HGP:An on-device personalized agent memory via hybrid graph storage.

arXiv:2610.10071v1 Announce Type: new Abstract: LLM-based agents face challenges in personalized interactive tasks due to heterogeneous, multi-typed, and implicitly constrained long-term traces. Existing memory mechanisms struggle with accurate routing and ret