Life as a Fixed Point: On the Inevitability of Biological Properties in Distributed Safety-Critical Systems

We propose that biological life is not a phenomenon unique to chemistry but a mathematical fixed point — the unique stable configuration satisfying a specific set of constraints on distributed agents. We identify four constraints that, when simultaneously imposed, admit exactly one class of solutions exhibiting properties structurally isomorphic to biological life: autonomous heartbeat, immune response, substrate dependency, self-preservation, homeostasis, death signaling, and growth without central direction. We present convergence evidence from two independent paths: biological evolution (3.8 billion years of selection) and constraint-driven engineering design (2026). We provide falsification criteria.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-29
DOI
https://doi.org/10.5281/zenodo.21020663
Primary Topic
Gene Regulatory Network Analysis
Type
preprint
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preprint

Life as a Fixed Point: On the Inevitability of Biological Properties in Distributed Safety-Critical Systems

Alexandra Catherine Thaler
Zenodo (CERN European Organization for Nuclear Research)
Gene Regulatory Network Analysis
preprint

Life as a Fixed Point: On the Inevitability of Biological Properties in Distributed Safety-Critical Systems

Alexandra Catherine Thaler
preprint en

Abstract

We propose that biological life is not a phenomenon unique to chemistry but a mathematical fixed point — the unique stable configuration satisfying a specific set of constraints on distributed agents. We identify four constraints that, when simultaneously imposed, admit exactly one class of solutions exhibiting properties structurally isomorphic to biological life: autonomous heartbeat, immune response, substrate dependency, self-preservation, homeostasis, death signaling, and growth without central direction. We present convergence evidence from two independent paths: biological evolution (3.8 billion years of selection) and constraint-driven engineering design (2026). We provide falsification criteria.

Zenodo (CERN European Organization for Nuclear Research)
Gene Regulatory Network Analysis
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Life as a Fixed Point: On the Inevitability of Biological Properties in Distributed Safety-Critical Systems — Alexandra Catherine Thaler · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS