Artificial intelligence may assist human decision-making, but responsibility always remains with humans.
Authority cannot be automated.
— Richard K. Marshall
I build things that work and fix things that don't.
Visibility
We can see where and how AI is being used, what it is producing, and how it is influencing decisions and outputs.
Boundaries & Accountability
Clear human ownership, escalation paths, and documented limits on what AI is permitted to do without review.
Oversight & Improvement
Regular, evidence-based reflection on performance, risks, and adjustments — not one-time compliance theater.