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📄 Hash Value: e6b6c260da00bcfc0a733172bc2754b7 | 📆 Update: 2026-07-20 Verify Processor: 4.0 GHz+ boost clock recommended for CPU inference RAM: at

🗂 Hash: f01b5d0a3e0562eb9e211ed6ef86a7e1 • Last Updated: 2026-07-21 Verify Processor: high single-core performance needed for token latency RAM: required: 16 GB

📎 HASH: 744054e9e84976346b0c5440c13e883d | Updated: 2026-07-16 Verify Processor: next-gen chip for heavy context processing RAM: 32 GB or higher for

📡 Hash Check: 5a852dfd9c20f59640727cd40001bb68 | 📅 Last Update: 2026-07-13 Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models

📤 Release Hash: 816509fa259b0d9f2f0e607d42832bd7 • 📅 Date: 2026-07-17 Verify Processor: next-gen chip for heavy context processing RAM: 48 GB needed

Deploying locally takes the least amount of time when executed through native OS tools. Make sure you implement the steps

If you want the fastest local installation for this model, use standard pip packages. Make sure you implement the steps