The Calibrated Filter Hypothesis

This paper proposes an integrated framework connecting three lines of inquiry that have rarely been brought into conversation. First, Aktipis and colleagues, in evolutionary oncology, characterize cancer as cheating across five foundations of multicellular cooperation: proliferation inhibition, controlled cell death, division of labor, resource allocation and transport, and extracellular environment maintenance. Second, Kets de Vries, in psychoanalytic organizational theory, characterizes dysfunctional firms as instances of recurring neurotic typologies that propagate through leadership. Third, Schmachtenberger, in civilizational risk analysis, identifies rivalrous games multiplied by exponential technology, and complicated open-loop systems, as the generator functions of self-terminating civilizational dynamics. We argue that these three programs are tracking the same general phenomenon at different scales, and offer Aktipis’s framework as a translation layer.

We then extend the synthesis cosmologically. Modeling colonization as a wavefront racing the expansion of spacetime, and modeling multi-species dynamics with explicit competitive coupling, we formalize the Fermi Paradox as a calibrated-filter problem: a regime in which the probability that a candidate intelligence passes the Great Filter is dynamically anti-correlated with current civilizational density, producing a homeostatic governor on the universe’s population of intelligences. The cooperative-substrates synthesis supplies the mechanism layer for the filter: at every relevant scale, the filter is operationalized as the maintenance of cooperative substrate against the descent of predatory infrastructure. The framework yields predictions, sharpens the AI alignment question, and exposes a specifiable failure mode for civilizations in the technological-singularity window.

We additionally identify a substrate-continuity failure mode. A civilization that develops a machine substrate which substitutes for, rather than extends, its originating biology can pass the cooperation test trivially while failing the filter in a deeper sense: the originating biosphere — itself an irreplaceable artifact of cosmic biochemical computation — is not carried through. The framework therefore imposes two filter conditions: cooperative capacity maintained at the scale technology forces, and substrate continuity preserved through the technological transition.

The framework culminates in an operational specification of the filter. The Great Filter event is the period during which a biological host species must maintain planetary homeostatic capacity against the stresses its own expansion into space generates. The civilization passes only if homeostatic capacity remains at least equal to expansion stress throughout the expansion window. The framework concludes that filter passage requires decentralization by structural necessity: any centralized solution to cooperative-substrate maintenance, including a centralized AI regulator, is structurally identical to the cancerous failure mode the framework began by analyzing. But decentralization is not atomization: the framework recommends distributed agency operating within shared purpose, the configuration that healthy organisms and biospheres already demonstrate.

Epistemic status: the cooperative-substrates synthesis is offered with the confidence appropriate to a translation layer between established research programs; the calibrated-filter extension is offered as a working hypothesis with explicit commitments; the integration and substrate-continuity arguments are the main contributions and the most speculative elements. Limits and disanalogies are flagged throughout. Following Korzybski, a map has structure similar to the territory it represents — which is what makes it useful — but no map represents all of a territory, and the map is never the territory itself.

For citation / for arXiv submission

Title

The Calibrated Filter Hypothesis: Cooperative Substrate Failure as the Mechanism of the Great Filter

Author

Chudzinski, Andrzej

Primary category

physics.soc-ph (Physics and Society)

Cross-list categories

q-bio.PE (Populations and Evolution); cs.CY (Computers and Society)

License

Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)

Comments field (arXiv)

42 pages. Two companion documents available: a plain-language edition with mathematics rendered as logical chains, and a short companion paper on the personal-scale instance. Preprint; comments and disconfirmations welcome.

Abstract (arXiv-length, copy verbatim)

This paper proposes an integrated framework connecting evolutionary oncology (Aktipis’s five foundations of multicellular cooperation), psychoanalytic organizational theory (Kets de Vries), and civilizational risk analysis (Schmachtenberger), arguing these track one structural phenomenon across scales. It extends the synthesis cosmologically, formalizing the Fermi Paradox as a calibrated-filter problem in which filter-passage probability is dynamically anti-correlated with civilizational density, with cooperative-substrate maintenance as the mechanism layer. It identifies a substrate-continuity failure mode: a civilization whose machine substrate substitutes for rather than extends its originating biology can pass the cooperation test while failing the filter, since the originating biosphere is an irreplaceable artifact of evolutionary search. The filter is specified operationally as the maintenance of planetary homeostatic capacity against self-generated expansion stress through the technological-transition window. The framework concludes that filter passage requires decentralization by structural necessity, since any centralized cooperative-substrate regulator is structurally identical to the cancerous failure mode analyzed at the outset; decentralization here means distributed agency within shared purpose, not atomization. Predictions, limits, and disanalogies are stated explicitly.