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Presenter notes: what Fin is optimizing for

Fin's own tips for this round:

  • Choose a project where you were deeply involved as a hands-on IC
  • Prefer something delivered in production as part of an ML product, over pure research
  • Relative uplift without absolute numbers is fine if the numbers are proprietary
  • If something didn't work, say so. Fin values critical thinking and honest reflection
  • Keep it conversational

Staff/Senior signal to aim for: cross-team or org-level scope, ambiguity you handled, defensible tradeoffs, and quantified impact, not just technical depth.