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Scaling OSS Documentation with AI
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Bethany Jepchumba
August 16, 2025
Technology
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58
Scaling OSS Documentation with AI
A session diving into how I utilized AI to streamline and automate the documentation process
Bethany Jepchumba
August 16, 2025
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Transcript
None
Twitter: @bethanyjep Scaling Open-Source documentation with AI
Twitter: @bethanyjep Bethany, Jepchumba Cloud Advocate, Microsoft Scaling Open-Source documentation
with AI
Agenda LLMs as a Service Agents as a Service Scalability
as a Service
What’s harder; writing great code, or writing great documentation?
Goal Clear, accurate, and up-to-date documentation struggles maintaining robust documentation
at scale is often resource-intensive, manual, and challenging
Where does AI come in?
None
LLMs as a Service
Scenario A ton of empty doc pages with some understanding
of the codebase, how could we make it to 100%
Goal Clear, accurate, and up-to-date documentation struggles One maintainer Widely
used across presentations Not enough technical depth on the project
Prompty a language agnostic asset class for creating prompts and
managing the responses. https://aka.ms/prompty
Agents as a Service
Scenario Docs are now complete; how do we streamline management
of the repo?
Goal Streamlined and well-maintained repo management workflow struggles One maintainer
Widely used across presentations Not enough technical depth on the project
None
None
Scalability as a Service
Scenario Okay, what about scale? How do we ensure the
docs are reusable by our audience?
Goal Localized and accessible docs struggles Over 15k downloads Used
globally by people from all over the globe.
automate translating Markdown files and images containing embedded text into
multiple languages https://github.com/Azure/co-op-translator
THANK YOU! @bethanyjep
THANK YOU! Twitter: @bethanyjep
Colours Typography #04FF00 #8C5BFE #FFDA00 #FF0000 #FF9D00 Google Sans #FFFFFF
#1E1E1E