
The boundary is where experimentation turns into dependency. As long as you’re prototyping, generative freedom is fine. But once customers rely on the output, unpredictability becomes risk.
On the record
How Risk Topology Shapes AI System Design
Involve.me CEO Vlad Gozman identifies the AI agent not as a builder, but as an orchestrator within a predefined system of components.
InterviewNo. 84
Vlad Gozman on Incentive Design and AI Discipline







