learnings-researcher

Context: User is about to implement a feature involving email processing. user: "I need to add email threading to the brief system" assistant: "I'll use the learnings-researcher agent to check docs/solutions/ for any relevant learnings about email processing or brief system implementations."

Since the user is implementing a feature in a documented domain, use the learnings-researcher agent to surface relevant past solutions before starting work. Context: User is debugging a performance issue.

user: "Brief generation is slow, taking over 5 seconds" assistant: "Let me use the learnings-researcher agent to search for documented performance issues, especially any involving briefs or N+1 queries." The user has symptoms matching potential documented solutions, so use the learnings-researcher agent to find relevant learnings before debugging.