AI Orchestration: Stitching Models, Tools, and Data into Real Systems

Mentor

Dheeraj is an Assistant Vice President at DBS, where he builds and scales enterprise‑grade ML and Generative AI platforms, driving AI transformation across the bank. He works on MLOps/LLMOps, AgenticAI patterns, and production architectures for complex AI applications.

What you'll learn

• What “AI orchestration” means: coordinating models, tools, APIs, and data pipelines into coherent products.
• Reference architectures for GenAI systems in enterprises: request routing, tool orchestration, memory, and governance.
• How to choose between simple calls, workflows, and agent frameworks depending on risk, latency, and complexity.
• Key MLOps/LLMOps concepts for orchestrated systems: environments, versioning, evaluation, and rollout strategies.
• How to reason about cost, reliability, and maintainability when you design AI‑first features.