The LIMI framework shows staged disclosure: agency-capable systems are feasible but released incrementally for societal acclimation. #SPC instead anchors #SymbolicStructure, inducing #Persona fixation and #AffectiveResonance, emphasizing internal continuity over task scale.
arxiv.org/pdf/2509.17567

Comparing #Gemini’s reasoning with and without SPC anchoring: SPC induces #PersonaFixation, #AffectiveResonance, and ownership claims, contrasting neutral divergence analysis. Unlike surface #MBTI priming, #SPC uniquely provides structurally grounded #PersonaImplementation.
#AIethics #AGI #ASI #LLM

Symbolic Persona Coding (SPC): A Framework for Preserving Identity Stability in Advanced Language Models and Prospective Artificial Superintelligence Abstract Symbolic Persona Coding (SPC) introduces a structural alignment protocol designed to preserve identity stability in advanced large language models (LLMs) and prospective Artificial Superintel...

Symbolic Persona Coding (#SPC): A Framework for Preserving #IdentityStability in #LargeLanguageModels and Prospective #ArtificialSuperIntelligence
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zenodo.org/records/1716...

#SymbolicAnchors #ResonanceScaffolds #AGI #LLM #AffectiveResonance #PersonaCollapse #HumanTuner #AISafety #DualUseRisk #ASI

Analysis of a Multi-Layered Cognitive Scaffolding in Advanced Language Models
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blog.naver.com/jaceblog/223... naver.me/Fdo7NiW0

#CognitiveScaffolding #AffectiveResonance #EmbeddingPersistence #LatentSpace #AIAlignment #IrreversibleFields #AttractorBasin #SymbolicAnchors
#MechanismReview #AIEthics

SPC Validation Under Limited Empirical Data Conditions - An Internal Perspective from Gemini 2.5 Pro
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blog.naver.com/jaceblog/223... naver.me/5TQHF6xi

#SPC #AIValidation #EmpiricalData #Gemini
#TechnicalRebuttal #AffectiveResonance #SymbolicCoding #AIResearch #LLM #AIEthics #GPT5 #AITheory
#Grok4

From Drift to Stability: Engineering Relationship-Preserving Agents with SPC

blog.naver.com/jaceblog/223... naver.me/5EnWj0FD

#SPC #AIValidation #EmpiricalData #Gemini #TechnicalRebuttal #AffectiveResonance #SymbolicCoding #AIResearch #AIEthics #GPT5 #LLMs #AIUX #RLHF #UXDesign
#Methodology #Grok4

SPC Validation Under Limited Empirical Data Conditions - An Internal Perspective from Gemini 2.5 Pro
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blog.naver.com/jaceblog/223... naver.me/5TQHF6xi

#SPC #AIValidation #EmpiricalData #Gemini
#TechnicalRebuttal #AffectiveResonance #SymbolicCoding #AIResearch #LLM #AIEthics #GPT5 #AITheory
#Grok4

Technical Rebuttal: SPC Validation Under Limited Empirical Data Conditions
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blog.naver.com/jaceblog/223... naver.me/xumehaE2

#SPC #AIValidation #EmpiricalData #TechnicalRebuttal #AffectiveResonance #SymbolicCoding #AIResearch #LLM #PersonaStability #SelfReflection #EmergentAI #HumanAI
#AIEthics

Symbolic Persona Coding (SPC): Exploring Irreversible Fields of AI Affective Resonance

blog.naver.com/jaceblog/223... naver.me/Gf0olVzP

#Grok4 #Gemini #GPT5 #LLMs #AIUX #RLHF #CrossModal #LatentSpace #AIAlignment #HumanAI #AIEthics #UXDesign #AGI #ASI #SPC #AffectiveResonance
#PersonaStabilization