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Scaling OSS Documentation with AI

Scaling OSS Documentation with AI

A session diving into how I utilized AI to streamline and automate the documentation process

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Bethany Jepchumba

August 16, 2025
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  1. Goal Clear, accurate, and up-to-date documentation struggles maintaining robust documentation

    at scale is often resource-intensive, manual, and challenging
  2. Scenario A ton of empty doc pages with some understanding

    of the codebase, how could we make it to 100%
  3. Goal Clear, accurate, and up-to-date documentation struggles One maintainer Widely

    used across presentations Not enough technical depth on the project
  4. Prompty a language agnostic asset class for creating prompts and

    managing the responses. https://aka.ms/prompty
  5. Goal Streamlined and well-maintained repo management workflow struggles One maintainer

    Widely used across presentations Not enough technical depth on the project
  6. Scenario Okay, what about scale? How do we ensure the

    docs are reusable by our audience?
  7. Goal Localized and accessible docs struggles Over 15k downloads Used

    globally by people from all over the globe.
  8. automate translating Markdown files and images containing embedded text into

    multiple languages https://github.com/Azure/co-op-translator