AIBullisharXiv – CS AI · Mar 116/10
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PRECEPT: Planning Resilience via Experience, Context Engineering & Probing Trajectories A Unified Framework for Test-Time Adaptation with Compositional Rule Learning and Pareto-Guided Prompt Evolution
Researchers introduce PRECEPT, a new framework for AI language model agents that improves knowledge retrieval and adaptation through structured rule learning and conflict-aware memory systems. The framework shows significant performance improvements over existing methods, with 41% better first-try accuracy and enhanced compositional reasoning capabilities.