📤 Release Hash: bdd8b8b5f9a2eae9356915659aebdac0 • 📅 Date: 2026-07-22 Verify Processor: next-gen chip for heavy context processing RAM: 48 GB needed to prevent memory swapping to disk Disk Space: 80 GB NVMe SSD required for fast model weights loading Graphics: CUDA

🗂 Hash: be7208daaa045ce08f834f419d7667b1 • Last Updated: 2026-07-19 Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: required: 16 GB absolute minimum for small models Disk Space: at least 100 GB for multiple local LLM variants GPU: 16

🗂 Hash: be7208daaa045ce08f834f419d7667b1 • Last Updated: 2026-07-19 Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: required: 16 GB absolute minimum for small models Disk Space: at least 100 GB for multiple local LLM variants GPU: 16

🖹 HASH-SUM: e2cab872f0d44f45c6b7eef174aaed77 | 📅 Updated on: 2026-07-20 Verify Processor: next-gen chip for heavy context processing RAM: 64 GB to avoid OOM crashes on large contexts Storage: extra room for future model updates and datasets GPU: 16 GB+ video memory