~/talk

Virtual Day Q & A Hangout with Virtual Speakers

Talkat posit::conf(2025) · 2025-09-16..09-18· [devrel-and-community]
links:none on file
github:JohnCoene
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slides:none on file

A live hour of audience Q&A surfaces concrete guidance: use blue-green switching restarts processes when flipping vanity URLs and watch for environment‑variable‑induced restarts; deploy Ambiorix apps via Ambiorix deploys to Shinyapps.io and Posit Connect or Shiny Server and standard cloud hosts; Ambiorix offers middleware plugins for logging, HTML minification and security; LLMs are noisy but give useful uncertainty signals and fail on fine visual distinctions in a 24‑class flower test (≈200 images/class); for plotting, ggbump and ggiraph extend ggplot2; catch edge cases with Shinytest2 end‑to‑end tests and monkey testing.

AI-written summary · about

  1. 0:00Welcome to Q&A
  2. 1:07Speaker introductions
  3. 10:02Blue-green deployment strategies
  4. 15:08Shiny with Ambiorix
  5. 21:54LLMs for disease classification
  6. 27:02ggplot2 interactivity
  7. 33:55Security in Shiny apps
  8. 41:18Prompt engineering with LLMs
  9. 45:35Automated testing edge cases
  10. 51:04GitHub and Discord access
  11. 56:12Ambiorix funding and deployment
  12. 58:46LLM testing and takeaways
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