Post

Every time an agent explores your code base it builds up its own mental model of how the code works, and then throws that model away when the session ends. Code walkthroughs turn that model it into a step-by-step guide to bring you up to speed on any part of the system.

You can verify any task on the atelier.dev kanban board and it will automatically build a walkthrough of the acceptance criteria grounded in deep links back into the code that it wrote.

Atelier walkthroughs can use the Chrome MCP in Claude Code to build UI walkthroughs with live screenshots of the app. Grounding the walkthrough in execution exposes gaps in the implementation that you wouldn’t catch with code review.