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How AI is Re-shaping Engineering Work (And How to Deal With It)

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Presents an AI flower framework that maps 150 IT activities to concrete “North Star” standards, built in Neo4j and linked to Claude to auto-generate per-activity skills (AI output needed months of manual review because it hallucinated). Produces a system readiness checklist, human learning plans and transformation steps, quantifies where agents could replace work, and surfaces new roles like product thinkers, risk acceptance owners and engineering philosophers while warning to prefer cheaper automation once systems are fixed.

AI-written summary · about

  1. 0:00Introduction
  2. 1:23AI flower framework explained
  3. 8:54IT activities and North Stars
  4. 16:23AI capability and eras
  5. 22:07AI impact on engineering
  6. 24:55Future roles in AI engineering
  7. 31:18Summary
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