#GPU workstation

67 related articles

May 27, 2026·3 min

Running AI Models on a P106 Mining GPU: Build a Local AI Workstation for Under $10

Build a local AI workstation with a P106 mining GPU for under $10. Run Live Portrait and other AI models locally with full privacy, zero marginal cost, and incredible value.

Jul 30, 2026·2 min

EQK 3.0 Review: The First Dynamic AI Equalizer for Mac with Per-App Audio Control

EQK 3.0 is the first dynamic AI equalizer for Mac, featuring per-app EQ, 3985+ headphone correction profiles, native audio capture without virtual drivers, and 100% local processing with no subscription.

Jul 29, 2026·2 min

ComfyUI KREA 2 v1.2 Identity Edit Workflow: A Practical Guide to Low-VRAM Identity-Preserving Editing

A detailed guide to ComfyUI KREA 2 Identity Edit v1.2 workflow installation and usage, supporting low-VRAM GPUs for identity-preserving editing including pose changes, style transfer, face swap, and virtual try-on.

Jul 29, 2026·3 min

SCAIL 2 Deep Dive: Character Replacement, Physics Simulation & Object Permanence Performance Analysis

In-depth testing of SCAIL 2 video generation AI across character replacement, physics simulation, object permanence, and more—covering reference image prep, ComfyUI workflows, and real results.

Jul 28, 2026·4 min

Laguna S 2.1 Deep Dive: Hands-On Local Deployment of a 118B Parameter Coding Model

In-depth review of Poolside's Laguna S 2.1 open-source coding model: MoE architecture, RL training, DGX Spark local deployment, and real-world agentic coding tests with 8B active parameters.

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 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 27, 2026·3 min

After 6 Billion Tokens, Here's What I've Learned About AI Agents

A power user who consumed over 6 billion Tokens shares real insights on AI Agents, exploring spending money, investing time, and managing life changes with AI.

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, 2026·3 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 performance bottlenecks, comparing used enterprise Mini PCs and custom ITX builds for Jellyfin, Immich, and Minecraft servers.

Jul 27, 2026·3 min

After 6 Billion Tokens, Here's What I've Learned About AI Agents

A power user who consumed over 6 billion Tokens shares hard-won insights on AI Agents: the real costs, the time investment, and maintaining healthy boundaries.

Jul 27, 2026·2 min

RX 9060 XT vs RTX 5060 Ti: How to Choose a GPU for Local AI

RX 9060 XT vs RTX 5060 Ti both offer 16GB VRAM — which is better for local AI inference? A full comparison of CUDA ecosystem, ROCm compatibility, LLM performance, and real-world usability.

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 27, 2026·3 min

Sebastian Lague's Custom Graphics Library: A Complete Breakdown of Building a Renderer from Scratch

Deep dive into Sebastian Lague's experiment building a graphics library from scratch, covering rasterization, depth buffering, texture mapping, and the educational value of software renderers.

Jul 25, 2026·3 min

Laguna S 2.1: The Open-Source Coding Model That's 14x Smaller Yet Stronger

Poolside releases Laguna S 2.1, an open-source agentic coding model: 118B total params with only 8B active, scoring 40.4% on DeepSWE — ~4.5x DeepSeek V4 Pro Max. Supports 1M-token context, deployable on a single workstation.

Jul 25, 2026·6 min

How the Creator of Redis Squeezed a 284B-Parameter DeepSeek into an Ordinary Laptop

Redis creator antirez built DS4 "Dwarf Star," a pure-C inference engine, using asymmetric quantization to compress DeepSeek V4 Flash from 500GB to 80.8GB for local 128GB unified-memory deployment at 26.7 tokens/sec.

Jul 25, 2026·6 min

How the Creator of Redis Squeezed a 284-Billion-Parameter DeepSeek Into an Ordinary Laptop

Redis author antirez built the pure-C inference engine DS4 "Dwarf Star," compressing DeepSeek V4 Flash from 500GB to 80.8GB via asymmetric quantization for local deployment on 128GB unified memory at 26.7 tokens/sec.

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.