Two New Approaches to Agent Memory Tackle the Context Bloat Problem

A paper on 'Focus' introduces scoped memory primitives for LLM agents, while open-source project Acontext claims to let agents learn from their own mistakes — both targeting the same fundamental bottleneck in long-running autonomous systems.