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LLM-APP-DESIGN5 MIN READ

Designing an Eval-Ready Output

Build an output design that can be evaluated

The assistant writes beautiful account plans, but every sales manager scores them differently. An eval-ready design defines artifact, rubric, examples, and launch threshold before tuning. The common trap is jumping from model capability to UI pattern without naming evidence, constraints, and recovery behavior. Define target artifact Name sections: account context, risk drivers, source evidence, next step. Without a target, evaluators judge different products. Write rubric Score groundedness, usefulness, completeness, and actionability with examples. A rubric turns good answer into observable criteria. Collect edge cases Include stale CRM data, missing notes, ambiguous committee, noisy transcript. Edge cases test real work. Set…

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