Staging environment
Free Lesson

Reliable RAG Agents: Intent-Driven Failure Detection

Part of Building Production AI Systems

60 min
Oct 1, 2025 2:00 PM
Virtual (Zoom)

In this video

What you'll learn

Identify Intent-Based Tool Call Failure Patterns

Learn to cluster user intents and analyze failure rates to pinpoint which user goals cause issues.

Build Monitoring Systems for Agent Reliability

Set up automated tracking to detect when tools fail for specific intent categories in production.

Use Failure Data to Optimize Agent Performance

Apply intent-failure insights to improve tool selection and boost user retention metrics.

Why this topic matters

Agent failures cost companies millions in lost users and revenue. Most teams debug reactively, missing systematic patterns. This lesson teaches you to proactively identify which user intents break your agents, build monitoring that catches issues before users churn, and use data-driven insights to prioritize fixes that maximize business impact.

You'll learn from

Jason Liu

Jason Liu

Consultant at the intersection of Information Retrieval and AI

Ben Hylak

Ben Hylak

Co-Founder, Raindrop

worked with

Raindrop
Stitch Fix
Meta
University of Waterloo
New York University
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