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Tim Mullins

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Staff Machine Learning Engineer Greenlight Financial Technology

Tim Mullins is a Staff Machine Learning Engineer at Greenlight, where he leads efforts on the full lifecycle of their ML implementations including development, deployment, and operations of ML and GenAI applications. Prior to Greenlight, Tim built a strong foundation in Data Science and Data Engineering at Cardlytics, implementing ML solutions, designing data pipelines, and building enterprise data warehouses. He holds an MS in Computer Science (Machine Learning) from Georgia Tech and a BS in Information Systems from Kennesaw State University.

Bio from: Data + AI Summit 2025

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Evolving Agent Complexity: Building Multi-Agent Systems With Mosaic AI
talk
with Shanduojiao Jiang (Greenlight Financial Technology) , Tim Mullins (Greenlight Financial Technology)

This session dives into building multi-agent systems on the Mosaic AI Platform, exploring the techniques, architectures and lessons learned from experiences building Greenlight’s real-world agent applications. This presentation is well suited for executives, product managers and engineers alike, breaking down AI Agents into easy-to-understand concepts, while presenting an architecture for building complex systems. We’ll examine the core components of generative AI Agents and different ways to assemble them into agents, including different prompting and reasoning techniques. We’ll cover how the Mosaic AI Platform has enabled our small team to build, deploy and monitor our AI Agents, touching on vector search, feature and model serving endpoints, and the evaluation framework. Finally, we’ll discuss the pros and cons of building a multi-agent system consisting of specialized agents vs. a single large agent for Greenlight’s AI Assistant, and the challenges we encountered.