Session
Route to Success: Scalable Routing Agents With Databricks and DSPy
Overview
Experience | In Person |
---|---|
Type | Lightning Talk |
Track | Artificial Intelligence |
Industry | Enterprise Technology, Professional Services |
Technologies | MLFlow, DSPy, Mosaic AI |
Skill Level | Intermediate |
Duration | 20 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