How to Build a Golden Dataset for Repeatable AI Evaluations
A golden dataset is a curated, versioned set of inputs with reviewed expected outputs or explicit pass criteria, used as the fixed reference you run before every…
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3 published articlesHow to Test AI Integrations: Mocking, Golden Datasets, and Regression Tests
LLM integrations cannot be tested with exact string assertions, because the same input can produce different wording on every call. The workable approach is layered: mock the…
How to Create Regression Tests for AI-Generated WordPress Content
AI-generated WordPress content cannot be regression-tested with exact-match assertions, because correct output varies between runs. The practical replacement is an eval: a scored check that runs a…