Memory beats full context on LongMemEval — and the wins we don't get

A common objection to agent memory is that you don't need it: context windows are huge now, so just put the whole history in the prompt. We wanted a real answer, not a vibe, so we ran two public long-term-memory benchmarks against a full-context baseline. Here's what we found — including the case wh