Infrastructure as Code manages desired state. Agents as Code asks a harder question: can we manage desired behavior the same way?
Scaling AI agents from pilots to production requires more than better models. It demands defined roles, control planes, runtime governance, and clear ownership across your infrastructure.
Chatbots introduced AI to the public. But the more important shift is happening elsewhere: AI is becoming part of software itself, integrated into the workflows where decisions are made and work gets done.
Model Context Protocol helps enterprises integrate AI with databases, APIs, and internal tools safely, using governed connectors that limit hallucinations, prompt injection, and data exposure.
Shadow AI is initiative moving faster than governance, and that is predictable.