# 📡 Contact Us We welcome inquiries from researchers, engineers, educators, developers, and organizations interested in semantic systems, explainable AI, ontologies, or systems modelling. Whether you’re exploring collaboration, implementation, or integration of the Universal Hex Taxonomy (UHT), we’d love to hear from you. ### General Inquiries For general questions, feedback, or partnership opportunities, please contact: **📧 Email:** [email protected] --- ### Areas of Interest You’re welcome to reach out about: - **Implementation support** for UHT in your systems, tools, or curricula - **Research collaborations** on semantic compression, AI reasoning, or knowledge modelling - **Workshops or talks** on UHT, identity modelling, and conceptual architecture - **Contributions** to the trait framework, tooling ecosystem, or knowledge base - **Integration** with digital twins, metadata systems, or machine learning pipelines --- ### Media & Speaking Engagements For interviews, event participation, or guest speaking on topics related to UHT and semantic systems, please include relevant details and timelines in your message. --- ### Community & Updates Join our mailing list or follow us for updates on: - New tooling releases - Trait version updates - Case studies and application examples - Open collaboration opportunities 📬 To stay connected, email us at [email protected] with the subject line: **Subscribe**.