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How to Evaluate AI Agents in Practice Using the 3-Tier Testing Pyramid

Google Cloud Tech via YouTube

Overview

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Learn practical techniques for evaluating AI agents using Google's Agent Development Kit (ADK) through a comprehensive 11-minute video tutorial. Explore the 3-Tier Testing Pyramid framework that structures agent evaluation into component level unit tests, trajectory level integration tests, and end-to-end human review processes. Discover how to implement reliable, automated testing procedures that ensure your AI agents perform effectively in real-world scenarios. Follow along with hands-on demonstrations showing the ADK in action, covering everything from basic component testing to complex integration scenarios. Master the essential skills needed to design robust evaluation systems that validate agent behavior and maintain quality standards throughout development and deployment.

Syllabus

- Introduction to practical agent evaluation
- The 3-tier testing pyramid explained
- Tier 1: Component level unit tests
- Tier 2: Trajectory level integration tests
- Tier 3: End to end human review
- Agent Development Kit ADK in action
- [Demo] The 3-tier testing pyramid
- Summary and next steps

Taught by

Google Cloud Tech

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