Therapy Homework Adherence Review Agent

Between-session exercises often go untracked, so the next session starts without knowing what happened. Before each session, this agent reads the client's task log or notes, the assignment given last time and any messages the client sent. It flags low adherence and looks for obstacles in the client's own words, such as no time, anxiety or confusion about the task. It proposes a simpler or different task and drafts a summary for the clinician. After the next session it checks whether the change helped. The clinician approves any task change. Edge case: a client logs nothing but writes that the exercise made them feel worse, so the agent flags clinician review rather than suggesting an easier task.