In this interview from Dell Technologies World 2026, Kevin Johnson, co-founder and chief operating officer of Bud Ecosystem, and Rob Rollinger, head of marketing at Bud Ecosystem, join theCUBE's John Furrier and Dave Vellante to discuss how enterprises are moving beyond fragmented AI tools toward unified, full-stack platforms built for production agentic workloads. Rollinger describes Bud Ecosystem's complete stack — spanning silicon through training, inference and governance to agent orchestration — deployable on Dell AI Foundry on-prem or in the cloud. Johnson explains that the highest-value AI outcomes come not from bolt-on tools but from re-architecting enterprise workflows entirely, with a platform capable of reducing AI infrastructure costs by up to 80%. Both guests frame the enterprise challenge as one of simplification: too many stove-piped tools, too little centralized control. The conversation also explores how legacy systems — HCM, ERP and CRM — were built for querying, not real-time machine intelligence, and how the agentic era is forcing a fundamental rethink of enterprise architecture. Rollinger outlines how leading deployments assign distinct roles across agent layers — orchestrators, quality control agents and gatekeepers — to balance autonomy with accountability. Johnson points to the Bud Ecosystem Enterprise AI Management Platform as a unified control and data plane capable of governing thousands of agents across environments, from large-scale AI factories down to individual Dell Pro Max endpoints, without sacrificing security or compliance. From navigating the economics of distributed hybrid architectures to protecting data as the irreplaceable core of enterprise intelligence, the discussion offers a practical roadmap for organizations ready to move from experimentation to full-scale AI production.