About
This skill streamlines the transition from a trained model to a production-grade application by providing standardized integration templates for the modern web stack. It automates the creation of robust FastAPI inference routers with Pydantic validation, scaffolds responsive Next.js prediction interfaces using shadcn/ui, and implements scalable Supabase database schemas for model versioning and inference logging. Whether you are deploying classification, regression, or image-based models, this skill ensures best practices in error handling, batch processing, and result visualization are baked into your application from the start.