Support graphs and discrete 1-forms

from Emergence Calculus · host Ioannis Tsiokos

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 glanceSeries: Foundations (Six Birds)Theme: Foundations & meta-theoryFormat: Concept interviewComplexity: Deep cutPaper: SB Source anchorsSB §3.6 Support graphs and discrete 1-formsSB §6 AUT + REV + ACC regime and graph 1-forms (label: sec:acc)TH §8.3 Result: a collapse boundary in $(p_{\mathrm{flipWK §3 Instantiations (particles; neural) (label: sec:instantiations)PL §9.3 Predictions and next experiments

Episode metadata supplied by the publisher feed · Published Feb 24, 2026

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Support graphs and discrete 1-forms

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