Traditional assertions fail when evaluating non-deterministic LLMs. Building a self-evaluating AI system requires a three-layer testing pipeline: instant deterministic validation, structured LLM-as-a-judge scoring with rubric anchors, and periodic human alignment. Learn how to construct golden datasets, run paired t-tests for statistical significance, and gate CI/CD merges. #LLMOps #AIEvaluation #MachineLearning #Python #DevOps #SoftwareTesting #GenerativeAI #PromptEngineering #SRE #AIQuality
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