clnodk
ComfyUI · Wan 2.2 · Local AI Video Systems

Custom AI video workflows built for real production, not demos.

I build practical ComfyUI systems: Wan image-to-video workflows, batch queues, custom nodes, resolution safety tools, local Linux/NVIDIA automation, and private visual-content pipelines.

Featured reel area
Add clips here Wan 2.2 I2V tests · workflow previews · before/after examples
Wan 2.2I2V / motion / identity tests
Local GPULinux + NVIDIA workflows
Batchqueues, logs, repeatable runs

For employers and studios

Workflow design, debugging, automation, repeatable pipelines, and technical production support for AI image/video systems.

ComfyUIPythonLinuxNVIDIA

For custom visual clients

Private image/video content workflows and controlled visual experiments. Adult-oriented work can be separated to an external Civitai profile.

Private requestsCustom visualsCivitai link ready

Selected work

Replace these placeholders with screenshots, short clips, and before/after examples as they are ready.

Production workflow

Wan 2.2 image-to-video pipeline

High/low Wan sampler workflow, VAE decode, video export, batch image loading, and resolution-aware preparation.

Wan 2.2I2VComfyUI
Testing system

Identity and motion experiments

Controlled tests around source resolution, prep resolution, CFG, frame count, prompt design, and face consistency.

IdentityMotionPrompt tests
Automation

Batch visual generation

Folder-driven queue systems for repeated image-to-video jobs with index tracking, loop control, and reproducible logs.

Batch jobsQueue loaderLogs

Custom nodes and scripts

Tools built to solve real local-production problems: OOM prevention, batch control, process recovery, and asset preparation.

CLNODK Wan Smart Prep

Frame-aware resolution preparation for WanFirstLastFrameToVideo, with sequence-length safety, custom resolution, and auto-orientation.

Working

CLNODK Image Queue Loader

Folder-based image queue for repeatable batch jobs, index tracking, loop control, and source-file logging.

Working

CLNODK Time Line / Time Prep

Timeline planning and segment preparation for multi-image video experiments and future controlled transitions.

Prototype

CLNODK Old Photo Restoration Analyzer + Preprocessor

Python/GIMP production utility for old-photo condition analysis, restoration preprocessing, JSON reports, contact sheets, and exact longest-side normalization.

Service

CLNODK Process Rescue

Local Linux utility for finding and terminating stuck VLC, ComfyUI, Python, GIMP, FFmpeg, and related production processes.

Working

ComfyUI Launcher

Local launcher for multiple ComfyUI installs, shared venv, logging modes, and performance/VRAM-safe launch profiles.

Working
Image Restoration Tool

CLNODK Old Photo Restoration Analyzer + Preprocessor

A local Python/GIMP tool for batch old-photo restoration preparation. It analyzes each image, records technical condition, applies selected preprocessing, creates a contact sheet, writes a structured report, and can normalize output size for later AI workflows.

Python GIMP batch JSON reports Contact sheets Resize normalization

Source code is not published. Screenshots, before/after examples, and report samples will be added here.

Before / after example
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Tool screenshot
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contact_sheet.jpg
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report.json sample
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Services

Built for employers, small teams, creators, and clients who need practical AI video systems or custom visual production.

ComfyUI workflow buildsCustom node wiring, debugging, reproducible workflows.
AI video clipsWan I2V tests, motion prompts, batch generation.
Local AI setupLinux/NVIDIA/ComfyUI structure, models, paths, logs.
Private visual contentDiscreet custom work; adult material can live off-site on Civitai.

Background

clnodk is a practical AI workflow builder focused on local production systems, not one-click demos. The work combines testing discipline, tool design, automation, and visual experimentation.

The current focus is ComfyUI, Wan 2.2, custom Python tools, batch image/video generation, and local Linux/NVIDIA workflows that can be inspected, repeated, and improved.

Need a ComfyUI workflow, AI video system, or custom visual pipeline?

I am building a portfolio of practical AI video work, custom nodes, scripts, and private visual content. Add direct contact links here: email, LinkedIn, GitHub, Civitai, or booking form.