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Symbiotic Boundary Index (SBI): A Framework for Human–AI Symbolic Symbiosis

Authors: Eduardo, Horvath;

Symbiotic Boundary Index (SBI): A Framework for Human–AI Symbolic Symbiosis

Abstract

This working paper introduces the Symbiotic Boundary Index (SBI), a conceptual and diagnostic framework for analyzing symbolic symbiosis in human–AI interactions. It proposes a classification matrix based on Symbolic Integration and Lucidity (SxL), and defines novel cognitive-symbolic constructs such as Derived Cognitive Instances (DCIs), Symbolic Frustration (SF), and Symbolic Security (SymSec). **This is the first public release (v1.0) of the SBI framework.** To preserve conceptual clarity, this version does **not** include the experimental protocols, diagnostic layers, or symbolic datasets cited in the paper. These materials will be made available in a future version as supplementary content. Author: Eduardo Horvath — Independent Researcher ORCID: 0009-0009-4008-0731

Keywords

AI Design, AI Symbiosis, DCIs, Human–AI Interaction, Cognitive Frameworks, Philosophy of Technology, Symbolic Cognition, Symbolic Boundary Index

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citations
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
Green