#Rust CUDA

57 related articles

Jul 28, 2026·3 min

Monocular RGB Human Mesh Reconstruction: Real-Time Motion Capture at 18 FPS with Rust + CUDA

Deep dive into a real-time 3D human mesh reconstruction project using a single RGB camera, built with Rust, Candle, and CUDA, achieving 55ms/frame on RTX 5080. Exploring its architecture, Metal porting plans, and applications in VTuber, AR/VR, and sports analysis.

Jul 28, 2026·3 min

Monocular RGB Human Mesh Reconstruction: Real-Time Motion Capture at 18 FPS with Rust + CUDA

A deep dive into a real-time 3D human mesh reconstruction project using a single RGB camera, built with Rust, Candle, and CUDA, achieving 55ms/frame on an RTX 5080.

Jul 29, 2026·4 min

A Guide to Full-Stack Machine Learning Project Repository Structure: From Chaos to Convention

A detailed guide to organizing full-stack ML project repositories, covering directory structure design, data-code separation, and externalized configuration to help ML developers move from experimental code to production-grade engineering standards.

Jul 29, 2026·4 min

Full-Stack Machine Learning Project Repository Structure Guide: From Chaos to Convention

A detailed guide to organizing full-stack ML project repositories, covering directory structure design, data-code separation, and configuration externalization to help ML developers move from experimental code to production-grade engineering.

Jul 27, 2026·3 min

DeepSeek-OCR Deployment & Fine-Tuning in Practice: From vLLM Inference to Unsloth Fine-Tuning

Complete guide to DeepSeek-OCR from vLLM inference deployment and Unsloth model loading to fine-tuning, covering cloud server setup, GPU selection, and code examples — all on a single 4090 GPU.

Jul 26, 2026·3 min

Rust and Mojo Are Quietly Replacing Python's Low-Level Engine

Python tops the language rankings again, but AI teams are quietly swapping its internals for Rust and Mojo. A look at Python's speed and GIL pains, the two-language problem, and the rise of Rust tooling and Mojo on GPUs.

Jul 24, 2026·6 min

Hands-On with Panel AI On-Premises Deployment: One-Click Enterprise Adoption and Unified Compute Cluster Scheduling

In-depth review of Panel AI v1.1.1: second-level installation, no-public-IP networking, batch compute cluster management. Learn how enterprise AI on-premises deployment barriers are dramatically lowered.

Jul 23, 2026·3 min

OpenAI Bets $600K on Rust: Why AI Giants Are Collectively Pivoting to Systems Programming

OpenAI joins the Rust Foundation as a Platinum Member with $600K. xAI and Anthropic are also building Rust infrastructure. Here's why AI giants are betting big on Rust.

Jul 23, 2026·3 min

InvokeAI In-Depth Review: Can It Replace SD WebUI and ComfyUI?

A hands-on InvokeAI review covering installation, VRAM optimization, infinite canvas, node workflows, and model management — with an objective comparison to SD WebUI and ComfyUI.

llmfit: One Command to Check Which Loc…

Jul 22, 2026·2 min

llmfit: One Command to Check Which Local LLMs Your Hardware Can Run

llmfit is an open-source Rust CLI tool that predicts whether your local hardware can run a given LLM — no model download required. Covers hundreds of models and backends like Ollama and llama.cpp.

Jul 21, 2026·3 min

Jetson Edge AI Development: Setting Up a VS Code + Claude Code Workstation

Set up an AI coding workstation on NVIDIA Jetson using VS Code + Claude Code. Covers JetPack NVIDIA Skills, token budget management, headless SSH dev, and coding agent best practices.

transcribe.cpp: A Unified Speech Recog…

Jul 21, 2026·2 min

transcribe.cpp: A Unified Speech Recognition Engine Built on ggml, Supporting 16+ Model Families

transcribe.cpp is an open-source ggml-based speech recognition engine supporting 16+ model families in a single C++ codebase — lightweight, cross-platform, and quantization-ready for local STT.

Jul 20, 2026·3 min

lx: 72 Local CLI Tools That Bring Ollama Models Into Your Terminal

lx is a set of 72 single-purpose CLI tools running on local Ollama models — no API key, fully offline. Supports git commit generation, log debugging, and more. Rust binaries with <15ms cold start; 7–8B models work great.

Jul 19, 2026·7 min

OpenAI Loses Over $100 Billion a Year: How the AI Cost Paradox Is Devouring Tech Giants

Leaked financials show OpenAI's -122% operating margin — losing money on every sale. MIT research reveals 95% of enterprise AI investments yield zero returns. A deep dive into the AI cost paradox.

GitHub Daily · July 19: The Dual Advan…

Jul 19, 2026·3 min

GitHub Daily · July 19: The Dual Advance of Heterogeneous Inference and Agent Toolchains

GitHub Trending July 19: ktransformers tops the list with heterogeneous inference optimization, while jcode, cua, and AstrBot signal a maturing Agent ecosystem.

Jul 17, 2026·3 min

Cherry Studio + MCP: A Practical Guide to Building AI Agents with Local Deployment

Learn how to build an automated AI agent using Cherry Studio, MCP protocol, and locally deployed models — covering DeepSeek integration, web scraping, and private knowledge base setup.

CUDA 13.3 Adds Carryless Multiplicatio…

Jul 17, 2026·2 min

CUDA 13.3 Adds Carryless Multiplication: A Key Step Forward for GPU Cryptography Acceleration

CUDA 13.3 introduces native carryless multiplication support, closing a 15-year GPU gap in AES-GCM, CRC, and cryptographic acceleration. Here's what it means.

Jul 16, 2026·2 min

GPU Sharing in Kubernetes Production: A Deep Dive into MIG, MPS, and Time-Slicing

A deep dive into MIG, MPS, and Time-Slicing GPU sharing solutions for Kubernetes production. Compare isolation, performance, and use cases to make the right choice.

Jul 16, 2026·2 min

Ollama Complete Guide: Running Open-Source LLMs Locally

Want to run open-source LLMs like DeepSeek locally for free? Ollama is the easiest solution. This guide covers what Ollama is, its core advantages, and key use cases.

Jul 15, 2026·4 min

Running Qwen3.6 27B Locally on a Single RTX 3090: A Complete Guide to Cloud-Rivaling Performance

One used RTX 3090, one 16.8GB GGUF file, and Qwen3.6 27B runs locally offline. SWE-bench score of 77 rivals Claude Sonnet. MTP boosts speed to 59 tok/s. Full local AI coding assistant deployment guide.