~/talk

The Theory Underpinning Scrum

TalkinJapaneseat Regional Scrum Gathering Tokyo 2026 · 2026-01-07..01-09· [agile-and-product, machine-learning]
links:none on file
slides:none on file

Presents a theory-based justification for Scrum using variational free energy/Bayesian inference to show teams reduce surprise by updating models from observations (includes a numerical example with defect rates and posterior), invokes Wolfram’s cellular automata (Rule 30/110) to argue many futures are incompressible so teams must run experiments, and applies Boyd’s energy‑maneuverability concepts to frame faster outcome loops as competitive advantage. Uses Bayesian math, ML/LLM training analogies, cellular automata, and flight‑performance metrics to position Scrum as an empirically grounded delivery and discovery loop.

AI-written summary · about

  1. 0:00Introduction
  2. 2:04What is Scrum theory
  3. 13:38Friston's variational principle
  4. 35:43Bayesian surprise in Scrum
  5. 41:41Wolfram's physics project
  6. 44:51John Boyd's energy maneuverability
  7. 46:16Summary
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