Teaching AI models what they don’t know
Summary
MIT researchers founded Themis AI to quantify AI model uncertainty and address knowledge gaps, enhancing reliability in high-stakes applications.
Why It Matters
As AI systems are increasingly integrated into critical sectors, understanding their limitations is vital. Themis AI's approach to quantifying uncertainty can prevent potentially catastrophic errors, making AI more trustworthy and effective in applications like drug development and autonomous driving.
Key Takeaways
- Themis AI's Capsa platform enhances AI models by identifying and correcting uncertainty.
- Understanding model reliability is crucial in safety-critical applications like autonomous driving.
- Themis AI aims to prevent AI errors that could lead to significant consequences in various industries.
A team of MIT researchers founded Themis AI to quantify AI model uncertainty and address knowledge gaps. Zach Winn | MIT News Publication Date: June 3, 2025 Press Inquiries Press Contact: Abby Abazorius Email: abbya@mit.edu Phone: 617-253-2709 MIT News Office Media Download ↓ Download Image Caption: “We want to enable AI in the highest-stakes applications of every industry,” says Themis AI co-founder Alexander Amini ’17, SM ’18, PhD ’22. Credits: Credit: MIT News; iStock *Terms of Use: Images for download on the MIT News office website are made available to non-commercial entities, press and the general public under a Creative Commons Attribution Non-Commercial No Derivatives license. You may not alter the images provided, other than to crop them to size. A credit line must be used when reproducing images; if one is not provided below, credit the images to "MIT." Close Caption: “We want to enable AI in the highest-stakes applications of every industry,” says Themis AI co-founder Alexander Amini ’17, SM ’18, PhD ’22. Credits: Credit: MIT News; iStock Previous image Next image Artificial intelligence systems like ChatGPT provide plausible-sounding answers to any question you might ask. But they don’t always reveal the gaps in their knowledge or areas where they’re uncertain. That problem can have huge consequences as AI systems are increasingly used to do things like develop drugs, synthesize information, and drive autonomous cars.Now, the MIT spinout Themis AI is helping qu...
