Open Internet by MindsNet

Verifying AI Situational Understanding in Production

AI models often make consequential decisions based on a flawed understanding of the situation, leading to incorrect but internally sound outputs. This failure mode is hard to catch because it requires verifying the model's situational understanding before acting, which is typically done implicitly by humans. Existing systems lack visibility into why the model thought the world looked a certain way at a given moment.

Computing & Technology, Computer Science, Machine Learning