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Technology & AIAug 14, 2026

Split the Labor: Separating Evidence Interpretation from Decision Aggregation

Systems that ask a language model to reach a conclusion from many sources usually concatenate them into one prompt.

Systems that ask a language model to reach a conclusion from many sources usually concatenate them into one prompt. This conflates two operations with different requirements. Interpreting a source rewards capacity and context. Combining interpretations rewards fixed arithmetic,…

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