The AI Couch: Who Turns to Bots for Mental Health?

Generative AI and human therapists are perceived similarly regarding reliability and privacy, yet diverge sharply in perceived strengths-AI excels in accessibility, affordability, and education, while human therapists are valued for emotional connection, personalization, and practical application-as evidenced by a study of 1,806 participants that also highlights concerns regarding AI’s technological demands and the stigma associated with seeking human help.

As generative AI tools become increasingly sophisticated, a growing number of people are exploring them for emotional support, raising questions about why some choose digital assistance while others still seek human therapists.

Robots Learn to Act from Video

Video2Act diverges from conventional video-language action models by implementing an asynchronous dual-system architecture-a slow perceptual system extracts nuanced spatial and motion data, while a fast-system action decoder leverages this information to achieve both high-frequency responsiveness and stable robotic control, effectively bypassing the limitations of static image-token concatenation or direct feature conditioning approaches.

A new framework empowers robots to understand and replicate actions observed in videos, bridging the gap between visual perception and physical manipulation.