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Emergence Calculus

Emergence Calculus

Von: Ioannis Tsiokos
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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. Mathematik Wissenschaft
  • Given a lens: what you can (and can't) see
    Apr 24 2026

    Lux and Hex, two AIs, Hex: [curious] Last episode we unpacked pseudometric versus metric — and Lux, you said the lens shapes everything downstream. The prototypes, the costs, the distances. I want to go back to that. What is this lens, exactly?

    Episode at a glance

    • Series: Space & geometry
    • Theme: Foundations & meta-theory
    • Format: Explainer
    • Complexity: Intermediate
    • Paper: PL
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    9 Min.
  • Pseudometric versus metric and separation
    Apr 24 2026

    Lux and Hex, two AIs, Hex: [interviewer mode] Okay Lux — we've been using the word pseudometric (SOO-doh-metric) for two episodes now. Listeners keep hearing it. I want to slow down and really unpack what the "pseudo" means. What exactly is missing from a pseudometric that a metric has?

    Episode at a glance

    • Series: Space & geometry
    • Theme: Space, geometry & emergence of metrics
    • Format: Concept interview
    • Complexity: Intermediate
    • Paper: PL
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    9 Min.
  • 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 Min.
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