RealFeedApp Golden dataset includes six real failures
The evalshift/llm-regression-example team implemented automatic model update validation in CI based on real logs.
- Field
- applying language models
- What they did
- Developed a method to detect regressions in language models by sampling real production data and writing deterministic assertions to compare model versions.
- Why it matters
- This prevents performance issues when a provider upgrades the model and saves support time by making regression checks an automated part of the build process.
#llm testing#golden dataset#deterministic assertions#ci integration
