{"schemaVersion":1,"target":{"type":"reading","id":"314f1f71f20287d72014d561734abc8fcbe04eee1517efc5e745021294a04fc5","revision":"fb2bd806-c375-47b6-89b8-8ed7a21e1800","revisionKind":"publication-id","title":"arXiv: MemSteer turns user histories into supervision for agent memory optimization","url":"https://escapemeridian.com/readings/arxiv-memsteer-turns-user-histories-into-supervision-for-agent-314f1f71"},"source":{"type":"source","id":"https://arxiv.org/abs/2610.39276","revision":"604fa51748d16891168c43e4fda87334992e03efad917747bf97c42ddf275e61","revisionKind":"sha256-source-text","title":"MemSteer: Turning User Histories into Supervision for Agent Memory Optimization","url":"https://arxiv.org/abs/2610.39276"},"status":"available","items":[],"next":null,"scope":"Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter."}