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Blog

Thoughts on developer learning, knowledge management, and building RepoOcto.

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.

Feature2026-03-184 min

The XP Marketplace: turning knowledge into AI tool credits

We built a system where learning your codebase literally pays for your AI tools. Here's the economics behind it.

Engineering2026-03-107 min

Spaced repetition for engineers: the science behind SM-2

The algorithm that makes med students remember anatomy works just as well for API contracts and design patterns.

Enterprise2026-02-286 min

Bus factor is a people problem. We made it a data problem.

When one engineer quits and takes all the context with them, it's because no one was tracking knowledge distribution.

More posts coming soon. Follow us on X for updates.