Evaluation, Testing & Optimization·Task 4.4·Bloom: apply·Difficulty 3/5·8 min read·Updated 2026-07-14

Selecting the Correct Fix for Model Mismatch

Diagnose system issues (prompt failure, hallucinations, model mismatch)

SUBy Solomon UdohReviewed by Solomon UdohAI-assisted · human-reviewed
In short
Model mismatch occurs when the chosen model tier is wrong for the task complexity, or a model was swapped without re-evaluation. The fix is model selection gated by an eval run, not a prompt adjustment. Swapping models without re-running the eval suite risks silently reintroducing a previously-fixed failure class. Each failure class, prompt failure, hallucination, and model mismatch, maps to a distinct fix category: a prompt edit, a grounding mechanism, or an eval-gated model change.

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