Chat and CLI both flatten AI work into a linear stream. That is fine for single prompts or single commands, but not for real workflows where writing, execution, review, and decisions need to stay separate and reusable.

I wanted to share this partly because I assume other people are building similar notebook-style AI tools, and

I’d be interested to see them. There are so many AI products and side projects now that it is hard to keep up, so if you know something close to this model, send it over.