A just-in-time memory system for AI agents that combines self-editing bi-temporal memory, temporal graph reasoning, and an iterative Plan → Search → Integrate → Reflect loop for evidence-grounded answers. It fuses BM25, dense and graph retrieval with robust ranking and provenance so long-running agents stay accurate as facts change.