We helped STRUDEL run a workshop where 30+ researchers prototyped building scientific web applications in a single day. Everyone left with a working prototype, even folks who'd never built a web app before! 2i2c.org/blog/strudel...
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Our goal was to provide an AI-assistant environment with zero friction. We configured a JupyterHub with VS Code for the Web and Cline (an AI coding assistant) so participants could start building with AI help immediately instead of spending hours on environment setup.
We pre-configured Cline with OpenRouter, which let the workshop team manage AI costs centrally with a shared API key. Participants got access to premium models without needing their own accounts or API setup.
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People built prototypes for real work in astrophysics, genomics, energy, water quality, and light sources. The hub gave them space to experiment without worrying about infrastructure. strudel.science/engage/news/...
What we found interesting: this shows how JupyterHub can support more than just notebooks. The same patterns we use for Jupyter environments work for modern web development tools and AI assistants too.
If you're thinking about running workshops that need pre-configured environments, this setup might be useful. Tips on using STRUDEL with AI assistants here: github.com/strudel-scie...
More details about how we put it all together in the blog post. 2i2c.org/blog/strudel...