Shifu is a tool for engineers that brings relevant context from meetings, coding sessions, and work files into AI coding agents. It surfaces decisions, agreements, trade-offs, and conflicts related to a task, helping users work from information already shared by their team rather than repeatedly explaining the background. Users can connect a source and ask Shifu to retrieve context for coding, writing, debugging, or reviewing. Its features include identifying conflicts with earlier agreements or work underway elsewhere, preserving reasoning and open questions for handoffs, and carrying task context between coding agents. Shifu also describes capabilities for tracking work against goals, gathering examples for performance reviews, retaining permitted work history for a future role, and using work examples to assess job openings and prepare applications and interviews. Slack integration is listed as coming soon.