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Zeitgeist — a spike by Chris Gathercole
  1. Creators/
  2. Matt Pocock — Total TypeScript/

Do you even need human review?

YouTube · YouTube

  • Teaches strategic repositioning of human-review checkpoints across an AI-assisted dev workflow — sometimes early human involvement (before generation) beats end-of-pipeline review.
  • Practical takeaway: place checkpoints per task — early review for alignment-sensitive work, late/no review for low-stakes autonomous work.