Model evaluation methodology stories

New benchmark shows AI models struggle with visual perception, none reach 60% accuracy

Moonshot AI's PerceptionBench reveals that leading multimodal AI models, including GPT-5.6 Sol, perform poorly at basic visual perception tasks when separated from logical reasoning, with no frontier model achieving 60% accuracy. The benchmark demonstrates that many errors attributed to reasoning actually occur during the image-reading stage.