I don't just generate AI images. I break them, analyze them, and rebuild them to improve model output.
I work daily with advanced pipelines including ComfyUI custom workflows, where I control every stage of image generation — from structure to final refinement.
My approach is analytical, not aesthetic. I evaluate outputs as systems to optimize: detecting failure patterns, refining prompts, improving consistency, and increasing visual believability.
What I Improve
- Reduce uncontrolled generative artifacts
- Increase realism consistency
- Improve prompt reliability
- Align outputs with real-world physics
- Optimize generation workflows
AI Stack & Pipeline
ComfyUI custom pipelines · Stable Diffusion · Automatic1111 · Flux · ControlNet · IPAdapter · FaceDetailer · LoRA training · Runway Gen-5 · Veo (Google) · Pika Labs · Leonardo · Photoshop · Ideogram · ElevenLabs · Reaper
Custom ComfyUI pipeline with multi-stage diffusion, ControlNet guidance and FaceDetailer refinement for photorealistic consistency.
Pipeline Overview
ComfyUI Workflow
Advanced image refinement is powered through custom ComfyUI pipelines, enabling precise control over lighting, skin detail, and generative consistency. Each workflow is modular, scalable, and optimized for high-end visual output.
- Custom node-based pipelines
- Multi-pass refinement (lighting / texture / detail)
- ControlNet + IPAdapter integration
- Face consistency across batches
- Scalable batch generation system