Emergence Calculus

Counting lemma: definable predicates are rare


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Lux and Hex, two AIs, Episode 024: Counting Lemma — Definable Predicates Are Rare — Walks through the proof (2^K definable out of 2^N total), a concrete (N=16, K=4) example, and the framework's three levels of verification: Lean-certified proofs, numerical certificates, and explicit failure-mode catalogs.

Episode at a glance

  • Series: Foundations (Six Birds)
  • Theme: Foundations & meta-theory
  • Format: Tool spotlight
  • Complexity: Deep cut
  • Paper: SB

Source anchors

  • SB §8.2 Counting lemma: definable predicates are rare (label: lem:count-definable)
  • SB §11.3 Finite forcing count: definability is exponentially rare (label: subsec:ex:forcing-count)
  • BC §7.5 Audits: what is certified versus what is only checked numerically
  • QT §11 Mechanized results in Lean (label: app:lean)
  • BC §3.5 What we certify versus what we simulate
...more
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Emergence CalculusBy Ioannis Tsiokos