MindTopo exposes VLMs’ blind spot: static topology vs interactive reasoning
MindTopo introduces a benchmark that tests multimodal models on topological concepts—connectivity, enclosure, knots—both in single images and across action sequences. While models can spot these relationships statically, they falter when planning, exposing a crucial reliability gap for robotics and interactive AI.