~/talk

World's First Undoable Notebook

Talkat PyCon US 2025 · 2025-05-16..05-18· [developer-experience, python]
links:none on file
slides:none on file

Claims an automated, lightweight checkpointing layer for Python notebooks that records incremental checkpointing at a co-variable granularity, detects deltas by monkey‑patching the session dict, and stores only changed objects so undo and branchlike checkouts are cheap. Unserializable objects fall back to cell replay while picklable deltas are restored from a compact history. Demo shows a working JupyterLab extension and a pip-installable package; current limits include no tracking of state outside the notebook process.

AI-written summary · about

  1. 0:00Introduction
  2. 1:05Notebook session frustrations
  3. 3:32Limitations of recovery
  4. 8:27Ku incremental checkpointing
  5. 11:13Co-variable granularity
  6. 15:25Tracking state deltas
  7. 18:37Managing checkpoints
  8. 21:00Demo of Ku in Jupyter Lab
  9. 24:30Object-level deduplication
  10. 25:13Tissue board visualization
  11. 25:56Conclusion and future
  12. 26:16Q&A
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