Why most AI programs stall
Gemini fails quietly when demos never become durable systems. Notebooks hide latency, cost, and safety risk. Satyakabir designs AI as a product surface: retrieval with access control, agents with approval gates, and evaluation that blocks unsafe releases before users ever see them.
