Your agent doesn't need more memory. It needs a better recall policy.
My @aiDotEngineer World's Fair talk: why memory is pure overhead until state evicts & how relevance ranking (not gating) leads to best performance on long-horizon tasks. All local with models like DeepSeekV2 on my M3 Ultra machine.
🎥 https://www.youtube.com/live/4sX_He5c4sI?t=10238s
11:09 AM · Jul 2, 2026 · 25 Views