#AI workstation setup

40 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 27, 2026·3 min

Docker Containers vs Virtual Machines for Home Servers: How to Choose the Best Architecture

Docker containers vs VMs for home servers: compare resource usage, management, security isolation, and TrueNAS considerations to find the optimal Home Lab architecture.

Jul 27, 2026·3 min

Self-Hosting Hardware Upgrade Guide: From an Old NUC to a Game Server and Beyond

A detailed guide to self-hosting hardware upgrades: analyzing NUC bottlenecks, comparing used enterprise Mini PCs and ITX builds for Jellyfin, Immich, and Minecraft servers.

Jul 27, 2026·2 min

RX 9060 XT vs RTX 5060 Ti: Which GPU to Pick for Local AI?

RX 9060 XT vs RTX 5060 Ti — both 16GB VRAM, but which is better for local AI? We compare CUDA ecosystem, ROCm compatibility, LLM inference, and real-world usability.

Jul 26, 2026·4 min

Gemini API in Practice: Building AI Agents with Files

Google's official hands-on: how to go from idea to production fast with AI Studio and build AI Agents using the now-GA Interactions API. The core idea—Agents are just combinations of files.

Jul 26, 2026·5 min

Gemini API in Practice: Building AI Agents with Files

Official Google hands-on: go from idea to production fast with AI Studio, and build AI Agents with the now-GA Interactions API. The core idea: an Agent is just a composition of files—Markdown plus a few scripts, no complex Python loops needed.

Jul 25, 2026·2 min

AI Agents Running a Solo Company: One Person Handles the Entire Weekly AI Newsletter Workflow

A new solo-company paradigm: replace human staff with AI Agent teams to fully automate newsletter research, writing, publishing, and analytics. 27,000 subscribers, monthly cost slashed from $1,500 to $19.

Jul 25, 2026·2 min

AI Agents Running a One-Person Company: Handling an Entire Weekly AI Newsletter Solo

A new one-person company model: replacing human staff with an AI Agent team to fully automate newsletter research, writing, publishing, and analytics. 27,000 subscribers, monthly cost cut from $1,500 to $19.

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.

Jul 19, 2026·4 min

AMD Ryzen AI Halo Real-World Test: Can a Non-Programmer Use Local AI to Write Code?

A non-programmer tests AMD Ryzen AI Halo by deploying local AI models to tackle a real dev task. After testing Ollama and Qwen3, the verdict: AI amplifies developers, it doesn't replace them.

Jul 19, 2026·4 min

The Local AI Inflection Point: Edge Deployment, Multi-Model Collaboration, and the Open-Source Ecosystem

AI Engineer Summit deep dive: Local AI hits a real inflection point, driven by privacy and cost. Multi-model collaboration goes mainstream, NVIDIA + ExoLabs achieve 10x gains, open-source ecosystem accelerates.

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.

Building an eGPU for Local LLM on a $1…

Jul 14, 2026·2 min

Building an eGPU for Local LLM on a $1,000 Budget: A Practical Buying and Setup Guide

Building an eGPU for local LLMs on a $1,000 budget? This guide covers GPU selection, dock costs, RTX 3090 vs 3060 value, and top tools like Ollama and llama.cpp.

Jul 12, 2026·2 min

LTX 2.3 Hands-On: How Efficient Is Local AI Video Generation on the RTX 5080?

Hands-on with LTX 2.3 and ComfyUI for local AI video generation on the RTX 5080: 8-second clips in just 2-3 minutes while running DaVinci Resolve simultaneously. Covers hardware, workflow setup, and multi-tool creation.

Jul 12, 2026·3 min

Building a Local AI Environment on Ubuntu with Hyper-V: The Complete 1Panel + OpenCode + Hermes Workflow

Create an Ubuntu 22.04 VM on a Windows host with Hyper-V, then deploy the 1Panel dashboard, OpenCode gateway, and Hermes agent to build a complete local AI Agent runtime. Includes port config and troubleshooting.

Jul 12, 2026·4 min

AI Coding Tool Data Leakage Risks: A Security Guide for Protecting Quantitative Strategies

AI coding tools carry cloud data transmission risks, exposing quantitative trading strategies to leakage. This article analyzes AI tool data security and offers protection strategies.

Jul 11, 2026·5 min

Why Did Ollama Rise So Fast? Decoding the Success of a Local LLM Tool

How did Ollama grow from a niche open-source project into developers' default choice for running local LLMs? This article breaks down its rise across product design, technical strategy, and ecosystem building.

Jul 10, 2026·4 min

DeepSeek Coder Deep Dive: How This Open-Source Code LLM Outperforms GPT-4

A deep dive into DeepSeek Coder V1 to V2: MoE architecture, 128K context, 90.2% HumanEval pass rate, and how it became the first open-source model to beat GPT-4 Turbo.

Jul 10, 2026·2 min

GBrain Local Deployment Guide: An AI Knowledge Engine That Outperforms Traditional RAG by 31%

GBrain is an open-source AI knowledge base supporting full local offline deployment. Its 12-step retrieval pipeline and knowledge graph boost accuracy 31% over traditional RAG.