Can AI Rediscover Geometry?

The evaluation pipeline assesses the fidelity of symbolic equation recovery from 3D surface data by integrating regression errors—quantified by Normalized Mean Squared Error ($NMSE$)—with strict symbolic equivalence checks and geometry-aware distance metrics such as Chamfer and Hausdorff distances, thereby providing a comprehensive measure of both numerical and structural accuracy.

A new benchmark challenges large language models to derive the equations defining 3D surfaces, revealing current limitations in their ability to perform geometric reasoning.

Cheers’ Best Actor Made the Weirdest Haunted House Movie of All Time (& It’s Perfect)

John Wendt brings a comforting presence to this unusual film, making it feel surprisingly warm. He’s a naturally gifted actor, and his performance feels relaxed and believable. The movie itself is a strange mix of horror and comedy – funny, bizarre, and unsettling all at once. Wendt perfectly embodies this atmosphere as the inquisitive neighbor, seeming more intrigued than scared by the strange events around him. His character, Harold, simply accepts the absurdity of the film and treats the chaos as a minor annoyance while trying to connect with his favorite author, played by William Katt. Even after nearly 40 years, the movie wouldn’t feel the same without Wendt holding it all together. He doesn’t steal the show, but he’s essential in blending the horror and comedy, which is what makes the film so unique.

Eddington Becomes a Streaming Hit Despite an Underwhelming Rotten Tomatoes Score

According to FlixPatrol, the movie Eddington quickly became the most popular film on HBO Max in the United States on November 16, 2025, and it’s still number one today. It’s currently outperforming newer releases like the A24 romantic comedy Materialists (at #4). Eddington boasts a well-known cast including Joaquin Phoenix, Pedro Pascal, Luke Grimes, Deirdre O’Connell, Michael Ward, and Austin Butler, and tells a story set against the backdrop of the COVID-19 pandemic in New Mexico.