Sovereign scientific computing · for people who don't code
Drop a dataset, ask a question in plain language, and get a real, reproducible analysis — the Python runs inside this browser tab. On the strictest setting nothing touches a network at all. Built on EU rails, GDPR-native.
Don't take our word for it. Open your browser's Network panel (or a firewall like Little Snitch): the only external request is a one-time download of the Python runtime (code, not your data) — your dataset is never sent. Once the runtime has loaded, you can turn off Wi-Fi and keep working.
The client is a single small file, open to inspection — have your security team read exactly what runs. Full safety brief →
1 Security level
Pick it before adding data — it sets what (if anything) ever leaves your device. Labelled to match TU Delft's own data classification: Critical / Sensitive / Standard.
2 Dataset
What actually happens: your CSV is read, analysed and charted by Python (pandas · NumPy · Matplotlib) running as WebAssembly in this tab. Nothing is uploaded. The code for every cell is shown, so results are reproducible and auditable — the way a notebook should be.
prototype the Python runtime downloads from the Pyodide CDN on first load; in production it is self-hosted on Scaleway (EU). In the Standard tier your analyses are authored by an EU-hosted model (Scaleway, France) from your question + column facts — never data rows — and still execute in this tab. Critical stays fully on-device; Sensitive (EU compute) comes next.
· All-Scaleway, France · No US infrastructure ·
how sovereignty works →
· how this compares to Claude Science & Colab →