Few-Shot
🖹 HASH-SUM: 2023a6b8ab0ec832be761725b566f7fa | 📅 Updated on: 2026-07-21 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: 32 GB or higher for smooth 32k context lengths Storage: extra room for future model updates and datasets Graphics: 12 GB…
🔧 Digest: b6bbec0ca2e2c3c924343643171325fb • 🕒 Updated: 2026-07-21 Verify Processor: 6-core 3.5 GHz minimum required RAM: minimum 16 GB for stable 8B model loading Storage:100 GB free space for HuggingFace cache folder GPU: RTX 4080 / RTX 4090 recommended for 26B-A4B…
🧩 Hash sum → fe1faf7f6937779b7d02d28b566af67a — Update date: 2026-07-23 Verify CPU: 8-core / 16-thread recommended for orchestration RAM: fast 5600MHz+ required to avoid memory bottlenecks Disk Space: at least 100 GB for multiple local LLM variants Graphic Processor: RTX 3060…
🗂 Hash: fe2be7dbd6f5023991e14fc0b62f2345 • Last Updated: 2026-07-17 Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: 64 GB to avoid OOM crashes on large contexts Disk: high-speed SSD 120 GB to cache model layers Graphics: CUDA Compute…
📤 Release Hash: 083fcbdd833de89531c88258ee037c16 • 📅 Date: 2026-07-21 Verify CPU: multi-threading optimized for fast prompt processing RAM: 32 GB or higher for smooth 32k context lengths Disk Space: 80 GB NVMe SSD required for fast model weights loading GPU: high…
📤 Release Hash: fee3b764f232fcd9f38ee3bf91643a72 • 📅 Date: 2026-07-15 Verify CPU: multi-threading optimized for fast prompt processing RAM: required: 16 GB absolute minimum for small models Storage:100 GB free space for HuggingFace cache folder Graphic Processor: RTX 3060 or RX 6600…
🔐 Hash sum: 56f8e941de0caba00771e3c97b983e26 | 📅 Last update: 2026-07-18 Verify Processor: 4.0 GHz+ boost clock recommended for CPU inference RAM: enough space for background apps and OS overhead Disk: high-speed SSD 120 GB to cache model layers Graphic Processor: RTX…
📘 Build Hash: 7d86bd5e7dd039d8bbafdd4b5886b62c • 🗓 2026-07-13 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: 32 GB highly recommended for 26B+ GGUF models Storage:100 GB free space for HuggingFace cache folder Graphics: TensorRT-LLM / vLLM inference engine…
