Vaibhav Jain

Building Trust in an AI Agent When Stakes Get Real

Building an agent can be done quickly. Building an agent that holds up in production, under time pressure, with operational reliability – now, that’s the hard part. In this talk, an AI researcher from Millennium will explain a practical engineering playbook for deploying agents into high-stakes buy-side workflows: research, monitoring, operations, and reporting processes. This talk will go beyond buzzwords to show how to build a production-grade agent: composing proven patterns (with tool-chaining, reflection, human-in-the-loop, and selective multi-agent design) into systems that are constrained, observable and governable. This session will highlight the failure modes that tutorials omit, and the design decisions that prevent them.