Evals, Guardrails, Observability: The New Control Layer for Enterprise AI

Traditional software is designed to behave predictably, but AI systems are probabilistic, with outputs that vary by context, model version, retrieved information, prompt structure, tool availability, and user behavior.As AI becomes embedded in products, engineering workflows, customer operations, and decisionβ¦