Codebase Fluency & Architecture Spoken Coaching

Writing the code is only half the job. Practice explaining your actual GitHub repository design decisions out loud with a supportive, patient AI mentor.

Zero-Judgment Safe Space

No strict timers, no failing grades. Practice speaking through your system architecture at your own pace without presentation panic or fear of judgment.

Grounded in Your Actual GitHub Codebase

The coach scans your repository tree, manifests, and source files to ask relevant questions about your actual database choices, state management, and API design.

Interactive Tradeoff Walkthroughs

Explore alternative architectural patterns live in a 1-on-1 voice conversation. Compare SQL vs NoSQL, REST vs WebSockets, or client vs server rendering.