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AI Quality & Evaluation

Practical writing on evaluating AI systems — rubrics, datasets, regression testing, and the engineering decisions that keep model quality measurable.

AI Test Automation7 min readMay 31, 2026

AI Caught a Bug Nobody Planted. It Also Missed the Ones That Mattered Most.

Generic AI agents test what they can see. System-aware QA agents test what can actually break production. Here is the difference and why it matters.