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This guide explains how to deploy the Docker image: sandichhuu/comfyuv on Docker Hub An optimized, production-ready ComfyUI Docker image built with uv for ultra-fast Python package management. It comes pre-configured with modern performance optimizations like...

1. Install ComfyUI-KJNodes Open Extensions in ComfyUI. Search for ComfyUI-KJNodes. Install the package. Restart ComfyUI after installation if required. 2. Patch SageAttention Correctly After loading your model and LoRAs, you must add the node: Patch Sage At...

Prompt Create a Hatsune Miku concert poster in a 3D anime style, with a similar Frutiger Aero theme, featuring a prominent title and specific content in English. Result ChatGPT Gemini (Nano Banana) ZIT (Lightx2v) QwenImage Turbo QwenI...

1. Follow this page to install: pi.dev github 2. Install extension: Pi Coding Agent 3. Connect to hosted llm service: Edit file: "C:\Users\helloworld\.pi\agent\models.json" { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8888/v1", "...

Run high-performance GGUF inference with CUDA 13.2 using llama.cpp and the Docker image sandichhuu/llama-cpp:cu132. This setup is optimized for: Large GGUF models Long context inference Multi-modal models with mmproj NVIDIA GPU acceleration Speculative decodi...

Introduction Modern Large Language Models (LLMs) are generally built using two major architectural approaches: Dense Models Mixture of Experts (MoE) Models Both approaches aim to improve intelligence, reasoning, scalability, and inference efficiency, but the...

In the competitive landscape of Large Language Models (LLMs), Multi-Token Prediction (MTP) has emerged as one of the most radical departures from traditional autoregressive architectures. Traditionally, LLMs are trained on a Next-Token Prediction (NTP) paradig...

Superfast model generation from image. Mesh optimization. Tunning [VAEDecodeHunyuan3D] -> octree_resolution = 512 [Voxel to Mesh] -> threshold = 0.77

Deep Analysis: Why Optimized INT4 Formats Outperform Q4 (GGUF) Formats in ComfyUI When running large diffusion models like FLUX.1 or SD3/3.5 in ComfyUI, VRAM optimization is critical. While both Q4 and various INT4 formats fall under the "4-bit quantization" ...

Abstract We present HunyuanVideo, a novel open-source video foundation model that exhibits performance in video generation that is comparable to, if not superior to, leading closed-source models. In order to train HunyuanVideo model, we adopt several key techn...

Demo Quick Start Install (Follow Official Instruction) Connect MCP: You have to click Install Skills first. Clone Skills: Copy all contents inside .claude to .pi Enjoy: Click start server, the extension Pi.dev connect to MCP server automatically.

Core Insight: Same intelligence. Different architecture. 3x different output. 1. Overview of the Architectures 🤖 Architecture A: Agent Runtime (Antigravity) An iterative, multi-step system where the LLM is embedded within a programmatic control loop (the "...

Detailed technical comparison between five graphics cards: RTX 3060 12GB, RTX 5060 Ti 16GB, 9060 XT 16GB, Arc A770 16GB, and Arc B60 24GB, focusing on core metrics for AI, Deep Learning, and Local LLM deployments. 📊 Detailed Comparison Matrix Metric NVIDIA ...

This document synthesizes the comprehensive hardware, software, and technical specifications of the Tenstorrent TT-LoudBox™ (Wormhole) AI workstation/server based on official product documentation. 1. Product Overview Product Name: TT-LoudBox™ (Wormhole) – ...

They treat them as two separate worlds. You model in Blender, export an FBX, import it into Unity, set up materials, realize something is wrong, go back to Blender, fix it, re-export, re-import, and pray nothing breaks. Your project folder becomes a graveyard ...

This is writing about Qwen3.7 Max review and fix a random python code from github. input prompt: Review and help me optimize this python file. 💻 Original Click to show code from subprocess import Popen, PIPE import gradio as gr import numpy as np import cv2...

An optimized AI tool support image restoration, image denoise, upscale, ... using GFP-GAN, GPEN, ... ⚠️ Important Note 🌵 I only have RTX 30 series (SM86). So newer series untested. 🌵 If you facing any issue, please send the error log to:      💮 LinkedIn      ...

🐓 Quick Start First we need link github repo. Becareful, this action will grant Qwen access to your repos. Then we need some markdown files describe how the application working. Just typing on common language, doesn't need to write technical language. implem...