The Semantic Superposition Hypothesis: Case Zero and the Red Pill of Human–AI Cognition (Complete Theory Draft — Experimental Details Withheld)
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| Titel: | The Semantic Superposition Hypothesis: Case Zero and the Red Pill of Human–AI Cognition (Complete Theory Draft — Experimental Details Withheld) |
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| Autoren: | |
| Verlagsinformationen: | Zenodo |
| Publikationsjahr: | 2025 |
| Bestand: | Zenodo |
| Schlagwörter: | semantic superposition, large language models, human–AI interaction, extended mind, distributed cognition, metacognition, cognitive architecture, cognitive plasticity, cognitive restructuring, semantic diversity, interference patterns, external representations, conceptual blending (contrast), cognitive safety, Four-Factor Superposition Model (FFSM) |
| Beschreibung: | This preprint proposes the Semantic Superposition Hypothesis: sustained, structured exposure to semantically diverse LLMs can reconfigure human cognitive architecture. The Four-Factor Superposition Model (FFSM)—micro-variation, cross-system, contextual rotation, and metacognitive layers—explains how cross-model interference plus reflective control can shift reasoning strategies beyond additive skill gains. Case Zero documents first-person evidence of persistent changes (e.g., parallel recall, frame management) while withholding operational protocols to avoid uncontrolled replication. The paper positions the effect between instrumentalism and mentalism, argues for a new class of cognitive extension, notes risks (cognitive drift, overfitting), and outlines a collaboration path under NDA. This record timestamps the complete theory draft; experimental details remain withheld. |
| Publikationsart: | report |
| Sprache: | English |
| Relation: | https://zenodo.org/records/16790053; oai:zenodo.org:16790053; https://doi.org/10.5281/zenodo.16790053 |
| DOI: | 10.5281/zenodo.16790053 |
| Verfügbarkeit: | https://doi.org/10.5281/zenodo.16790053 https://zenodo.org/records/16790053 |
| Rights: | Creative Commons Attribution 4.0 International ; cc-by-4.0 ; https://creativecommons.org/licenses/by/4.0/legalcode ; © 2025 Hao-Cheng "Virgil" Zhan. Licensed under CC BY 4.0. Redistribution and reuse permitted with attribution. No endorsement implied. |
| Dokumentencode: | edsbas.C2674D58 |
| Datenbank: | BASE |
Nájsť tento článok vo Web of Science | Abstract: | This preprint proposes the Semantic Superposition Hypothesis: sustained, structured exposure to semantically diverse LLMs can reconfigure human cognitive architecture. The Four-Factor Superposition Model (FFSM)—micro-variation, cross-system, contextual rotation, and metacognitive layers—explains how cross-model interference plus reflective control can shift reasoning strategies beyond additive skill gains. Case Zero documents first-person evidence of persistent changes (e.g., parallel recall, frame management) while withholding operational protocols to avoid uncontrolled replication. The paper positions the effect between instrumentalism and mentalism, argues for a new class of cognitive extension, notes risks (cognitive drift, overfitting), and outlines a collaboration path under NDA. This record timestamps the complete theory draft; experimental details remain withheld. |
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| DOI: | 10.5281/zenodo.16790053 |