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PROMPT-ENGINEERING5 MIN READ

Sort Examples, Tests, and Noise

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 An operations analyst holding two blank invoice folders of different colors, modern finance office with cool white lighting, no writing visible, no text, words, letters, numerals, logos. A clean boundary case that clearly distinguishes invoice status request from payment-dispute request. Clean boundary example few-shot-example https://oylytksvdaqzqcpcfhxp.supabase.co/storage/v1/object/public/omie-images/nugget-scenes/3cba9610-4873-46b1-a46c-09801682aee0-14.png A single unusual blank invoice folder isolated on a dark gray desk with a magnifying glass, no markings, no text, words, letters, numerals, logos. A rare but important edge…

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