CI/CD Pipelines for Documentation Publishing
Automate documentation updates through Git-based pipelines.
Malcolm Mensah
Docs As Code — Page 4
ReadTheDocs Configuration and Hosting for Open Source Projects
How to configure Read the Docs for reproducible, auditable documentation builds.
Malcolm Mensah
Choosing a Markup Language for Technical Documentation
Your markup language choice will shape tooling, contributors, and future migrations for years.
Renata Haddad
Software Requirements Specification in Jira and Confluence Workflows
Connect Confluence specs to Jira execution with deliberate structure.
Malcolm Mensah
AI Crawler Behavior on Documentation Sites
Different AI crawlers extract value differently, and blocking one doesn't block them all.
Renata Haddad
What llms.txt Is and Why It Exists
A plain-text file helps AI systems navigate the web more efficiently than traditional crawling.
Renata Haddad
Measuring How Well LLMs Understand Your Documentation
LLMs hallucinate on unfamiliar documentation, and measurement reveals why.
Renata Haddad
Versioned Documentation and LLM Context Accuracy
Stale training data makes AI confident about outdated APIs with no internal warning signal.
Renata Haddad
Structuring Documentation Content for LLM Comprehension
Organize documentation by how LLMs will chunk and retrieve it, not just for human readers.
Renata Haddad
Markdown vs HTML for AI-Readable Documentation
Markdown cuts token costs by up to 87 percent while improving AI parsing accuracy.
Malcolm Mensah
Implementing llms.txt for a Documentation Site
A minimal specification for helping AI agents navigate your documentation efficiently.
Renata Haddad
MCP Server Security for Public Documentation
Unvetted MCP servers expose documentation systems to prompt injection and credential theft.
Malcolm Mensah