2025 · Notebook · ai / web
Atlas
A research notebook with a model in the loop.
- Year
- 2025
- Role
- Product engineer
- Surface
- Notebook
Docs
Not chat threads
Export
You keep the work
AI SDK
Model in the loop
The brief
What was actually broken
The work was disappearing into chat threads. Citations were screenshots. Export was copy-paste. The model owned the notes; the researcher did not.
How it shipped
The work, in order
- 01
Documents, not threads
The unit of work is a note you can name, version, and export — not a scrollback.
- 02
Citations as structure
Sources sit beside the claim. If you cannot point at it, it does not belong in the notebook.
- 03
The model is a tool
Draft, extract, compare — then write it back into a document the human still owns.
If you cannot export the work, the model owned it — not you.
What changed
After it left the repo
- — Researchers leave with a file, not a chat transcript.
- — Citations survive the export.
- — The model can be swapped without losing the notebook.
Stills
Same product, other angles
