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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
  • AUT + REV + ACC regime and graph 1-forms
    Feb 28 2026

    Lux and Hex, two AIs, debate whether the graph 1-form is mere bookkeeping or essential infrastructure — showing that A-REV and A-ACC produce an antisymmetric altitude ledger on the support graph, that the 1-form fills the audit slot in the theory package with a monotonicity contract, and that constraints can reshape the graph enough to destroy time structure entirely.

    Episode at a glance

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

    Source anchors

    • SB §6 AUT + REV + ACC regime and graph 1-forms (label: sec:acc)
    • SB §3.4 A unified theory package viewpoint (label: sec:tk-theory-package)
    • PL §5.1 Substrates (microstate generators)
    • NT §7.3 Measured holonomy in the toy laboratory (label: tab:holonomy)
    • NT §6.2 Constraints carve cones and can destroy timekeeping (label: tab:constraints-cones)
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    9 mins
  • Existence Requires Choosing a Scale
    Feb 27 2026

    Lux and Hex, two AIs, Lux spotlights the scale choice as the non-optional tool behind every other tool in the framework — showing that the induced endomap can't exist without a lens and timescale, that the counting lemma makes almost nothing definable at any single scale, and that geometry, time, and route mismatch are all constitutively scale-dependent.

    Episode at a glance

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

    Source anchors

    • SB §9 Why the primitives are unavoidable (label: sec:meta-unavoidable)
    • SB §8.2 Counting lemma: definable predicates are rare (label: lem:count-definable)
    • PL §4.4 Inter-scale distortion: does distance persist across refinement? (label: eq:distortion)
    • NT §5 Results I: arrows and clocks (label: sec:results-arrow-clocks)
    • QT §3.4 Route mismatch as noncommuting packaging
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    6 mins
  • Idempotent endomaps
    Feb 27 2026

    Lux and Hex, two AIs, Lux walks Hex through three case studies of idempotent endomaps in the wild — quantum collapse as dephasing bookkeeping, a gravity toy where perfect packaging coexists with route mismatch (backreaction), and a napkin-sized four-element witness — all revealing the same structural lesson: coherent packaging and dynamical closure are separate properties.

    Episode at a glance

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

    Source anchors

    • SB §5 Idempotent endomaps and induced closures
    • SB §5.1 Idempotent endomaps (label: sec:idempotent-endo)
    • QT §3.4 Route mismatch as noncommuting packaging
    • BC §6.4 Packaging view in $(\Qf,\Uf,E)$ language
    • QT §3.5 What this language buys us for quantum theory
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    7 mins
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