Local, Private LLM Workflows Advance. AI-Driven Software Engineering in Practice. Reasoning LLMs: RL and Pretraining Breakthroughs. Quartet: Native FP4 Training on Blackwell GPUs. Expressive AI Speech and Dialogue Generation