# From Jupyter Notebook to production: How to ship AI systems that actually work

> Source: <https://thenewstack.io/notebook-to-production-ai/>
> Published: 2026-06-06 11:00:00+00:00

Moving from experimentation to production in AI requires a transformation of mindset, architecture, and engineering discipline. There’s no API wrappers

The post [From Jupyter Notebook to production: How to ship AI systems that actually work](https://thenewstack.io/notebook-to-production-ai/) appeared first on [The New Stack](https://thenewstack.io).