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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.

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Cool project! I caught most of the demo at FoC the other day, happy to stumble across your bluesky :)

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.

Anything can be a walkthrough. It's just a views: walkthrough entry in the Markdown front matter and then every ## Subheading becomes its own step