[Advent of Agents] Day 22: ADK Evaluation: Trajectory Tests and Rubric-Based Scoring

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abraha...@google.com

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Mar 22, 2026, 1:14:41 PMMar 22
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Hi everyone,

Day 22 of Google's Advent of Agents — Season 2 is now live! 🌸

Stop relying on 'vibes-based' manual testing and start catching agent regressions automatically with deterministic trajectory checks and rubric-based scoring. Learn how to integrate ADK Evalsets into your CI/CD pipeline to ensure your agent follows the correct reasoning path every time.

Today's Highlights:

  • Enforce strict or flexible tool-call sequences using trajectory tests to validate agent reasoning.
  • Leverage judge models for rubric-based scoring to grade response quality without needing static reference answers.
  • Automate evaluations within GitHub Actions to catch performance drops and logic regressions before they reach production.

Missed a day? View the full archive here.

Happy building!
The Advent of Agents Team

© 2026 Google Cloud · Season 2 · Spring Edition

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