Unverified50% confidenceFactExact time
The Evidence Plane allocates evidence budgets according to query needs, including distributing bounded evidence budgets among complementary evidence packets, allowing limited additional support, and rendering retained assertions into answer-ready context.
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10/19/2026
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Related Claims
UnverifiedUsing labor cost as an upper bound on the expenditure for acquiring evidence is a reasonable engineering approximation that reduces the hard-to-compute optimal stopping problem to a budget-constrained problem.69% similarUnverifiedInjection within Loreflow's evidence budget can still influence the answer within its 1000 code points; the budget limits the blast radius, and output validation is the next layer.69% similarUnverifiedA more complete approach is to add a minimum expected information gain threshold, implementing a two-way gate that neither exceeds the budget nor requires evidence to be genuinely useful.68% similarUnverifiedThe article offers the key lesson of the fan-out pattern: the width of the fan-out must match the verification budget, otherwise throughput merely shifts uncertainty from upstream to downstream.67% similarUnverifiedIn budget-constrained scenarios, sampling a single model multiple times and then voting is more cost- and time-efficient than building a complex multi-agent debate framework.66% similar
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