Reduce context load before asking AI to think
Structure prompt context so the model can focus on the task-relevant information rather than sorting through avoidable noise.
A giant prompt can create avoidable confusion. Cognitive load theory reminds us that performance depends not only on the difficulty of the task, but also on how much unnecessary processing the presentation creates. In AI work, the same idea shows up when a model receives a pile of undifferentiated context and has to guess what matters. Task load The real work: deciding, comparing, drafting, extracting, or reasoning from evidence. Useful context The facts, constraints, definitions, and examples the model must use to do the work. Extraneous load Duplicated notes, stale history, unclear instructions, mixed audiences, and buried constraints that force…
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