Ream gives agents and researchers a shared view of each other's work

A user study with 18 researchers tested Ream, a system that lets a human and an agent each see what the other is focused on during knowledge work. The agent could observe the human's reading and note-taking. The human could see the agent's current focus and progress. Both sides adjusted their behavior based on that shared view. The study is peer-reviewed and offers direct evidence for how bidirectional awareness changes the rhythm of collaboration. Humans changed how they delegated and interrupted the agent once they could see its working state. The agent shaped its actions around signals it read from the human's activity. This departs from the more common pattern where the human sets a task and the agent reports back at the end. For product teams, the design implication is that the interface needs to surface two feeds, not one. A human needs to read the agent's current focus. The agent needs a reliable signal of the human's activity. Building only the outbound channel, where the agent reports to the human, leaves half the collaboration blind.