MemDerive: A Diagnostic Benchmark for Agent Memory over Evolving Data.

arXiv:2610.25373v1 Announce Type: cross Abstract: Long-running agents rely on memory of their past interactions for task state, such as what has been completed and which conditions still hold. Such state is usually a derived state. No record states it, and it