AI Asset Pipeline

Generating hundreds of production-ready 3D game assets and UI icons without a full art team.

• Output must be production-ready (PNG RGBA, textured 3D models)
• Pipeline must be repeatable and batch-capable
• Quality must be consistent across hundreds of assets

• ComfyUI as the orchestration layer -- node-based, scriptable, and reproducible
• Juggernaut XL / Stable Diffusion for icon generation with fine-tuned prompts
• TripoSR and Hunyuan3D for image-to-3D conversion with different quality tradeoffs
• Blender for post-processing and batch export to game-ready formats

• End-to-end pipeline: text -> AI prompt -> 2D image -> background removal -> 3D model -> Blender export
• Detailed prompt engineering research (CFG tuning, LoRA strength, negative prompts)
• Batch processing for catalog-scale generation
• LLM integration for automatic prompt generation from object descriptions

• Replaced manual asset creation with a repeatable automated pipeline
• Reduced asset creation time from hours per asset to minutes