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Update and rename mark-koelsh-keynote.md to mark-koelsch-keynote.md
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content/events/2026-raleigh/program/mark-koelsh-keynote.md renamed to content/events/2026-raleigh/program/mark-koelsch-keynote.md

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Title = "Upskill or Outsource? Practical Talent Strategies for an AI Future"
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Type = "talk"
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Speakers = ["mark-koelsh"]
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Speakers = ["mark-koelsch"]
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The scramble for AI talent is real — and expensive. This talk helps people ops and engineering leaders make clear, practical choices about growing AI capability: when to train your existing DevOps teams, when to hire, and how to combine both without draining morale or money.

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