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# Adaptive Consistency Graph

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  1. arXiv

    ACG lifts long-horizon agent success from 44.5% to 50.2%, with an 11.1-point gain on BrowseComp-Plus

    The work introduces the Adaptive Consistency Graph (ACG), which incrementally organizes execution evidence and its provenance into a persistent graph and builds a temporary requirement-centered view for each decision under a bounded context budget, raising GPT-5.6-luna's equal-weight average success across three benchmarks from 44.5% with ReAct to 50.2% and BrowseComp-Plus from 62.4% to 73.5%, without replacing the base planner or tool executor.

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