arXiv cs.CLPaper
Hindsight Memory-PRM: Supervising Memory Management with Auditable Hindsight Credit
The real problem here is that memory operations in long-horizon agents are invisible until retrieval time, making them hard to supervise. This paper solves it by using the audit trail that already exists: what gets retrieved, what gets cited, what gets deleted. For builders working on agent reliability, this is the kind of signal engineering that moves memory management from heuristic to learned. Test this on your own memory-heavy workflows.