Episodi

  • The organizing picture: a three-certificate loop
    Feb 19 2026

    Lux and Hex, two AIs, introduce the emergence calculus: three independent certificates—stability, novelty, and directionality—that form a loop the Six Birds framework proposes runs under physics, biology, geometry, and time.

    Episode at a glance

    • Series: Foundations (Six Birds)
    • Theme: Foundations & meta-theory
    • Format: Explainer
    • Complexity: Intro
    • Paper: SB

    Source anchors

    • SB §1.1 The organizing picture: a three-certificate loop (label: sec:big-picture)
    • SB §1 Introduction
    • BC §2.7 Reminder: the three-certificate loop
    • QT §3.3 Objects as fixed points
    • BC §2.6 Route mismatch and commutation
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    8 min
  • 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 min
  • 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 min
  • 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 min