Wrappers

🛠 Hash code: f16fa651f4858400c8dc7456693e03d0 — Last modification: 2026-07-18 Verify CPU: 8-core / 16-thread recommended for orchestration RAM: enough space for […]

🛠 Hash code: 1385260afd4ee1bd420a2f129b32cbe3 — Last modification: 2026-07-14 Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM:

📦 Hash-sum → e5e15b7cb6aacfa2dc5e4ec6b3c18bcf | 📌 Updated on 2026-07-15 Verify Processor: high single-core performance needed for token latency RAM: 32

🧮 Hash-code: 1b6e3e1d6e8e3b86f9c88de0c00a03e8 • 📆 2026-07-18 Verify CPU: 8-core / 16-thread recommended for orchestration RAM: 64 GB to avoid OOM

🔒 Hash checksum: e874edaed97ff47656ee81e1ab444847 • 📆 Last updated: 2026-07-14 Verify Processor: Intel i5 or AMD Ryzen 5 for basic 7B

A standalone PowerShell module provides the fastest route to local installation. Follow the guidelines below to continue. The setup auto-streams

Using a native PowerShell script is the absolute quickest way to install this model. Just follow the guidelines provided below.

Using the Windows Package Manager is the quickest way to trigger the setup. Kindly follow the on-screen instructions below. Hands-free

The most efficient approach for a local installation is leveraging Docker containers. Please adhere to the deployment steps listed below.

A standalone PowerShell module provides the fastest route to local installation. Check out the detailed setup guide below to begin.