Contribute

These principles are living documents that evolve with the enterprise AI landscape. They improve through real-world implementation, community feedback, and collective wisdom.

How to Contribute

Share Your Experience

• Implementation stories - How you applied these principles
• Failure cases - Where the principles fell short or needed adaptation
• Success patterns - Specific techniques that worked in your environment
• Industry context - Sector-specific considerations (healthcare, finance, etc.)

Improve the Content

• Clarity - Make complex concepts more accessible
• Examples - Add concrete implementation examples
• Links - Suggest better resources or updated protocol specifications
• Structure - Improve organization or flow

Extend the Framework

• New principles - Propose additional principles for enterprise AI
• Sub-principles - Break down existing principles into actionable sub-components
• Diagrams - Visual representations of concepts
• Tools - Reference implementations or assessment frameworks

Contribution Methods

GitHub Issues

For discussions, questions, and suggestions:

• Report issues
• Propose improvements
• Share implementation experiences

Pull Requests

For direct content improvements:

• Fork the repository
• Make your changes
• Submit a pull request with context

Email

For sensitive or detailed feedback: Contact directly

Contribution Guidelines

Quality over quantity - Thoughtful, experience-based contributions are most valuable

Practical focus - Prioritize real-world applicability over theoretical perfection

Open spirit - Contributions should maintain the open, shareable nature of these principles

Attribution - Significant contributors will be acknowledged

What We’re Looking For

• Battle-tested insights from production implementations
• Anti-patterns and failure modes you’ve observed
• Integration challenges between principles
• Measurement approaches for principle adherence
• Cultural change strategies for principle adoption

Recognition

Contributors who significantly improve these principles will be:

• Acknowledged in the contributor section
• Credited in commit history
• Invited to co-author future versions

The best principles emerge from collective experience. Your contributions make these principles more valuable for everyone building enterprise AI systems.