~/talk

Rethinking growing engineers in the age of AI

slides:none on file

Claim: entry-level hiring falls sharply — a 73.4% drop in starter hiring — as AI takes on traditional junior work, and other fields report real harms from hallucinations in legal records. The practical response is explicit: teach foundations and code review earlier in career, train engineers in prompt use and source-checking, and redesign tasks so novices get deliberate practice with immediate feedback. Examples: associates already using AI as an endlessly patient mentor and doing larger stories than before.

AI-written summary · about

  1. 0:00Introduction
  2. 1:18AI is changing things
  3. 5:10Associate engineers
  4. 5:33Traditional associate work
  5. 6:33Deliberate practice
  6. 7:44Three models of deliberate practice
  7. 8:44Unconscious competence
  8. 10:12Most expert engineers suck
  9. 11:08Lead Dev
  10. 11:36Osmosis
  11. 11:48Foundations
  12. 12:42AI coding
  13. 12:54What we need to do differently
  14. 13:45Additional skills needed
  15. 14:08Critical thinking
  16. 17:52What advice do we need
  17. 18:11Advice for seniors
  18. 21:24Learn to surf
  19. 22:04Thank you
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