The auto-updated technology brief
NVIDIA introduces NVFP4 precision support in JAX and MaxText to accelerate large language model pretraining on Blackwell GPUs, improving throughput and reducing training time and costs.
NVIDIA achieved a clean sweep in MLPerf Training v6.0, delivering the fastest training times at scale and highest per-accelerator performance across all benchmarks, being the only platform to submit on every test.
NVIDIA introduces the Vera CPU, designed to advance agentic AI workloads in AI factories by building on new scaling laws beyond traditional GPU-based AI training and inference.
NVIDIA introduces DFlash speculative decoding to boost inference performance by up to 15x on Blackwell GPUs, improving low-latency AI workflows by optimizing autoregressive LLM token generation.
Mixture-of-experts (MoE) models enable larger AI model capacity by activating only a subset of parameters per token. NVIDIA explores advanced fusion kernels to improve MoE training throughput for large-scale AI systems.
NVIDIA introduces a method to bridge the gap between training and deployment of autonomous vehicle models using closed-loop post-training with their Alpamayo platform, improving vision-language-action models for complex driving scenes.
NVIDIA leads in agentic coding performance on the industry's first multi-vendor AI agent benchmark, Artificial Analysis AgentPerf, which profiles real-world AI coding tasks.
Foundation models pretrained on large protein and genomic sequence datasets, such as ESM2 and Evo 2, enable diverse computational biology tasks. NVIDIA BioNeMo recipes facilitate efficient fine-tuning of these models using LoRA.
Transformer architectures power many large language and generative AI models. As these models grow, training demands increase GPU resources and engineering time. Optimizing transformers for low-precision training accelerates development and reduces costs.
NVIDIA introduces MiniMax M3, a multimodal AI system on NVIDIA accelerated infrastructure including NVIDIA Blackwell, enabling long-context reasoning and simplifying enterprise AI workflows.
NVIDIA introduces Nemotron 3 Ultra, enhancing efficiency and reasoning capabilities for long-running AI agents managing complex workflows with growing token counts.
AWS unveiled new AI agent capabilities, security tools, hardware upgrades, and mobile apps at the 2026 New York Summit.