111 | Google ADK Agent Evaluation | Test AI Agents with Google Cloud

This video demonstrates how to evaluate AI agents using Google ADK (Agent Development Kit) and Google Cloud Agent Platform. It covers testing methodologies and best practices for assessing agent performance in production environments. The content provides learning resources and practical guidance for implementing agent evaluation frameworks.

Key Points

• •Google ADK provides built-in tools and frameworks for comprehensive AI agent evaluation
• •Google Cloud Agent Platform offers cloud-native infrastructure for testing and monitoring agents at scale
• •Agent evaluation requires multiple metrics: accuracy, latency, cost efficiency, and user satisfaction
• •Implement automated testing pipelines to continuously validate agent behavior and performance
• •Use structured logging and telemetry to capture agent decision-making processes and outcomes
• •Test agents across diverse scenarios and edge cases to ensure robustness in production
• •Monitor agent drift and performance degradation over time with built-in observability tools
• •Establish baseline metrics before deployment to measure improvement and detect regressions

Workflow Diagram

Concepts