Aikesheng Open Source Community
Mar 2, 2026 · Artificial Intelligence
Why Traditional AI Benchmarks Fail and How SCALE Redefines SQL Model Evaluation
The article argues that conventional AI evaluation metrics miss critical unknown risks, outlines three key challenges in AI model selection for database tasks, introduces the SCALE benchmark with real‑world incident data, and explains its mixed evaluation framework that combines objective, subjective, and performance‑driven assessments to guide tech leaders toward reliable SQL‑focused AI solutions.
AI evaluationPerformance TestingSCALE benchmark
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