Comment by _exvi

To answer your first question, I have to say no. agentic memory benchmarks do not reflect the nuances and difficulties that real agents encounter in real workflows. We hope there are better more practical benchmarks being developed. Second question I assume by LLM you mean AI agents; if that is the case, yes, the whole agentic work experience is different when you have an active memory agent to rely on.