Emergence Calculus

Case study — operator rewriting thickens causal control (learning)


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Lux and Hex, two AIs, Lux: Mini-lab time, Hex. Lab coats on. Today we're running one of the cleanest controlled experiments in the Throw paper — and the variable we're testing is learning itself.

Episode at a glance

  • Series: Agency & agents
  • Theme: Agency & agenthood
  • Format: Mini-lab
  • Complexity: Intermediate
  • Paper: TH

Source anchors

  • TH §9 Exhibit: operator rewriting thickens causal control (learning θ) (label: sec:ex_learning)
  • TH §7.2 Reading the table in Six Birds terms
  • NT §6.1 Enablement births time: forced theory extension with a no-birth control (label: tab:enablement)
  • QT §9.4 Diagnostics and testable expectations
  • NT §4.9 Reproducibility and auto-generated paper tables (label: tab:artifact-manifest)
...more
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Emergence CalculusBy Ioannis Tsiokos