Session

Route to Success: Scalable Routing Agents With Databricks and DSPy

Overview

ExperienceIn Person
TypeLightning Talk
TrackArtificial Intelligence
IndustryEnterprise Technology, Professional Services
TechnologiesMLFlow, DSPy, Mosaic AI
Skill LevelIntermediate
Duration20 min

As companies increasingly adopt Generative AI, they're faced with a new challenge: managing multiple AI assistants. What if you could have a single, intuitive interface that automatically directs questions to the best assistant for the task? Join us to discover how to implement a flexible Routing Agent that streamlines working with multiple AI Assistants. We'll show you how to leverage Databricks and DSPy 3.0 to simplify adding this powerful pattern to your system.

 

We'll dive into the essential aspects including:

  • Using DSPy optimizers to maximize correct route selections
  • Optimizing smaller models to reduce latency
  • Creating stateful interactions
  • Designing for growth and adaptability to support tens or hundreds of AI Assistants
  • Ensuring authorized access to AI Assistants
  • Tracking performance in production environments

 

We'll share real-world examples that you can apply today. You'll leave with the knowledge to make your AI system run smoothly and efficiently.

Session Speakers

Luis Moros

/Staff Data Scientist - ML Practice
Databricks