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HOW-LLMS-WORK5 MIN READ

From Prompt Pile to Context Pack

Transform a messy long prompt into a compact context pack that improves inference.

Same budget question, same model. What changed between the messy prompt and the useful answer? finance analyst at a cluttered desk with scattered meeting notes, old draft printouts, multiple chat windows shown as abstract blocks, dim but clean office lighting, no text, words, letters, numerals, logos. Before: a finance analyst works from a cluttered pile of notes, old drafts, and long chat history. The latest CFO constraint is mixed in with stale material. Before: everything pasted at once https://oylytksvdaqzqcpcfhxp.supabase.co/storage/v1/object/public/omie-images/nugget-scenes/b2484b6b-bc5c-49cd-a6ed-cb5a8d9e22db-4.png same finance analyst at an organized desk with one slim source packet, highlighted source tabs shown as colored blocks, focused laptop…

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