White Circle

White Circle, the Paris-based AI safety startup led by Denis Shilov, released Halo, an open distributed training framework it says delivers between 2.3x and 2.8x the throughput of stock Hugging Face T…

White Circle launched Halo, a post-training framework for open-source models that delivers up to 2.8x the throughput of stock TRL with lower peak memory while keeping models in native HuggingFace form…

A linear classifier separates image from text embeddings with 100% accuracy in Kimi K3, Inkling, and Qwen3-Omni, revealing that each model's coordinate system, not missing content, causes the modality…