Chengwu Tech Stack

Sep 2, 2026 · Artificial Intelligence

Beyond Accuracy: A Four-Layer Framework for Production-Ready AI Evaluation

The article argues that model accuracy alone is insufficient for AI production deployment and proposes a four-layer evaluation framework covering model capability, task contract, system engineering, and business results, along with five balanced metric groups, risk-based test datasets, staged deployment gates, and continuous regression testing.