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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Trust in the Dark: Maintaining Map Fidelity Under Corruption, Cost, and Substrate Decay

Authors: Schulz, Matthew;

Trust in the Dark: Maintaining Map Fidelity Under Corruption, Cost, and Substrate Decay

Abstract

Description / Abstract:Trust in the Dark is an agent-based study, with a pre-registered Python/NumPy simulatorsuite, of how a system keeps a true-enough model of a partly-hidden, drifting, andadversarial world — the problem of *map fidelity*. It is one part of a wider program(the comparative cybernetics of fidelity) and ships with a master overview tying it toits sibling deposits. The central methodological constraint is that an agreeableinstrument is a liability as a verifier: every load-bearing claim is pre-registered withan explicit kill condition before it is run, results are reported including nulls, andthe work is released to be broken.Robust, reproducible findings include: coverage is the master variable (full coveragerescues any prior); blind optimism and blind paranoia frame-lock identically;cooperative vetting has an overlap optimum (φ\* ≈ 0.25); disagreement-based vetting haszero leverage against correlated, out-of-frame (Outside-Context-Problem) corruption; anon-adversarial substrate corruptor is catchable only when identification is paired withdurable out-of-band grounding; and a navigation "keystone" in which a position estimategates a value estimate, so that an upstream frame error becomes coherent downstreamcorruption.The deposit is falsification-first. It records what was tested, what was killed (acontrol-theoretic windup–framelock identity; a "sharp threshold" that finer samplingrevealed as a gradual sigmoid; early-warning signatures that proved to be trivialnoise-scaling; a third "saturation" attack class that collapsed into an existing oneunder a pre-registered test), and what remains asserted. A COVERAGE_MAP, aREFEREE_CHANGELOG, verified CITATIONS, and a BREAK_THIS open-falsification challengetravel with the code.Status: self-deposited, AI-assisted (a bound, adversarial procedure-runner), notpeer-reviewed and not awaiting review. The simulator results stand on reproducible runsregardless of how much of the conceptual scaffold is eventually built or retired.Companion to the author's Frame-Lock / Red Queen's Prison and Turtles deposits and to theComparative Biosonar & Navigation work.

Keywords

comparative method, signal reliability, falsification, cybernetics, cellular automata, pre-registration, error threshold, agent-based modeling, Cetacean, trust and verification, control theory, epistemic security, artificial life, convergent evolution, misinformation, information theory, complex adaptive systems

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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