Refining the Agent Using Observability › Refining the Agent Using Observability

Michael BrenndoerferAugust 10, 20251 min read
AI Agent HandbookAll chapters
Part 12 of 15Observability and Debugging - Peering Inside the Agent
Chapter 35Refining the Agent Using Observability › Refining the Agent Using Observability
Reading section 1 of 11 · Refining the Agent Using Observability · 1 minSection 1 of 11 · 1 min

Book contents

Section 1 of 11 · 1 min read

Refining the Agent Using Observability › Refining the Agent Using ObservabilityOne section · Sections in this chapter1 / 11 ↓

In the previous sections, we added logs to our assistant and learned how to debug its behavior when things go wrong. But observability isn't just for finding bugs. It's also a powerful tool for making your agent better over time.

Think of it this way: when you watch someone learn a new skill, you notice patterns. Maybe they always stumble on the same step, or they've developed a habit that works but could be more efficient. The same applies to your AI agent. By regularly reviewing its logs, you can spot patterns that reveal opportunities for improvement.

Let's explore how to use observability to continuously refine your assistant, making it smarter and more reliable with each iteration.