The rapid integration of Large Language Models into production environments marks a pivotal shift in software engineering. We are moving beyond the simple prompt-and-response paradigm into a landscape of complex orchestration. Engineering leadership today faces the challenge of transitioning from experimentation to implementation, specifically by leveraging two distinct architectural patterns. AI Workflows and AI Agents…