Two labs shipped agent memory frameworks in June 2026. They disagree on one thing

Microsoft and LangChain both shipped agent memory frameworks in June 2026. Both aim at the same wall. An agent that has to be re-fed its whole history gets slower and dumber as the task grows. Both cu