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Published on 24.02.2026
TLDR: Stop wasting time building evaluation datasets from scratch. This article reveals how to structure synthetic data generation using dimensional thinking—personas, features, scenarios, and input modalities—to create diverse, realistic test cases that actually catch real-world failures in your AI applications.