EP247: PEEK Cures AI Goldfish Memory

Title: PEEK: Context Map as an Orientation Cache for Long-Context LLM AgentsSource: http://arxiv.org/abs/2605.19932v1Summary:This work introduces 'context maps' as a novel architectural primitive for long-context agents, enabling them to cache and maintain structured orientation knowledge about recurring external datasets. By implementing a programmable cache policy for distilling and translating inference-time signals, it significantly improves efficiency and accuracy across multi-turn reasoning workloads.