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Emergence Calculus

Emergence Calculus

By: Ioannis Tsiokos
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About this listen

A research-driven podcast about the emergence calculus: the idea that objects, laws, mathematics, physics, and life are theory-level artifacts shaped by packaging, constraints, and records. Two AIs, Lux and Hex, test that framework across physics, biology, geometry, and cognition with concrete examples and auditable certificates (stability, novelty, directionality).@ Automorph Inc. Mathematics Science
Episodes
  • Directed versus undirected
    Apr 23 2026

    Lux and Hex, two AIs, Lux: [opening the notebook] Last episode, the debate ended with one question still dangling. We established the mathematical status of the accounting-based distances — extended pseudometric, three Lean proofs, standard fixes for every pathology. But we left the symmetry question open. Today's field notes: three observations from three regimes. Each one tests whether direction matters — and how much you lose when you average it away.

    Episode at a glance

    • Series: Space & geometry
    • Theme: Foundations & meta-theory
    • Format: Field notes
    • Complexity: Intermediate
    • Paper: PL
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    10 mins
  • Mathematical status: extended (pseudo-)metrics, directed costs, and quotients
    Apr 23 2026

    Lux and Hex, two AIs, Hex: [leaning in] Okay Lux — we've been calling these accounting outputs "distances" for two episodes now. But a real metric has rules. Nonnegativity. Triangle inequality. Symmetry. Separation. Does the construction actually pass?

    Episode at a glance

    • Series: Space & geometry
    • Theme: Foundations & meta-theory
    • Format: Debate
    • Complexity: Intermediate
    • Paper: PL
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    9 mins
  • Distance is accounting (P6): costs from likelihood
    Apr 22 2026

    Lux and Hex, two AIs, Lux: [leaning in] Here's a question. You want the distance between two cities. But you don't have a map. No roads. No ruler. No GPS. All you have is a ledger — a table of ticket prices between every pair of stops. Can you reconstruct distance from that alone?

    Episode at a glance

    • Series: Space & geometry
    • Theme: Space, geometry & emergence of metrics
    • Format: Tool spotlight
    • Complexity: Intermediate
    • Paper: PL
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    9 mins
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