EP249: Mem-π Adaptive Memory

Title: Mem-π: Adaptive Memory through Learning When and What to GenerateSource: http://arxiv.org/abs/2605.21463v1Summary:Mem-π presents a foundational shift in agent memory architectures by replacing static similarity-based retrieval with a dedicated generative model that produces context-specific guidance. This framework enables agents to dynamically adapt their memory usage, leading to substantial improvements in complex reasoning and long-horizon task execution.