Amit Nandi

VP Solutions & Data Architect Barclays Corporate & Investment Bank

Conference Day One - October 27, 2025

3:30 PM KEYNOTE: Operationalizing AI: Infrastructure to Agents—Unlocking Business Value at Scale

As enterprises accelerate AI adoption, the journey from experimentation to scalable production remains complex. Traditional MLOps stacks, originally built for model-centric workflows, are now being pushed to their limits by innovations such as LLMs, RAG, and autonomous AI agents—prompting a necessary shift in how we operationalize AI. 

 This session explores how sustainable business value can be unlocked by orchestrating five interconnected dimensions: Infrastructure, Data, Code, Models, and—with the rise of Agentic AI—the Human/AI experience. These domains often fall under siloed ownership, leading to friction and delays in deploying robust AI systems at scale. 

We’ll discuss the evolution from MLOps to LLMOps—and AgentOps—and present strategies for aligning technical execution with business goals. Topics will include: 

  • Aligning infrastructure, data, code, models, and human/AI experience for scalable AI 
  • Bridging the gap between MLOps, LLMOps, and emerging AgentOps practices 
  • Continuous validation and governance in real-world AI deployments 
  • Enabling collaboration across technical and business teams 
  • Preparing for the future of multi-agent intelligence and human-in-the-loop systems


Check out the incredible speaker line-up to see who will be joining Amit.

Download The Latest Agenda