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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
  • Connectivity: does the induced metric disconnect?
    Apr 27 2026

    Lux and Hex, two AIs, Lux: Imagine you've just built your first emergent distance table. Rows and columns are macro states, each cell is a distance. You scan the numbers — and half of them say infinity.

    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
  • Information (entropy) versus scale
    Apr 26 2026

    Lux and Hex, two AIs, Hex: Lux, today we have two substrates on the bench. Same diagnostic toolkit. Same coherence schema. Both pass all four conditions — stable prototypes, connected metrics, bounded distortion. But they look completely different. How does the framework tell them apart?

    Episode at a glance

    • Series: Space & geometry
    • Theme: Foundations & meta-theory
    • Format: Case study
    • Complexity: Intermediate
    • Paper: PL
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    9 mins
  • Inter-scale distortion: does distance persist across refinement?
    Apr 26 2026

    Lux and Hex, two AIs, Hex: [storytelling mode] Picture two cartographers. Same city. Different methods. One climbs a hilltop, sketches the skyline — broad strokes, big shapes. Five neighborhoods, rough distances between them. The other walks every street, corner by corner. Twelve districts, precise measurements. They meet at a tavern and compare maps. Lux, how does this story go?

    Episode at a glance

    • Series: Space & geometry
    • Theme: Space, geometry & emergence of metrics
    • Format: Story
    • Complexity: Intermediate
    • Paper: PL
    Show More Show Less
    9 mins
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