~/talk

Stories in Code

Talkat SciPy 2026 · on Monday, 2026-07-13· [open-source, documentation]
slides:none on file

Early‑2024 data show 50% of astronomy papers and 20% of arXiv papers contain matplotlib figures, demonstrating huge real impact; a proof‑of‑concept interactive matplotlib served over HTTP using FastAPI + websockets is implemented and a massive rewrite branch is merged right before the keynote. The talk emphasizes concrete maintainer practices: code review that preserves project story, a gradient of open‑source maturity for governance, and active defenses against an automated PR flood and targeted harassment, with at least one maintainer publishing detailed postmortems.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 3:15Acknowledgements and personal journey
  3. 5:22Magic, metaphors and code
  4. 8:09Community as fanfiction
  5. 11:17Impact of Matplotlib on science
  6. 12:00Maintaining open source projects
  7. 13:05Code review and storytelling
  8. 17:15Code quality and context
  9. 19:02Stories about people and AI
  10. 22:41Language models and storytelling
  11. 24:50Ethics and human choices in tech
  12. 25:11Demo of interactive Matplotlib tool
  13. 26:15Challenges in open source maintenance
  14. 29:04Human connection in contributions
  15. 30:28Writing process and AI tools
  16. 31:52Community spirit and legacy
  17. 33:16Conference rules and closing
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