Research Deep-Dive · XiaoHu Explains
Meta AI proposes a proactive memory agent: teaching agents to "only speak up when it matters," lifting Terminal-Bench accuracy by 8.3 points
The paper says the code is open-sourced — but the repo turns out to be empty, with not a single commit ever pushed.
1 What it is · Why it's worth reading
What Meta AI just released
Meta AI's research team published a paper on arXiv on July 9, 2026, proposing that agents executing long-horizon tasks be paired with a "proactive memory agent" whose sole job is deciding when to speak up and when to stay silent.
Primary source and reference
- arXiv · Meta AI Original publisher