#CUDA optimization
266 related articles
Product Reviews·2 min
DeepSeek V4 Deep Dive: Three Major Innovations — Hybrid Attention, Manifold-Constrained Hyperconnections, and MOM Optimizer Fully Explained
Deep dive into DeepSeek V4's three core innovations: Hybrid Attention for million-token context, Manifold-Constrained Hyperconnections, and MOM Optimizer. Pro model rivals Claude Opus 4.6 at 1/7 the cost.
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Tech Frontiers·2 min
AI Weekly: GPT-6 Codenamed Spud Revealed, Claude Conway Agent, DeepSeek V4 Shifts to Huawei Chips
This week in AI: OpenAI's next-gen base model Spud (GPT-6) targets Spring 2026, Anthropic builds persistent agent Conway, Cursor 3 rebuilds the IDE for agents, DeepSeek V4 runs natively on Huawei chips, and Qwen 3.6 and Gemma 4 lead open-source.
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Tutorials·2 min
ONNX Model Deployment in Practice: A Complete Guide from PyTorch Export to Cross-Framework Inference
Complete guide to ONNX neural network exchange format: PyTorch and TensorFlow model export, ONNX Runtime inference, MNIST classifier deployment, and HuggingFace model downloads with runnable code examples.
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Tutorials·2 min
Hermes + Qwen3.6 Local Deployment Tutorial: Build Your Private AI Agent at Zero Cost
Step-by-step tutorial to deploy Hermes Agent with Qwen3.6 open-source LLM locally. Covers WSL setup, model download, Telegram bot integration for a zero-cost private AI Agent.
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Tutorials·2 min
vLLM and SGLang Local Deployment Tutorial: A Practical Guide to 3-8x Performance Gains
Complete guide to deploying vLLM and SGLang locally. Compare performance vs LM Studio, deploy in 3 steps with Docker + AI assistant. Covers SGLang vs vLLM selection, 5090 VRAM optimization, and Cherry Studio integration.
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Deep Dives·4 min
XANI: How GPU-Accelerated X-Ray Nanoscale Imaging Is Revolutionizing XFEL Data Analysis
Explore how the XANI project uses NVIDIA GPUs to accelerate XFEL data analysis, compressing nanoscale imaging from days to hours and advancing fusion materials and semiconductor research.
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Tutorials·2 min
NCCL Multi-GPU Communication Optimization in Practice: A Guide to Scaling HPC High-Performance Computing
Deep dive into NVIDIA NCCL multi-GPU communication library principles and optimization strategies, covering AllReduce, NVLink, and GPUDirect RDMA to help HPC and AI developers master scaling from single-node to massive clusters.
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Tutorials·4 min
NVIDIA Model Optimizer Post-Training Quantization (PTQ) Practical Guide
A deep dive into NVIDIA Model Optimizer's PTQ workflow, covering INT8/INT4 quantization principles, calibration methods, RTX GPU optimization, and best practices for deploying quantized LLMs on consumer GPUs.
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Deep Dives·3 min
AI Model Deployment Pipeline Friction: How TensorRT Systematically Eliminates Inference Optimization Bottlenecks
Deep dive into pipeline friction in AI model deployment from training to production, covering TensorRT automated optimization, ONNX export, and Triton Inference Server best practices.
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Deep Dives·3 min
NVIDIA Fleet Intelligence Explained: Real-Time Monitoring and Intelligent Optimization for GPU Clusters
Deep dive into NVIDIA Fleet Intelligence for GPU clusters: real-time visualization, AI anomaly detection, utilization optimization, and energy management to boost large-scale GPU infrastructure efficiency.
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Tutorials·4 min
Codex + Ollama Local Deployment Guide: Build a Free AI Coding Assistant at Zero Cost
Step-by-step guide to deploying Codex with Ollama locally for a free AI coding assistant, covering hardware checks, Ollama setup, model downloads, and full integration configuration.
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Deep Dives·3 min
Google TPU v8t and v8i Deep Dive: The New Era of Separated Training and Inference AI Chips
Google Cloud Next unveils TPU v8t (training) and TPU v8i (inference) chips. Deep analysis of their architecture, strategic significance, and impact on AI chip competition.
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Tutorials·4 min
Whisper Local Deployment Guide: Step-by-Step Setup for a Free Speech-to-Text Tool
Step-by-step tutorial for locally deploying OpenAI Whisper speech recognition, covering Conda setup, PyTorch installation, model selection, and transcription operations with free SRT subtitle generation.
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Tech Frontiers·2 min
Metroid Prime 4 Gets First Price Drop to $40 — Plus Switch 2 Upgrade Guide
Metroid Prime 4: Beyond gets its first major price drop at Best Buy — physical edition down to $39.99, a 33% discount. Supports Switch 2 upgrade for just $10 more, totaling ~$50 for the next-gen experience.
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Tech Frontiers·3 min
Mistral AI Teams Up with NVIDIA to Build Open-Source AI Models — How Will This Partnership Reshape the Industry?
Mistral AI and NVIDIA announce a strategic partnership to co-develop frontier open-source AI models. A deep analysis of the collaboration's background, technical synergies, and impact on the open vs. closed source AI landscape.
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Tech Frontiers·3 min
NVIDIA Nemotron Hackathon Korea Winners Announced: Asia-Pacific AI Developers Showcase Their Strength
NVIDIA Nemotron Hackathon Korea winners officially announced, showcasing Korean AI developer innovation. Analysis of Nemotron LLM ecosystem, Korea's AI landscape, and NVIDIA's global developer strategy.
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Tutorials·3 min
NVIDIA Nemotron Labs Open Source Contribution Guide: A Complete Playbook for Developers Joining AI Open Source Projects
A comprehensive guide to contributing to NVIDIA Nemotron Labs open source projects, covering NeMo framework contributions, community participation, and career benefits for AI developers.
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Tech Frontiers·2 min
NVIDIA Developer Account Migration to @NVIDIAAI: A Complete Guide to Brand Consolidation and Developer Impact
NVIDIA's developer team social media has migrated to @NVIDIAAI. Learn about the AI strategy behind this brand consolidation, its impact on the developer community, and recommended actions.
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Tutorials·3 min
Deploying Gemma 4 on DGX Spark: A Complete Guide to Local AI Supercomputing + Open-Source LLMs
Deep dive into deploying Google Gemma 4 on NVIDIA DGX Spark. Covers hardware architecture, Gemma 4 highlights, local AI deployment benefits, and developer best practices for desktop-class AI supercomputing.
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Expert Opinions·3 min
Sequoia Capital's Conversation with AI Expert: How the Von Neumann Architecture Shapes the Future of AI
Sequoia Capital's deep conversation with AI expert Konstantine explores how von Neumann's architecture and ideas profoundly shape modern AI development, from computing paradigms to the pursuit of AGI.
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