BasicAgent
Reproducibility Outside Notebooks
Reproducibility outside notebooks depends on persistent sessions, stable state, and replayable output.
Published: 2026-01-04 · Last updated: 2026-01-04
Notebook workflows bake in state, which makes reproducibility fragile. Outside notebooks, reproducibility depends on durable sessions and output replay.
What makes reproducibility hard
- state lives in a transient session,
- output is lost between reconnects,
- long tasks are re-run instead of resumed.
The continuity approach
A persistent environment keeps the session and output alive so you can reproduce results without re-running everything from scratch.
Link up
- Session Persistence & Output Replay: /session-persistence-output-replay/
- Jupyter / Codespaces Alternatives: /jupyter-codespaces-alternatives/
- Phone Terminal Codex: /phone-terminal-codex/