GPUs for AI in 2026: NVIDIA, AMD, Intel Compared
The AI hardware landscape has shifted significantly in 2026, with NVIDIA, AMD, and Intel all competing for developers who need GPUs capable of running…
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Simple Benchmark Review: Ollama on Jetson Nano
Previous Related Post: Part 1 This particular rabbit hole was created due to a previous conversation I had here with another member on DEV about bench…
Linux 7.2 Improves Multi-GPU Displays, M3 Support, Mesa Rusticl Defaults Arm Mali
Linux 7.2 Improves Multi-GPU Displays, M3 Support, Mesa Rusticl Defaults Arm Mali Today's Highlights This week's hardware and driver news highlights i…
How Docusign is Bringing Contract Table Extraction to Production with NVIDIA Nemotron Parse
By Hiral Shah, Senior Director, Product Management, Docusign A major recurring theme among the engineering teams at this week’s AI Engineer World’s Fa…
DGX Spark hitting 83 C under sustained Ollama load — solved by clock-locking via nvidia-smi -lgc
DGX Spark hitting 83°C under sustained Ollama load — solved by clock-locking via nvidia-smi -lgc TL;DR: GB10 in the DGX Spark has no user-exposed powe…
Things I learned building my first multi-agent AI system on Azure + NVIDIA
I recently built a multi-agent customer support system on Azure AI Foundry and NVIDIA NIM. First time doing anything like this. Made four predictions …
Как мы валидировали сервер YADRO для NVIDIA H100 PCIe
Недавно на рынке появились PCIe-карты NVIDIA H100: они позиционируются как решения на базе SXM-чипов, извлеченных из HGX-модулей. Но точно ли их произ…
⚡️Self-Hosting Experience with Jetson Orin Nano and Ollama 🦙
I don't know where to begin. This is a long story, but it all started when I saw that DEV was having a ‘finish-it--up-a-thon’. I was instantly interes…
Qwen3.6-35B NVFP4 runs on one H100 — A100 owners are out
NVIDIA published nvidia/Qwen3.6-35B-A3B-NVFP4 on May 28, 2026 — a post-training FP4-quantized variant of Alibaba's 35B MoE model that fits on a single…
Новые серверы в облаке mClouds: обзор Dell R7725 с 64-х ядерными AMD EPYC 9555
В начале 2026 года мы добавили к облачной платформе серверы Dell R7725. В основе — новейшие 64-х ядерные процессоры AMD EPYC 95…
Blackwell MLPerf Dominance, Intel Nova Lake Compute Runtime, & Weston 16 Vulkan HDR
Blackwell MLPerf Dominance, Intel Nova Lake Compute Runtime, & Weston 16 Vulkan HDR Today's Highlights NVIDIA's Blackwell architecture showcased u…
CUDA for AMD Lemonade, Intel Arc Pro Linux Gains, XPU Manager 2.0
CUDA for AMD Lemonade, Intel Arc Pro Linux Gains, XPU Manager 2.0 Today's Highlights Today's top GPU news highlights include AMD's Lemonade SDK gainin…
Vortex 3.0 RISC-V GPGPU, Pragtical SDL GPU Backend, NVIDIA RTX Spark Launch
Vortex 3.0 RISC-V GPGPU, Pragtical SDL GPU Backend, NVIDIA RTX Spark Launch Today's Highlights Today's top stories highlight significant advancements …
Linux 7.1 Boosts Intel Arc, Flatpak Integrates ROCm, Vintage AMD Driver Refined
Linux 7.1 Boosts Intel Arc, Flatpak Integrates ROCm, Vintage AMD Driver Refined Today's Highlights Recent developments enhance GPU performance and acc…
NVIDIA RTX Spark: What the Backlash Gets Wrong About AI on Your Desktop [2026]
NVIDIA RTX Spark launched on June 1, 2026, and within 72 hours the internet had already decided it was either the death of Apple Silicon or the next W…
Notes on Serving LLMs with TensorRT-LLM and Triton
Notes on Serving LLMs with TensorRT-LLM and Triton 2026-05-31 · LLM serving / NVIDIA stack These are working notes on taking an open-weights LLM from …
AMD Linux 7.2 Graphics & SteamOS VRR Drivers, NVIDIA Vera CPU Benchmarks
AMD Linux 7.2 Graphics & SteamOS VRR Drivers, NVIDIA Vera CPU Benchmarks Today's Highlights This week's top stories feature significant driver upd…
CUDA 13.3 Lands, AI Writes Blackwell Kernels, & FP4 VRAM Optimization for LLMs
CUDA 13.3 Lands, AI Writes Blackwell Kernels, & FP4 VRAM Optimization for LLMs Today's Highlights NVIDIA releases CUDA Toolkit 13.3, bringing new …
FlashAttention CUDA Kernel, Strix Halo MOE Boost, & NVIDIA DLSS 4.5 Driver Update
FlashAttention CUDA Kernel, Strix Halo MOE Boost, & NVIDIA DLSS 4.5 Driver Update Today's Highlights This week, discover a deep dive into FlashAtt…
Diffusion Language Models: How NVIDIA Nemotron-Labs Diffusion Shatters the Autoregressive Speed Ceiling
Meta Description: Diffusion language models (DLMs) are rewriting LLM inference. Dive deep into NVIDIA's Nemotron-Labs Diffusion — how block-wise atten…
From Manual RAG to Real Retrieval — Embedding-Based RAG with NVIDIA NIM
In Part 1 , we built a USC campus assistant by pasting a five-line knowledge base directly into the prompt. That works when "the data" fits in your he…
RTX 5090 Cooling, BeeLlama VRAM Opts, Resizable BAR Performance Gains
RTX 5090 Cooling, BeeLlama VRAM Opts, Resizable BAR Performance Gains Today's Highlights NVIDIA's upcoming RTX 5090 cooling solutions are detailed, wh…
Who Wins the Future: Chips vs Frontier LLMs (Monolith 2026)
The intelligence race has two fronts: silicon and software. Understanding which one is actually the bottleneck might be the most important question in…
GPU Bottleneck Analyzer, NVIDIA Rubin VRAM Demands, and Qwen VRAM Optimization
GPU Bottleneck Analyzer, NVIDIA Rubin VRAM Demands, and Qwen VRAM Optimization Today's Highlights This week's top GPU news features a new open-source …
GPU Hardware & Driver Update: RTX 5090 Benchmarks, llama.cpp MTP, Windows 11 Fix
GPU Hardware & Driver Update: RTX 5090 Benchmarks, llama.cpp MTP, Windows 11 Fix Today's Highlights This week's top GPU news features practical pe…
Тестируем NVIDIA HGX B300 — инференс-сервер с 8 GPU и 2,3 ТБ VRAM на DeepSeek, Qwen и MiniMax
Итак, вы внедрили ИИ в свой сервис и решили ехать в продакшен, где у вас много пользователей. Закономерно возникает вопрос — а на чем запустить инфере…
99% of Requests Failed and My Dashboard Showed Green
In this blog post, we will see how to use NVIDIA AIPerf to expose a hidden performance problem that most LLM deployments never catch until real users …
RTX 5080 Launched, Rust for CUDA, & LLM GPU Scheduling Deep Dive
RTX 5080 Launched, Rust for CUDA, & LLM GPU Scheduling Deep Dive Today's Highlights This week's top GPU news highlights a new GeForce RTX 5080 var…
Обзор серверного ускорителя NVIDIA Tesla V100 16 Gb в корпусе от RTX 4090: Часть 2 — тестирование в бенчмарках и играх
Обзор серверного ускорителя NVIDIA Tesla V100 16 Gb в корпусе от RTX 4090: Часть 2 — тестирование в бенчмарках и играх Читать далее
AMD MI350P, CUDA WarpReduction, & Adrenalin 26.5.1 Driver Updates
AMD MI350P, CUDA WarpReduction, & Adrenalin 26.5.1 Driver Updates Today's Highlights This week in hardware, AMD unveils the Instinct MI350P accele…