Building the Agentic Technology Stack for Enterprises

This technical report focuses on the architectural considerations for enterprises as they integrate AI systems into their operations. It addresses the widening AI velocity gap, which is the disparity between the rapid evolution of AI capabilities and the slower adaptation of core operational architectures. The document outlines how enterprises can design operations that allow AI systems to act autonomously within workflows. Key concepts discussed include vertical and horizontal agents, agent networks, and context engineering. The report presents a structured approach to embedding intelligence as a distinct architectural layer, emphasizing the importance of maintaining operational integrity while innovating at AI speed. It also provides a practical playbook for enterprises, guiding them from readiness assessments to the deployment of reliable and scalable agents. The report concludes by highlighting the collaborative power of vertical and horizontal agents in executing complex business processes, thus paving the way for a modern operations architecture that supports agent-first execution.