Separate few-shot teaching cases from held-out evaluation cases and misleading prompt noise.
Aisha is improving invoice-email routing. Sort the case cards by how they should be used. Use in few-shot prompt Hold out for eval Remove from set Clean boundary example few-shot-example Rare high-value edge case held-out-eval Stale policy case remove-noise Common confusion pair Representative normal case Untrusted historical label Few-shot and eval separation Protected the prompt from example leakage. Teaching cases help the model learn; eval cases prove whether learning generalized.
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