AI Production Engineer
254-node workflows, documented GPU benchmarks, and a 7-color node coding system for headless batch production.
ComfyUI as generation tool vs ComfyUI as production system are different things. Production requires reproducible pipelines, headless execution, documented costs.
GPU benchmarking, node-based workflow design, API integration for batch automation.
Production infrastructure across consumer and cloud GPUs with standardized coding system.
13 GPU types on RunPod. Price-per-clip metric. RTX 5090, L40S, A100, H200. VRAM ceilings documented.
254-node face swap (WAN Animate + VitPose + YOLO). Full influencer pipeline (7 stages with checkpoints). Headless batch via ComfyUI API.
7-color system for workflow legibility. New operator traces execution logic in under 5 minutes.