. DECIDED alone says nothing about task success or content approval; read the component result. Modes and budgets JevMetricResult separates status, classification label, score and nullable passed. A classification metric without a pass policy need not produce PASS/FAIL. Trace metrics

Preserve uncertainty

Low confidence, an explicit rejection and a failed request are different outcomes. Tool selection may restore the original candidates, a guard may deny a protected call, and a retrospective evaluation may record an error or abstention. A missing decision is not permission to proceed. Calibrate probabilities and confidence for your use case. A text model’s self-reported probability is not measured accuracy. See Evaluate your Harness.

Start with one decision

Follow the client example to submit a reply claiming a refund is complete alongside a record showing none was initiated. Read the Noul probability, then add thresholds and outcome handling with conditional reviews. The runnable JevApplicationScenarios judge uses preset values to exercise PASS, FAIL and INCONCLUSIVE branches; it does not measure model accuracy.