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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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…
От Triton Inference Server к NVIDIA Dynamo: как изменился inference для агентов в 2026
Привет, Хабр! Меня зовут Александра, я Data Scientist в компании Рафт. В этой статье я разберу NVIDIA Dynamo — новый open‑source фреймв…
Why We're Stuck With GPUs This Long?
I'm probably not the only one who checks every few months whether a GPU alternative has finally shipped, mostly so I can cancel a few subscriptions. N…
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…
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 …
Building Hardware-Accelerated FFmpeg on NVIDIA Jetson AGX Orin 64GB
Abstract This guide provides a comprehensive walkthrough for installing FFmpeg with hardware acceleration (NVENC/NVDEC) on an NVIDIA Jetson AGX Orin 6…
I Built a Prompt Forging Engine with NVIDIA Llama 3.1 70B for Google Prompt Wars 2026
What if you could take any weak, vague prompt and instantly transform it into an elite, production-ready one — with a power score, technique breakdown…
Nvidia wants enterprises to run agents safely. NemoClaw is how.
Getting enterprises to adopt autonomous agents isn't a model problem — it's a governance problem. That's the gap NemoClaw is built to close. NemoClaw …
⚡️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…
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…
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 …
Tesla P40 in a Homelab: 24GB of Inference on a Budget
The Tesla P40 is a seductive piece of hardware: 24GB of VRAM for a fraction of the cost of a modern RTX card. But after three weeks of fighting with i…
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…
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…
Intel Xe3P Leaks 160GB LPDDR5X; FlashAttention-2 in CuTe & Custom CUDA GPT-2 Engine
Intel Xe3P Leaks 160GB LPDDR5X; FlashAttention-2 in CuTe & Custom CUDA GPT-2 Engine Today's Highlights Intel's Xe3P "Crescent Island" GPU leaks re…
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 …
One Open Source Project a Day (No. 66): NVIDIA Video Search and Summarization - Building GPU-Accelerated Vision Agents
Introduction "Video is the last blue ocean of data and the most challenging source of unstructured information." This is the No.66 article in the "One…
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…
DeepSeek-V4-Flash Benchmarks, FlashRT CUDA Runtime, & V100 LLM Performance
DeepSeek-V4-Flash Benchmarks, FlashRT CUDA Runtime, & V100 LLM Performance Today's Highlights This week highlights significant advancements in GPU…
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…