Title: ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting

Source: http://arxiv.org/abs/2605.03804v1

Summary:

ScrapMem introduces a novel on-device memory architecture for agents that employs bio-inspired 'Optical Forgetting' to maintain long-term multimodal context with extreme storage efficiency. It establishes a foundational framework for personalized agentic reasoning on resource-constrained edge devices through structured episodic memory management.