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February 2, 20260 citationsOpen Access

To Wake a Stone with Six Birds: A Life is A Theory

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ITIoannis Tsiokos

Key Points

  • The aim of this research is to concretely instantiate and analyze the emergence calculus in life-like systems.
  • Utilized two distinct substrates: particle-based and neural/meta-layer.
  • Employed diagnostics including coarse audit proxies and hazard response mechanisms.
  • Focused on separation of roles within the theoretical framework.
  • Particle-based substrate exhibited discrete slow variables and behaviors under perturbations.
  • Neural/meta-layer substrate demonstrated refined-lens predicate families and budgeted token-mediated coupling.
  • Insights on protocol holonomy as a diagnostic tool for route dependence in observables were provided.

Abstract

This record is the promised life-focused instantiation of the emergence calculus introduced in “Six Birds: Foundations of Emergence Calculus.” The purpose of this paper is to show, concretely and reproducibly, how the canonical theory-package view (microstate, lens/observables, definability, completion/packaging rule, and audit) can be instantiated in working substrates, and what life-like phenomena (in an operational, bounded sense) are observed in those instantiations. What this paper contributes The paper presents two instantiations and the associated empirical findings: Particle-based substrate: a finite microstate with discrete slow variables and field-like packaging, with coarse audit proxies and maintenance/repair behaviors under perturbations and deadlines. Neural/meta-layer substrate: a higher-level substrate with budgeted token-mediated coupling, stroboscopic diagnostics, hazard response under matched baselines, and refined-lens predicate families (motif inventories, proto-syntax shifts, and intervention-conditioned decoding statistics with shift-null controls). A central emphasis is careful separation of roles in the framework: protocol holonomy (P3) is reported as a diagnostic of route dependence in coarse observables, while directionality is attributed only when an audit/drive channel (P6) separates cleanly from a calibrated null. Scope and limitations The paper is explicit about what it does and does not establish. In particular: reported audit quantities are proxies (not a full path-space KL audit), idempotence defects of the completion/packaging operator are not measured, “novelty/extension” is used in a lens-relative sense and is not claimed as unbounded open-ended evolution. Want to run the web app without local setup? Use the hosted build: https://sixbirds.automorph.io

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Cite This Study

Ioannis Tsiokos (2026) studied this question.

synapsesocial.com/papers/6980fcb6c1c9540dea80e8dfhttps://doi.org/10.5281/zenodo.18420406
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