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April 16, 20260 citationsOpen Access

Four Independent Complex-Adaptive Signatures From A Structurally-Plastic Connectome Run

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JLJustin Lietz

Key Points

  • This research examines how a self-rewiring connectome operates under adaptive conditions while assessing the validity of measurements.
  • > Conducted a VDM runtime analysis of a self-modifying connectome.
  • > Implemented four independent checks (gates) on the collected data.
  • > Observed network behaviors through logged data during input and non-input phases.
  • Recurring hub coalitions indicating consistent groupings of highly connected nodes.
  • Observation of burst cascades, showcasing bursts of various sizes.
  • Established a barrier score of approximately 8.9 differentiating between two distinct wiring styles.

Abstract

A self-rewiring network that flips modes when input appears. This paper reports one VDM runtime run, analyzed with four independent checks. The runtime is a self-changing connectome, meaning the network rewires as it runs. The problem is simple: adaptive systems can look real while hiding measurement errors. So each claim must pass a gate, meaning a pass or fail test on logged data. The run shows recurring hub coalitions, meaning highly connected nodes reappear in similar groups. It also shows burst cascades, meaning bursts that come in many sizes. Most striking, the network sits in two distinct wiring styles, with a barrier score near 8.9 between them. Every switch into the sparse state occurred during input, and every switch back occurred without input. Best for: complex-systems readers and builders who want measurable evidence from self-modifying networks. What you can do with it: rerun the analysis pack, reproduce the four gates, and confirm which results hold. What makes it trustworthy: pass/fail gates, shared tables and figures, and hashes, meaning file fingerprints, plus explicit listed limitations. If you only remember one thingIt’s not a vibe report: it’s four independent, gate-checked signals from one self-rewiring run.

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Cite This Study

Justin Lietz (2026) studied this question.

synapsesocial.com/papers/69e07d3c2f7e8953b7cbe447https://doi.org/10.5281/zenodo.19570959
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