Product2026-03-255 min
Why AI-generated quizzes beat documentation for codebase learning
Documentation gets stale. Quizzes adapt. Here's why active recall on your actual code patterns beats passive reading every time.
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Thoughts on developer learning, knowledge management, and building RepoOcto.
Documentation gets stale. Quizzes adapt. Here's why active recall on your actual code patterns beats passive reading every time.
We built a system where learning your codebase literally pays for your AI tools. Here's the economics behind it.
The algorithm that makes med students remember anatomy works just as well for API contracts and design patterns.
When one engineer quits and takes all the context with them, it's because no one was tracking knowledge distribution.
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