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…
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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…
After Nvidia’s $20B not-acqui-hire, AI chip startup Groq reportedly raising $650M
Chipmaker Groq is looking to raise $650 million in internal funding as it pivots from hardware to focus more on AI inference, the process of refining …
After Nvidia’s $20B not-aqui-hire, AI chip startup Groq reportedly raising $650M
Chipmaker Groq is looking to raise $650 million in internal funding as it pivots from hardware to focus more on AI inference, the process of refining …
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…
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…
RTX 5080 Undervolt Benchmarks, CGO-Free CUDA API Binding, & AMD GPU Compatibility Fix
RTX 5080 Undervolt Benchmarks, CGO-Free CUDA API Binding, & AMD GPU Compatibility Fix Today's Highlights Today's top GPU news features detailed un…
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…
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 …
Im a Nvidia Developer Champion!
I’m excited to share that I’ve been selected as an NVIDIA Developer Champion. Over the past few years, a large part of my work has revolved around dev…
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…
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…