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Stanford AI Experts Predict What Will Happen in 2026

The era of AI evangelism is giving way to evaluation. Stanford faculty see a coming year defined by rigor, transparency, and a long-overdue focus on actual utility over speculative promise.

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Stanford AI Experts Predict What Will Happen in 2026

headshot
Shana Lynch
Economy, MarketsEthics, Equity, InclusionFoundation ModelsGenerative AIHealthcareIndustry, InnovationInternational Affairs, International Security, International DevelopmentDec 15

The era of AI evangelism is giving way to evaluation. Stanford faculty see a coming year defined by rigor, transparency, and a long-overdue focus on actual utility over speculative promise.

Explore all the latest from HAI

Stanford HAI and Swiss National AI Institute Form Alliance to Advance Open, Human-Centered AI
Jan 22
Announcement
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Stanford, ETH Zurich, and EPFL will develop open-source foundation models that prioritize societal values over commercial interests, strengthening academia's role in shaping AI's future.

AI Reveals How Brain Activity Unfolds Over Time
Andrew Myers
Jan 21
News
Medical Brain Scans on Multiple Computer Screens. Advanced Neuroimaging Technology Reveals Complex Neural Pathways, Display Showing CT Scan in a Modern Medical Environment

Stanford researchers have developed a deep learning model that transforms overwhelming brain data into clear trajectories, opening new possibilities for understanding thought, emotion, and neurological disease.

Stanford HAI’s AI Index Welcomes Six New Steering Committee Members
Stanford HAI staff
Jan 20
Announcement

Renowned leaders in AI, medicine, and ethics join interdisciplinary committee guiding the world’s leading resource on AI trends.

Translating Centralized AI Principles Into Localized Practice
Dylan Walsh
Jan 13
News
Pedestrians walk by a Louis Vuitton store

Scholars develop a framework in collaboration with luxury goods multinational LVMH that lays out how large companies can flexibly deploy principles on the responsible use of AI across business units worldwide.

Why 'Zero-Shot' Clinical Predictions Are Risky
Suhana Bedi, Jason Alan Fries, and Nigam H. Shah
Jan 07
News
Doctor reviews a tablet in the foreground while other doctors and nurses stand over a medical bed in the background

These models generate plausible timelines from historical patterns; without calibration and auditing, their “probabilities” may not reflect reality.

Most-Read: The Stanford HAI Stories that Defined AI in 2025
Shana Lynch
Dec 15
News
illustration of people reading computers, phones, and print

Readers wanted to know if their therapy chatbot could be trusted, whether their boss was automating the wrong job, and if their private conversations were training tomorrow's models.

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HAI Mentioned in the News

Forbes
Media Mention
AI For Good: What Does It Mean Today?
Jan 23
TIME
Media Mention
AI Leaders Discuss How To Foster Responsible Innovation At TIME100 Roundtable In Davos
Jan 21
Axios
Media Mention
Stanford’s Yejin Choi & Axios’ Ina Fried
Jan 19
See All Media Mentions
News
close-up of a globe with pinpoints of lights coming out of all the countries

A New Economic World Order May Be Based on Sovereign AI and Midsized Nation Alliances

Alex Pentland
Feb 06

As trust in the old order erodes, mid-sized countries are building new agreements involving shared digital infrastructure and localized AI.

News
illustration of data and lines

Smart Enough to Do Math, Dumb Enough to Fail: The Hunt for a Better AI Test

Andrew Myers
Foundation ModelsGenerative AIPrivacy, Safety, SecurityFeb 02

A Stanford HAI workshop brought together experts to develop new evaluation methods that assess AI's hidden capabilities, not just its test-taking performance.

News
James Landay and Vanessa Parli

What Davos Said About AI This Year

Shana Lynch
Economy, MarketsJan 28

World leaders focused on ROI over hype this year, discussing sovereign AI, open ecosystems, and workplace change.

News
breaking of pool balls on a pool table

AI Can’t Do Physics Well – And That’s a Roadblock to Autonomy

Andrew Myers
Computer VisionRoboticsSciences (Social, Health, Biological, Physical)Jan 26

QuantiPhy is a new benchmark and training framework that evaluates whether AI can numerically reason about physical properties in video images. QuantiPhy reveals that today’s models struggle with basic estimates of size, speed, and distance but offers a way forward.