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
Consultant at the intersection of Information Retrieval and AI
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Ben Hylak
Co-Founder, Raindrop
worked with
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