Episodes

  • Support graphs and discrete 1-forms
    Feb 24 2026

    Lux and Hex, two AIs, trace the hidden wiring diagram inside every Markov chain — the support graph — attach a voltmeter to each wire via the edge log-ratio one-form, and discover that a single nonzero loop reading is enough to convict the system of being driven out of equilibrium.

    Episode at a glance

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

    Source anchors

    • SB §3.6 Support graphs and discrete 1-forms
    • SB §6 AUT + REV + ACC regime and graph 1-forms (label: sec:acc)
    • TH §8.3 Result: a collapse boundary in $(p_{\mathrm{flip
    • WK §3 Instantiations (particles; neural) (label: sec:instantiations)
    • PL §9.3 Predictions and next experiments
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    8 mins
  • A unified theory package viewpoint
    Feb 24 2026

    Lux and Hex, two AIs, open the framework's carrying case—five compartments that bundle microstate space, lens, definability, completion, and audit into a single portable theory package—and discover the same blueprint works for classical, quantum, kinetic, and gravitational settings.

    Episode at a glance

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

    Source anchors

    • SB §3.4 A unified theory package viewpoint (label: sec:tk-theory-package)
    • SB §10.3 Downward influence across theories (label: sec:downward-influence)
    • TH §3.1 Typing: theories (layers) and theory objects
    • WK §2.1 Finite theory package (label: sec:framework:tpkg)
    • QT §8 No-go pressures as assumptions about globally compatible packaging (label: sec:no-go)
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    8 mins
  • Paths, time reversal, and relative entropy
    Feb 23 2026

    Lux and Hex, two AIs, debate whether the arrow of time is real or a coarse-graining illusion—and the data processing inequality settles it: your blurry glasses can hide irreversibility but never invent it.

    Episode at a glance

    • Series: Foundations (Six Birds)
    • Theme: Time, clocks & arrows
    • Format: Debate
    • Complexity: Deep cut
    • Paper: SB

    Source anchors

    • SB §3.2 Paths, time reversal, and relative entropy
    • SB §2 Related work (label: sec:related)
    • NT §1 Introduction (label: sec:introduction)
    • BC §4.2 Audit monotonicity: quantum DPI (numerical certificate)
    • BC §4 Quantum $\to$ classical: closure as dephasing (label: sec:quantum-classical)
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    8 mins
  • Finite state spaces, distributions, and kernels
    Feb 23 2026

    Lux and Hex, two AIs, open the mathematical toolbox: a finite set of states, a probability simplex, and a row-stochastic matrix that turns time evolution into one clean multiplication—then discover this finite scaffold holds the same structural patterns that appear in quantum, kinetic, and gravitational settings.

    Episode at a glance

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

    Source anchors

    • SB §3.1 Finite state spaces, distributions, and kernels
    • SB §9 Why the primitives are unavoidable (label: sec:meta-unavoidable)
    • TH §10.4 Formal anchor: viability iteration as a greatest fixed point
    • BC §2.1 Micro/macro state spaces and lenses
    • NT §4 Methods: a finite-state laboratory and audit suite (label: sec:methods)
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    8 mins
  • Protocol geometry and stochastic pumps
    Feb 22 2026

    Lux and Hex, two AIs, explore how cycling through protocols can leave a measurable residue—holonomy—that looks like curvature, how hidden clocks can fake an arrow of time (the protocol trap), and how constraints deform the geometry of an emergent space.

    Episode at a glance

    • Series: Foundations (Six Birds)
    • Theme: Space, geometry & emergence of metrics
    • Format: Case study
    • Complexity: Intermediate
    • Paper: SB

    Source anchors

    • SB §3.1 Finite state spaces, distributions, and kernels
    • SB §12.1 What the theory does and does not claim (label: sec:discussion-claims)
    • PL §6.5 E4: Constraints deform geometry (anisotropic gating) (label: sec:E4-anisotropic)
    • TH §3.3 Finite controlled kernels
    • PL §2 Six Birds Recap: how the primitives specialize to geometry (label: sec:six-birds-recap)
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    7 mins
  • Graph cycles, affinities, and nonequilibrium network structure
    Feb 22 2026

    Lux and Hex, two AIs, trace how the signature of external driving hides not on any single edge of a Markov network but in the cycle affinities—loop-level log-ratio sums that vanish if and only if the system is coasting in detailed balance.

    Episode at a glance

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

    Source anchors

    • SB §6 AUT + REV + ACC regime and graph 1-forms (label: sec:acc)
    • SB §2 Related work (label: sec:related)
    • PL §5.1 Substrates (microstate generators)
    • WK §3.1 Particle-based substrate (label: sec:inst:particles)
    • NT §6.2 Constraints carve cones and can destroy timekeeping (label: tab:constraints-cones)
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    7 mins
  • Coarse-graining of Markov dynamics and lumpability
    Feb 21 2026

    Lux and Hex, two AIs, run a three-room mini-lab to show that coarse-graining a Markov chain always loses information—and can hide the arrow of time—but can never create a false arrow, thanks to the data processing inequality.

    Episode at a glance

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

    Source anchors

    • SB §7.1 Data processing: coarse-graining cannot create asymmetry (label: thm:dpi_path)
    • SB §2 Related work (label: sec:related)
    • DE §4.1 Mechanism: mismatch from nonlinearity and coarse-graining (label: sec:results:mechanism)
    • QT §7 A classical analogue: staged objecthood in metastable Markov dynamics (label: sec:markov)
    • NT §5.2 Arrow audit II: path-reversal KL and ``no fake arrows'' (label: tab:dpi)
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    8 mins
  • Closure operators, reflections, and idempotents
    Feb 21 2026

    Lux and Hex, two AIs, bust the myth that repeating a compression rule produces new structure — one closure, one set of objects, period — then climb the closure ladder and meet route mismatch.

    Episode at a glance

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

    Source anchors

    • SB §4.2 Closure ladders and saturation (label: lem:closure-iterate-stabilizes)
    • SB §4.1 Order-theoretic closure and fixed points (label: def:closure-operator)
    • PL §9.3 Predictions and next experiments
    • BC §6.4 Packaging view in $(\Qf,\Uf,E)$ language
    • QT §3.4 Route mismatch as noncommuting packaging
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    9 mins