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Dense vs. MoE Models: Active Parameters, Throughput, and When to Choose Each

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AI Tools Sep 15, 2026

Dense vs. MoE Models: Active Parameters, Throughput, and When to Choose Each

NVIDIA Generative AI 1 min read

How can a 30B-parameter model activate only 3B parameters per token, and still use the capacity of the larger model? Nemotron 3.5 Lightning illustrates the...

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How NVIDIA NVLink 6 Delivers Multi-Layer Resiliency for AI Factories

AI News

AI Tools Sep 15, 2026

How NVIDIA NVLink 6 Delivers Multi-Layer Resiliency for AI Factories

NVIDIA Generative AI 1 min read

For operators of large-scale AI factories, maximizing continuous output is essential for productivity. In massive-scale AI training, every GPU in the cluster...

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How NVIDIA Groq 3 LPX Deterministic Execution Drives Power-Efficient High-Interactivity Inference on NVIDIA Vera Rubin

AI News

AI Tools Sep 15, 2026

How NVIDIA Groq 3 LPX Deterministic Execution Drives Power-Efficient High-Interactivity Inference on NVIDIA Vera Rubin

NVIDIA Generative AI 1 min read

Power is a defining constraint for AI factories. As AI workloads demand a full compute platform to serve them, each component of…

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Your Agent Aced the Task. Will It Do It Again?

AI News

AI Tools Sep 15, 2026

Your Agent Aced the Task. Will It Do It Again?

Hugging Face 1 min read

Source: https://huggingface.co/blog/ibm-research/altk-evolve-consistency

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Accelerating Dropless MoE Training in JAX with NVIDIA Transformer Engine

AI News

AI Tools Sep 14, 2026

Accelerating Dropless MoE Training in JAX with NVIDIA Transformer Engine

NVIDIA Generative AI 1 min read

Mixture of experts (MoE) has become one of the defining architectural trends in large-scale AI model training. DeepSeek, Qwen, and Mixtral are…

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How Full-Stack NIM Optimizations Deliver 2.5x More Users on Nemotron 3 Ultra

AI News

AI Tools Sep 10, 2026

How Full-Stack NIM Optimizations Deliver 2.5x More Users on Nemotron 3 Ultra

NVIDIA Generative AI 1 min read

Deploying a large language model is only the first step toward production-ready serving. Production teams also need to serve as many concurrent…

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From Wafer-Out to First Token: Codifying Supply Chain Expertise with Nemotron and Palantir Foundry

AI News

AI Tools Sep 10, 2026

From Wafer-Out to First Token: Codifying Supply Chain Expertise with Nemotron and Palantir Foundry

NVIDIA Generative AI 1 min read

NVIDIA has one of the largest and most complex supply chains in the world, and its performance is measured from wafer-out to…

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Rebuilding AUTOMATIC1111 with Gradio Workflow

AI News

AI Tools Sep 10, 2026

Rebuilding AUTOMATIC1111 with Gradio Workflow

Hugging Face 1 min read

Source: https://huggingface.co/blog/gradio-workflow-1111

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Async GRPO with LoRA across HF Jobs: a bucket, a proxy, and no NCCL

AI News

AI Tools Sep 10, 2026

Async GRPO with LoRA across HF Jobs: a bucket, a proxy, and no NCCL

Hugging Face 1 min read

Source: https://huggingface.co/blog/asyncgrpo-lora-hfjobs

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When to Use Encode-Prefill-Decode Disaggregation to Accelerate Multimodal Model Serving

AI News

AI Tools Sep 9, 2026

When to Use Encode-Prefill-Decode Disaggregation to Accelerate Multimodal Model Serving

NVIDIA Generative AI 1 min read

Encode-prefill-decode (EPD) disaggregation is an inference optimization technique for multimodal models that separates the vision encoder stage from the prefill...

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