#Rust CUDA
64 related articles
·5 min
Major Unsloth Update: NVFP4 Quantization Export and DeepSeek-V4 Training Support
Unsloth v0.1.48-beta released, adding NVFP4/FP8 quantization export, OpenAI-compatible API hot-swapping, 3-5x faster MoE training, and 1.3x faster GRPO, covering the full LLM fine-tuning, quantization, and local deployment pipeline.
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·2 min
PyTorch Hits 100K Stars: Unpacking the Dominance of the Leading Deep Learning Framework
PyTorch hits 100K GitHub stars, cementing its status as the leading deep learning framework. Explore why developers love PyTorch's dynamic graphs, GPU acceleration, and ecosystem.
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·2 min
Unsloth v0.1.45 Released: Gemma 4 MTP Acceleration, Cross-Platform Fixes, and Studio Upgrades
Unsloth v0.1.45-beta adds Gemma 4 MTP support, AMD ROCm & NVIDIA Blackwell fixes, a new Hub download manager, and a compact RAG system for local LLM fine-tuning.
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·3 min
Unsloth v0.1.46-beta Update: DiffusionGemma Tool Calling Disabled and Artifacts Canvas Enabled by Default
Unsloth v0.1.46-beta is out with key DiffusionGemma changes: tool calling disabled by default, artifacts canvas enabled. A deep dive for LLM fine-tuning devs.
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·6 min
Not Everything Is Worth a Token: When to Use AI and When to Use Deterministic Code
Over-reliance on LLMs is an overlooked pitfall in AI development. Explore the hidden costs of Token economics, the boundaries between LLMs and deterministic code, and how hybrid architectures balance flexibility and reliability.
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·5 min
NVIDIA AI-Q Blueprint × OCI: A Practical Guide to Production Deployment of Enterprise AI Agents
Deep dive into NVIDIA AI-Q Blueprint production deployment on Oracle Cloud Infrastructure, covering NIM microservices, RAG architecture, multi-agent orchestration, and OCI GPU selection.
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·5 min
NVIDIA AI-Q Blueprint × OCI: A Practical Guide to Production Deployment of Enterprise AI Agents
Deep dive into NVIDIA AI-Q Blueprint production deployment on Oracle Cloud Infrastructure, covering NIM microservices, RAG architecture, multi-agent orchestration, and OCI GPU selection for enterprise AI agents.
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·3 min
Unsloth Major Update: DiffusionGemma & Gemma 4 MTP Support, 2x Inference Speed Boost
Unsloth v0.1.464-beta adds DiffusionGemma, Gemma 4 MTP, and MiniMax-M3 support, delivering ~2x inference speed boost, new Hub, RAG Q&A, tensor parallelism, and full CUDA/ROCm/Windows coverage.
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·6 min
Codex Beginner's Guide: Four Product Forms Explained, Plus Comparison with Claude Code and Cursor
In-depth analysis of OpenAI Codex's four usage forms, comparing Codex, Claude Code, and Cursor across price, stability, and frontend/backend fit to help developers choose the right AI programming tool.
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·2 min
Getting Started with Ollama: The Go-To Tool for Free Local LLM Deployment
Ollama is a free, open-source LLM management tool supporting macOS, Windows, Linux, and Docker. Deploy DeepSeek and other open-source models locally — no API fees, full data privacy.
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·1 min
Getting Started with Ollama: The Best Tool for Running Open-Source LLMs Locally
Ollama is a free, open-source local LLM platform supporting macOS, Windows, Linux, and Docker. Easily deploy DeepSeek and other open-source models with API and CLI support — no complex GPU setup required.
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·2 min
NVIDIA Halos Explained: Full-Stack Functional Safety System Architecture for Physical AI Robots
Deep dive into NVIDIA Halos for Robotics' full-stack functional safety architecture, covering hardware redundancy, safety runtime, behavior monitors, and how safety envelopes constrain AI uncertainty for scalable physical AI deployment.
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·3 min
Making LLMs Faster and Lighter: A Practical Approach to Reshaping Sparsity for GPUs
Deep dive into Sakana AI and NVIDIA's latest research using TwELL sparse packing format and custom CUDA kernels to convert LLM sparsity into real GPU speedups, achieving 20%+ faster inference/training and significantly lower memory usage.
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·3 min
Huawei HDC Deep Dive: Pangu 2.0 Goes Open Source and HarmonyOS 7 Agents Reshape the Mobile AI Ecosystem
Huawei HDC unveils Pangu 2.0 full open source and HarmonyOS 7 system-level Agent capabilities. Deep analysis of sparse architecture efficiency, on-device 30B models, and the Agent gateway battle.
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·2 min
Stable Diffusion Local Deployment Guide: Free Unlimited AI Image Generation
Complete guide to deploying Stable Diffusion locally for free unlimited AI image generation. Covers installation steps, model management, hardware requirements, and use cases.
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Tutorials·2 min
Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs
A detailed guide to Ollama's core features: free open-source local LLM management with cross-platform support, intelligent GPU/CPU scheduling, and API integration for running DeepSeek and other open-source models locally at zero cost.
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Tech Frontiers·3 min
OpenAI Leadership Shakeup as Greg Brockman Returns, Cerebras IPO Hits $67B Valuation, Open-Source Agents Dominate GitHub
OpenAI co-founder Greg Brockman takes over product strategy, Cerebras IPO hits $67B market cap, and open-source agents OpenHuman and OpenClack dominate GitHub as AI shifts from capability to deployment.
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Tech Frontiers·3 min
GPT-5.6 Internal Testing Begins: A Complete Breakdown of the Week's Biggest AI Developments
GPT-5.6 internal testing launches UltraFast mode, Codex goal-driven mode revolutionizes AI programming, MiniMax cuts costs 360x, Anthropic vs OpenAI valuation war, Cerebras IPO raises $5.55B, Figure robot validates 8-hour autonomous ops, Google Vio 3.1 leads AI video.
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Deep Dives·3 min
Why Is Python the Top Choice for AI Development? Three Core Reasons Explained in Depth
In-depth analysis of three core reasons Python dominates AI development: simple syntax for quick onboarding, powerful ecosystem, and industry-wide network effects.
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Product Reviews·3 min
AIStarter and PanelAI Architecture Upgrade Explained: The Evolution of an All-in-One AI Toolbox
Deep dive into AIStarter and PanelAI architecture upgrades covering project market, model management, AI assistant features, and pricing strategy for this all-in-one AI toolbox.
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