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Contribute to the Content ​

The AI Harness has two types of content:

  • Technical Guides - deep dives, tutorials, how-tos. For engineers who need to understand how something works and implement it. Examples: caching strategies, agent taxonomy, Google ADK.
  • Thought Leadership Articles - opinions, analysis, strategic perspectives. For leaders who need clarity without the jargon. Examples: shadow AI risk, sovereign AI, AI offense before defense.

If you have a correction, a better code example, a case study, or a new topic worth covering, here is how to contribute:

Quick way: Propose an idea ​

Propose a Technical Guide Propose a Thought Leadership Article

No draft needed - just a strong idea and a sentence on why it matters. We will review and work with you on it.

If you prefer to write it yourself ​

  1. Browse technical guides on GitHub or browse thought leadership articles
  2. To edit - click any .md file, then click the pencil icon to edit
  3. To add new content - click "Add file" - "Create new file", name it your-topic.md, write in Markdown
  4. Submit a pull request - every submission is reviewed before publishing

Technical guides go in docs/guide/. Thought leadership articles go in docs/articles/. All published contributions receive a byline with a link to your profile.

Report an issue ​

Report a Bug or Issue


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The AI Harness is built to make AI systems knowledge accessible - practical, and community-tested.

Built from real deployments. Not theory.