Building Reliable AI Workflows: From Experimentation to Engineering Excellence AI development often begins with simple trial and erro but as ambitions grow, this ad hoc approach quickly reveals its limitations in reliability and repeatability. A robust solution emerges through a... agentic primitives AI workflows APM CI/CD automation context engineering GitHub Copilot prompt engineering