~/talk

Why, and how you need to sandbox AI-Generated Code?

Talkat AI Engineer Europe 2026 · 2026-04-08..04-10· [security, developer-experience]
slides:none on file

Argues that AI-generated code is untrusted and must run in capability-based sandboxes, not evals; demonstrates two concrete builds: a fast skill runner using V8 isolates (quarter-millisecond startup, no filesystem, network null by default) and a full dev-workbench using container VMs (clones, npm install, long‑running servers, seconds to start); prescribes per-user sandboxes, proxying secrets, strict time/memory caps, forced cleanup, and logging; shows a production demo at promptmotion.app that generates preview URLs.

AI-written summary · about

  1. 0:00AI code risks introduction
  2. 1:42AI code is untrusted internet code
  3. 3:04Three threats from LLM code
  4. 6:59Sandboxing untrusted code history
  5. 8:25Capability-based security explained
  6. 10:10Sandboxing approaches spectrum
  7. 11:35Threat model for AI code
  8. 13:21Two sandboxing examples
  9. 15:51How isolates provide isolation
  10. 17:56Capability-based security in practice
  11. 19:42Trade-offs of isolates
  12. 21:28When to use containers
  13. 23:34User isolation in containers
  14. 24:58Container sandbox architecture
  15. 26:25One user one sandbox pattern
  16. 27:29Never pass secrets to sandbox
  17. 28:53Sandbox cleanup and limits
  18. 29:57Trade-offs of containers
  19. 31:03Isolates vs containers decision
  20. 33:11Sandboxing AI code checklist
  21. 35:43Treat AI code like anonymous code
  22. 36:25Key takeaways recap
  23. 37:30Resources and further reading
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.