10+ hour, 29+ min ago  (577+ words) For decades, computational biology has operated under a reductionist compromise. To fit complex biological systems into the limited memory of a single GPU, researchers have had to deconstruct them into isolated fragments'single proteins or small domains. This created a context…...

13+ hour, 28+ min ago  (951+ words) Simplify pipelines and improve multimodal reasoning accuracy with NVIDIA Nemotron 3 Nano Omni, a best-in-class model for unified video, audio, image, and text. Agentic systems often reason across screens, documents, audio, video, and text within a single perception'to'action loop. However, they…...

14+ hour, 29+ min ago  (505+ words) The subsurface industry is at a critical point in its digital evolution. For decades, unlocking reservoir potential has relied on experts performing essential and time-intensive manual workflows." As data complexity grows, the gap between machine speed and human bandwidth has…...

4+ day, 5+ hour ago  (429+ words) The V4 family builds on the Deep Seek Mo E architecture, with an increased focus on optimizing the attention component of the transformer architecture. These innovations are designed to achieve a 73% reduction in per-token inference FLOPs and a 90% reduction in KV…...

4+ day, 14+ hour ago  (576+ words) Federated learning (FL) is no longer a research curiosity'it's a practical response to a hard constraint: the most valuable data is often the least movable. Regulatory boundaries, data sovereignty rules, and organizational risk tolerance routinely prevent centralized aggregation. Meanwhile, sheer…...

5+ day, 9+ hour ago  (10+ words) Winning a Kaggle Competition with Generative AI'Assisted Coding'NVIDIA Developer...

5+ day, 9+ hour ago  (846+ words) In March 2026, three LLM agents generated over 600, 000 lines of code, ran 850 experiments, and helped secure a first-place finish in a Kaggle playground competition. Success in modern machine learning competitions is increasingly defined by how quickly you can generate, test, and…...

6+ day, 5+ hour ago  (624+ words) In a previous post, we introduced the Universal Sparse Tensor (UST), enabling developers to decouple a tensor's sparsity from its memory layout for greater flexibility and performance. We're excited to announce the integration of the UST into nvmath-python v0. 9. 0 to accelerate…...

6+ day, 8+ hour ago  (603+ words) AI integration is redefining mainstream enterprise applications, from productivity software like Microsoft Office to more complex design and engineering tools. This shift requires the modern data center to move beyond single-purpose silos. For developers, gaining access to dedicated GPU compute…...

6+ day, 9+ hour ago  (639+ words) Higher-order optimization algorithms such as Shampoo have been effectively applied in neural network training for at least a decade. These methods have achieved significant success more recently when applied to leading LLMs. In particular, Muon (Moment Um Orthogonalized by Newton-Schulz)…...