1023AI · AI Governance Under Pressure
Real-World AI Governance Center
Responsible AI for High-Stakes Human Systems
Responsible AI in the real world cannot be reduced to model cards, abstract principles, or checklists. Safety is a property of the whole deployed system — the model, the people using it, the records it touches, and the institution under pressure around all three. The Center makes that view of governance explorable and testable, with social services and other human-centered systems at the center of the work.
The Center
Six ways in, one discipline: nothing claimed without support.
Field Guide
Understand“What do I need to understand?”
Concepts and mental models: sociotechnical systems, the robustness gap, error propagation, and governing under deployment pressure.
Domain Atlas
Domains“How does this show up in specific domains?”
How AI governance shows up in social services and other high-stakes human systems — with documented real-world case files.
Practice Library
Practice“What can institutions do?”
Actionable governance patterns and institutional controls: what each changes, who can pull it, and what can backfire.
PAN Lab
PAN Lab“What happens if we test this idea under pressure?”
Scenario-based governance stress testing: explore how governance choices reshape error-flow pathways under institutional pressure.
Evidence Registry
Evidence“What supports this claim?”
Every empirical claim on this site, mapped to its sources — academic references and real-world grounding documentation.
Work With 1023AI
Engage“How can we work with 1023AI?”
Advisory and fractional leadership, governance diagnosis, scenario-based stress-testing engagements, talks, and research collaboration.
New here? Start with the Center orientation →
1023AI
Built by a practitioner of safety at scale.
1023AI is Stephen Lieberman's AI safety and alignment practice: two decades of high-consequence work across defense, financial markets, and institutional governance, applied to the question of whether AI safety survives contact with operational reality.
The Center is the public face of that work. The story behind it — background, approach, research, and the 1023 name — lives on the About page.
Stephen Lieberman
AI Safety and Alignment Leadership through 1023AI
Selected organizations
U.S. Department of Veterans Affairs
U.S. Department of Defense
U.S. Department of State
Federal Emergency Management Agency
Naval Postgraduate School
University of Southern California
United States Army
Defense Manpower Data Center
AI in the Room — a community initiative bringing practitioners into the co-design of responsible AI in social services.
Join Us →Start a Confidential Conversation
If your organization is navigating the gap between evaluated safety and real-world resilience, or the human and institutional conditions that determine whether safety holds at scale, reach out. Every engagement is shaped by the specific organization, its specific challenges, and the specific sociotechnical system it is operating within.
Safety at scale. That is what I do.