AI-Native Engineering Is Becoming an Operating Model: Agentic Workflows, Guardrails, and the New Infra Budget
Engineering orgs are moving from experimenting with LLMs to operationalizing agentic systems and AI-native team practices, with new emphasis on workflow design, guardrails, and infrastructure spend.