You don't need to meet every single requirement. If you're excellent in most of these areas and can show shipped work, we'd love to hear from you.

Shipped generative pipelines adopted and used daily by other people;
Production-grade workflows in ComfyUI or similar technologies, or equivalent code-first experience (e.g. diffusers);
Strong Python: automation, API integrations, custom nodes;
LoRA training end-to-end, from dataset curation to evaluation;
Control techniques across modalities (t2i, i2i, i2v, v2v): ControlNet, IP-Adapter, inpainting, reference conditioning;
Deploying pipelines as internal tools;
Enough visual literacy to set the quality bar (no design portfolio required);
Confident English (B2+).
3D/render-hybrid workflows: Blender or CAD renders as geometric ground truth with generated environments;
LLM orchestration and agentic workflows: automated prompt generation, VLM-based QC;
Experience producing visuals for performance marketing.

Generative AI Pipeline Engineer (Tech Lead)

Summary