Stanford HAI Predicts Shift from Evangelism to Evaluation in 2026
Annual report highlights demand for rigorous metrics over speculative capabilities.
The Stanford Institute for Human-Centered AI (HAI) released its forward-looking report for 2026 on December 15, 2025. The document outlines a fundamental cultural and operational shift in the AI industry: the end of the "era of AI evangelism" and the beginning of the "era of evaluation."
From Hype to Rigor
The report argues that the initial phase of uncritical adoption and speculative hype has passed. - Utility over Potential: In 2026, models will no longer be judged solely on benchmark scores, which are becoming increasingly saturated and less distinctive. Instead, the focus will shift to "rigor and transparency," evaluating …
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