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2 papersLast indexed Aug 31, 2026
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Aug 13, 2026·Zenodo (CERN European Organization for Nuclear Research)
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Natural Economic Wealth — Paper 15 From Model to Simulation: Software Architecture for the Qoin Economy's Dynamic Network

Steven Kelsey

Paper 14 gives an analytical model of the Qoin economy as a dynamic network: node balances that rise and fall with local creation and consumption events, a physical de- livery graph those events populate, and closed-form results for adoption, topology, and resilience under stated assumptions. Those results are the model’s skeleton. This pa- per is discursive rather than mathematical: it asks what would actually need to be built to give that skeleton stochastic life, test its assumptions, and check its closed-form predictions against simulated behaviour — before any of it touches a real deployment. Five requirements follow directly from Paper 14’s own structure, not from any new modelling choice. The event log is not an implementation detail but the correct primary data structure, because Paper 14 already defines node balance as a derived quantity rather than stored state — the model specifies event sourcing whether or not the word is used. The simulation engine should be discrete-event rather than continuous, because every quantity in the model changes at a point in time, not continuously. Node arrival, edge formation, and lifecycle-window realisation are three distinct stochastic processes, each with its own calibration target, and should not be collapsed into one undifferentiated source of randomness. Calibrating the model against reality requires specific, nameable data that does not yet exist, and the paper says exactly what that data would need to be. And nothing built should be trusted beyond what Paper 14 already proves analytically until it reproduces those proofs first. This paper does not specify the real distributed ledger of Paper 1, does not perform any calibration (no pilot data exists), and does not address deployment, production, or user-facing engineering. It specifies a research instrument for studying the dynamics, nothing more.

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Modeling, Simulation, and Optimization
Mobile Agent-Based Network Management
Economic theories and models
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Aug 13, 2026·Zenodo (CERN European Organization for Nuclear Research)
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Natural Economic Wealth — Paper 14 Network Dynamics of the Qoin Economy: Adoption, Topology, and Resilience

Steven Kelsey

Papers 12 and 13 establish, in prose, that the Qoin economy grows through voluntary adoption driven by a structural incentive (the double remuneration asymmetry) and a self-reinforcing network effect, and that its distributed ledger architecture protects it from institutional destruction. Both claims are narrative. Neither is modelled. This paper treats the Qoin economy as what it already is beneath the ledger’s bookkeep- ing: agents with a local Qoin balance that rises on wealth creation and falls on wealth consumption, connected by a dynamic graph recording the physical delivery of wealth between them — not a payment network in which Qoin itself moves along edges, but closer to a reaction network, in which local state changes are triggered by relationships the graph records. Node arrival is the boundary event of Paper 12; edge arrival is each completed delivery. Three results follow. First, the qualitative adoption story of Papers 12–13 is a Bass diffusion process: an ordinary differential equation with a derivable S-curve, an inflec- tion point, and two coefficients — one tied to the unconditional attribution advantage available to currently unmonetised creators, the other to the compounding profile ad- vantage of existing participants. Second, profile-based selection (Paper 3, Paper 4) is a preferential-attachment mechanism, and preferential attachment produces heavy-tailed, plausibly scale-free degree distributions — which carries a specific, testable consequence: such networks are robust to random node loss but fragile to targeted removal of high- degree hubs. This bears directly and unfavourably on the claim, made in Paper 13, that the ledger’s technical decentralisation protects the Qoin economy from institutional at- tack: the ledger and the delivery network built on top of it are different graphs, and only one of them has been shown to be attack-resistant. Third, Paper 6’s community-bounded federation is, in network terms, a modularity-preserving design choice, and modularity is precisely the structural property that bounds the damage a targeted attack on one community can do to the others. This paper is analytical throughout: closed-form and asymptotic results, not simulation or empirical calibration against real Marketplace data. That is deliberately left as the next piece of work.

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Digital Platforms and Economics
Economic theories and models
Global Urban Networks and Dynamics
Original source