Your team is experimenting with AI. Leadership is still stuck in the same review loops, repeated decisions, and manual handoffs that existed before any of it arrived.

That's not an AI problem. That's a leverage problem.

🏛️ Built multi-million dollar AI and HPC infrastructure for data environments with various degrees of sensitivity and privacy requirements.
💡 Nearly two decades applying systems thinking and strategic planning across research computing, secure cloud, and complex operating environments.
🧠 Led teams delivering AI-assisted data pipelines integrating large-scale data lakes with enterprise systems in research environments.

📘 Author of Metal by Tutorials, an authority book on GPU programming for Apple platforms.