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Governing the Edge, a multi-agent framework for that layer, organized around a data-residency constraint: sensitive submission data must not leave the perimeter, is presented, organized around a data-residency constraint.
PaR stays on the observed cost-accuracy frontier, matches a sink-frontier heuristic in accuracy at comparable cost and a faithful FrugalGPT cascade at lower cost, and cuts cost 44% against all-frontier routing while giving up 2.9 points of accuracy.
ChurnBench is presented, an open-source benchmark that generates a four-source enterprise data fabric as a timeline rather than a snapshot, and it is found that when a system refreshes on a schedule, cache age does not predict staleness.
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