Richard Marshall
Neural Network Custodian
Four decades designing and maintaining real-world technical systems.
Human-first systems.
Deliberate limits.
Accountability over automation.
Work
I work at the boundary between intelligent systems and human trust. My focus is not acceleration, but restraint: helping organizations decide where artificial intelligence belongs, where it does not, and what must remain irreplaceably human.
My current work centers on the Marshall AI Governance Readiness Standard, a practical framework for establishing responsible boundaries around artificial intelligence before operational risks appear.
Why This Matters
As systems become more capable, pressure to deploy them faster increases. What is missing is stewardship: judgment, limits, and accountability that preserve human agency instead of eroding it.
Current Focus
Developing practical governance frameworks for organizations adopting artificial intelligence faster than their leadership structures can adapt.
Recent work includes the Marshall AI Governance Readiness Standard, a structured approach for establishing operational boundaries before AI risks appear.
Selected Writing
Essays on governance, restraint, and human responsibility in an age of increasingly capable systems.