EP279: Ending AI amnesia with strategy cards

Title: ConMem: Structured Memory-Guided Adaptation in Training-Free Multi-Agent SystemsSource: http://arxiv.org/abs/2606.08702v1Summary:ConMem establishes a novel framework for multi-agent adaptation using relation-aware memory graphs to distill and coordinate reusable strategies from historical trajectories. It represents a foundational advancement in agentic reasoning loops by enabling robust, training-free adaptation with significantly reduced planning overhead.