Agency
agents · reasoning · planning
Agency · Agent memory
Dedicated memory for AI agents often underperforms simple retrieval, study reports
A large-scale evaluation suggests that the way memory systems reorganise an agent's history can hide evidence, a cost the authors call memory tax.
arXiv preprint · 25 October 2026
Agency · Agent memory
Benchmark finds AI agents remember conversations but struggle to infer user habits
A test built on hundreds of synthetic sessions finds the best agent memory method answering only about a third of habit questions correctly.
arXiv preprint · 20 October 2026