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CONTRIBUTING.md

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+# Contributing to OmniCoreX
+
+Thank you for your interest in contributing to OmniCoreX! Your contributions help us improve and evolve the ultimate AI brain.
+
+## How Can You Contribute?
+
+### Reporting Issues
+- If you encounter bugs, inconsistencies, or have feature requests, please open an issue on GitHub with a clear description and steps to reproduce if applicable.
+- Use descriptive titles and provide context to help us understand the problem better.
+
+### Suggesting Enhancements
+- Propose improvements by opening a feature request issue.
+- Discuss your ideas with the community before implementation if significant changes are involved.
+
+### Submitting Code Contributions
+- Fork the repository and create your branch from `main`.
+- Ensure your code adheres to the existing coding style and is well-documented.
+- Write tests for new features or bug fixes to maintain code quality.
+- Keep your commits focused and descriptive.
+- Submit a pull request detailing your changes and the motivation behind them.
+
+### Documentation Improvements
+- Help us keep the documentation clear and comprehensive by fixing typos, improving explanations, or adding examples.
+- Documentation updates follow the same contribution process as code.
+
+## Code Standards and Guidelines
+
+- Follow PEP 8 for Python code style.
+- Write clean, readable, and maintainable code.
+- Include inline comments where necessary to explain complex logic.
+- Ensure new features do not break existing functionality; run all tests before submitting.
+
+## Testing
+
+- Run all existing tests and add new tests for your changes if applicable.
+- Use `unittest` or the testing framework used in the project.
+- Ensure tests pass locally before submitting.
+
+## Review Process
+
+- All pull requests are reviewed by the maintainers.
+- Feedback may be provided and changes requested.
+- Be responsive and collaborative to suggestions and improvements.
+
+## Code of Conduct
+
+- Please respect all community members.
+- Maintain a welcoming and inclusive environment.
+- Report any unacceptable behavior directly to the maintainers.
+
+## Contact
+
+If you have any questions or need guidance on contributing, feel free to reach out via GitHub Discussions or contact us at support@omnicorex.ai.
+
+---
+
+Together, let's make OmniCoreX the most advanced and impactful AI system ever created!
+
+Thank you for contributing!
+