Qubrid AI
ModelsAI AppliancesGPU CloudPricingBlogsDocs
Qubrid AIQubrid AI

Qubrid AI - The Full AI Stack is designed to give developers, researchers, and enterprises the GPU performance, AI-ready software, and cost-efficiency needed to unlock the full potential of AI.

Official Partner

NVIDIA PartnerNVIDIA Partner

2026 Qubrid AI, All rights reserved.

Navigations

  • AI Appliances
  • GPU Virtual Machine
  • Managed AI Inference & GPU Infrastructure Hosting
  • AI/ML Templates
  • Playground
  • Pricing
  • Model Catalog
  • Returns & Refunds
  • Contact Us

Developers

  • Documentation
  • Platform Updates
  • Model Updates
  • GitHub
  • Cookbook

Solutions

  • Enterprise OCR & RAG
  • AI Automation & Workflows
  • Custom Built AI Agents for Production
  • Clinical & Research Analysis
  • AI-Powered Marketing & Prospect Outreach

Company

  • About Us
  • Partners
  • Blog & News
  • Case Studies
  • Brand Kit
  • Terms & Conditions
  • Data Retention Policy
  • Privacy Policy
  • Acceptable Use
  • Safety & Responsible Use
  • Returns & Refunds
    Blog & News

    Last updated Nov 3, 2025.

    The Ultimate Guide to Advanced AI Image Editing Workflow Using Qubrid AI’s ComfyUI Template

    4 minutes read

    Shubham Tribedi

    Shubham Tribedi

    The Ultimate Guide to Advanced AI Image Editing Workflow Using Qubrid AI’s ComfyUI Template
    Table of contents
    • Introduction
    • Prerequisites
    • Deploying Qubrid AI’s ComfyUI Template
    • Connecting to VS Code via SSH
    • Why SSH with VS Code
    • Steps
    • Complete Advanced Image Editing Workflow
    • Edit Images to Perfection with Qwen Image Edit
    • Workflow Use Cases
    • Conclusion
    workflowworkflow-automationconfyuicomfyui-setup-tutorialqwen-image-edit

    Table of contents

    • Introduction
    • Prerequisites
    • Deploying Qubrid AI’s ComfyUI Template
    • Connecting to VS Code via SSH
    • Why SSH with VS Code
    • Steps
    • Complete Advanced Image Editing Workflow
    • Edit Images to Perfection with Qwen Image Edit
    • Workflow Use Cases
    • Conclusion
    workflowworkflow-automationconfyuicomfyui-setup-tutorialqwen-image-edit

    Introduction

    In our past blog, we explored how to deploy Qubrid AI’s ComfyUI Template. If you’re new to ComfyUI or haven’t yet tried it, start with that guide first - it’ll help you set up the foundation.

    Now that you’re familiar with the basics, let’s go deeper. In this tutorial, you’ll learn to create an advanced custom workflow using Qubrid AI’s ComfyUI Template that allows you to:

    • Edit images seamlessly using Qwen Image Edit

    • Load your own or downloaded workflows

    • Download custom model weights directly

    By the end, you’ll have a full end-to-end image editing workflow running on Qubrid AI — from generation to real-world image editing using natural language.

    Prerequisites

    1. Qubrid AI Account

      Login/Sign-Up to Qubrid.AI

      Sign up or log in to Qubrid AI. Access to the ComfyUI Template is included once you’re onboarded.

    2. Basic Familiarity with ComfyUI
      If you’re new, check out this tutorial. This blog assumes you know how to navigate the ComfyUI interface.

    3. GPU Resources on Qubrid AI

      Qubrid AI On Demand GPU Instances

      Advanced image editing and video models like Qwen Image, Edit, and Wan 2.2 require GPU acceleration. Qubrid AI provides enterprise-grade GPUs on demand to handle such workloads effortlessly.

    4. Basic Terminal Commands & VS Code

      SSH key generation knowledge & VS Code installed with SSH setup

    5. Time & Creativity
      Experimenting and tweaking is key - the more you explore, the more control you’ll gain.

    Deploying Qubrid AI’s ComfyUI Template

    1. Go to Qubrid.AI Platform & log in.

    Qubrid.AI Platform Home Page

    Qubrid.AI Platform Home Page

    • Select ComfyUI Template under GPU Compute → AI/ML Templates.

    Select ComfyUI Template

    Select ComfyUI Template

    Click Deploy, then:

    • Choose GPU instance (e.g., Nvidia A100 80GB SXM)

    • Set GPU count (1 recommended for this tutorial)

    • Configure Root Disk (500GB) to store models safely

    Select GPU Instance

    Select GPU Instance

    Preview GPU & Click Next

    Preview GPU & Click Next

    Select GPU Count

    Select GPU Count - Enable SSH Access → add your SSH key.

    Enable SSH

    Enable SSH Once configured, click Launch and wait 5–10 minutes. Your ComfyUI instance will be live shortly.

    Launch Confirmation

    Launch Confirmation

    Deployment Progress:

    Deployment Initialized

    Deployment Initialized

    Status - Processing

    Status - Processing

    ComfyUI Deployment Successful

    ComfyUI Deployment Successful

    Success: ComfyUI is deployed and ready to use.

    Connecting to VS Code via SSH

    To build advanced workflows, you’ll often need to access your cloud instance.

    Why SSH with VS Code

    • Manage files and dependencies easily

    • Enjoy local-like editing while computation runs on the GPU

    Steps

    1. Install VS Code & the Remote SSH extension

    2. Generate an SSH key → add to Qubrid instance

    3. Connect via Command Palette → Remote-SSH: Connect to Host

    4. Access ComfyUI container with:

    sudo su docker ps -a docker exec -it /bin/bash

    Access ComfyUI Container

    Access ComfyUI Container

    Now you’re inside the ComfyUI environment, ready to customize workflows.

    Complete Advanced Image Editing Workflow

    Edit Images to Perfection with Qwen Image Edit

    With Qwen Image Edit, you can create and refine images powerfully. Download the workflow: Qwen-Image-Edit-Workflow-by-Qubrid-AI

    cd user/default/workflows touch Qwen_Image_Edit.json apt update && apt install vim wget -y vi Qwen_Image_Edit.json

    Paste workflow JSON, save, and exit. Then download models via:

    wget -O models/diffusion_models/qwen_image_edit_fp8_e4m3fn.safetensors \ "https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/resolve/main/split_files/diffusion_models/qwen_image_edit_fp8_e4m3fn.safetensors"

    Repeat for Loras, Text Encoders, and VAE models. Structure:

    📂 ComfyUI/ ├── models/ │ ├── diffusion_models/qwen_image_edit_fp8_e4m3fn.safetensors │ ├── loras/Qwen-Image-Lightning-4steps-V1.0.safetensors │ ├── text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors │ └── vae/qwen_image_vae.safetensors

    Workflow Preview

    Workflow Preview

    Workflow Use Cases

    1. Object Replacement

      Before

      Replace a coffee mug with a glass of juice.

      After
    2. Style Transfer

      Original

      Transform into a Van Gogh–style painting.

      Van Gogh Result
    3. Add Missing Elements

      Empty Road

      Add a red sports car.

      Road with Car
    4. Seasonal Transformation

      Summer House

      Convert to a snowy winter scene.

      Winter House
    5. Text Editing

      Sale Poster Original

      Change text to “Mega Winter Sale 2025.”

      Edited Text
    6. Character Consistency

      Original Outfit

      Replace white frock with a polka-dotted one.

      Edited Outfit
    7. Background Replacement

      Perfume Product

      Add cinematic luxury background and lighting.

      Final Background

    Conclusion

    With this tutorial, you’ve learned how to set up and use Qwen Image Edit inside Qubrid AI’s ComfyUI Template to generate, refine, and experiment with stunning AI-driven images.
    What once took hours of setup can now be done in minutes - thanks to Qubrid AI’s ready-to-use GPU templates.

    Related posts

    View all posts
    Qubrid AI Is Now Live on the Dify Marketplace
    June 30, 2026

    Qubrid AI Is Now Live on the Dify Marketplace

    Qubrid AI is now officially listed on the Dify Marketplace, giving Dify's developer community direct, OpenAI-compatible access to Qubrid's model catalog inside any chat app, agent, or workflow. No custom integration, no separate infrastructure to stand up. Install the plugin, connect an API key, and Qubrid's models are available wherever Dify builds.

    Shubham TribediShubham Tribedi