In today’s tutorial, we’ll explore how to connect your agent app to a self-hosted Jupyter server. This gives you a powerful, stateful code runtime sandbox.

This tutorial uses a more universal approach to recreate the core tech behind commercial products like Manus and Claude Agent Skills. Learning this saves you 40 hours of trial and error. It...