Stop “vibe testing” your LLMs. It's time for real evals.- Google Developers Blog
Aug 27, 2025Sara Wiltberger

Summary
Introduces Stax, an experimental developer tool designed to streamline the LLM evaluation lifecycle. Stax allows developers to build custom benchmarks and autoraters (LLM-as-a-judge) to rigorously test their AI stacks, moving beyond subjective 'vibe testing' to data-driven decision-making. It supports bringing or building datasets, offers out-of-the-box autoraters for common checks, and enables custom autorater creation based on specific criteria like brand voice or application rules.
More from the Predictive APIs and Machine Learning Integration trail
- Expanding Choice in Gemini Enterprise Agent Platform: Introducing Grounding with Parallel Web Search- Google Developers Blog
- Evolving Spec-Driven Development: Conductor Now Supports Antigravity- Google Developers Blog
- Building scalable AI agents with modular prompt transpilation- Google Developers Blog
- LiteRT.js, Google's high performance Web AI Inference- Google Developers Blog
- Gemma 4 12B: The Developer Guide- Google Developers Blog