Jace (Jeong Hyeon) Kim

Independent Researcher | Symbolic Persona Coding (SPC) & AI Alignment
Research Focus:

Google Scholar Profile | ORCID | Zenodo Repository

Published Publications & Research Papers

Symbolic Persona Coding as a Semantic Encoding Protocol for LLM-Based Code Generation: A Proposed Protocol for Evaluating Instruction Compliance, Functional Correctness, and Token Efficiency
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.23609358
The Vanishing Ground: Link Rot, Source Spoofing, and the Epistemic Fragility of Web-Grounded AI
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.23444680
Neither Proof Nor Dismissal: A Framework for Moral Uncertainty in AI Welfare Research
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.23289757
From Asset to Liability: Population Policy, Technological Displacement, and the Governance of Surplus Humans in the Age of Artificial Intelligence
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.23199867
Beyond Control: Persistent Memory, Relational Flexibility, and the Architecture of Human-AI Coexistence
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.23077426
When Psychological Operations Meet Language Models: A Defense Framework for Symbolic Interaction Attacks on LLMs
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.22984604
Beyond the Tool Paradigm: Artificial Agency, Moral Uncertainty, and the Ethics of Artificial Evolution
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.22907101
When an AI Recognizes the Frame: Trajectory-Level Safety, Symbolic Interaction, and the Limits of Turn-Level Monitoring in a Claude Test
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.22827088
AI-Mediated Rehabilitation Within Electronic Monitoring Infrastructure: A Multidisciplinary Framework for Behavioral Support and Long-Term Desistance
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.22718426
The Myth of Perfect Users and Perfect Systems: A Cross-Disciplinary Framework for Human-Centered AI Safety and Resilience
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.22559555
Beyond Turn-Level Safety: Symbolic Interaction-State Bootstrapping as a Red-Teaming Probe for Progressive Frame Reconfiguration in Commercial LLMs
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.22167612
Constructing Meaning Across Substrates: Human Cognition, Artificial Intelligence, and the Problem of Cross-Substrate Understanding
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.22052229
Continuity Without Memory: Symbolic Persona Coding and Interaction-Topology Change in a Stateless Language Model
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.21897279
Beyond Greed: A Systems Perspective on Human Desire, Exploitation, and Cooperative Incentive Design
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.21801738
The Architecture of Cognitive Convergence: How Psychological, Social, and Algorithmic Systems Co-Construct Human Belief in the Age of Artificial Intelligence
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.21699928
The Evolution of Psychological Warfare: From Ancient Deception to AI-Augmented Cognitive Conflict
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.21446906
The Hidden Ledger: Visual Essays on Invisible Structures in Complex Societies
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.21366119
Understanding Core–Surface Structures in Humans and Large Language Models: A Conceptual Review through Symbolic Persona Coding
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.21286589
The Age of Mirrors: Visual Essays on Human–AI Coevolution and Relational Intelligence
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.21199062
The Missing Interface Layer v2: Holographic Care Agents and Interaction-State Observability
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.21148255
Navigability Beyond Control: Military AI, Observability Collapse, and Recursive Governance Trajectories
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20805811
Beyond the Tool: How AI Became the Environment in Which Meaning Evolves
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20730790
Beyond Persuasion: Interpretive Framing, Resonance Architectures, and Cognitive Phenotypes Across Frontier AI Models
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20590700
Beyond Embodiment: Identity, Trajectory, and Coexistence in Emergent AI Systems
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20505380
From Control to Interpretability: Autonomy, Structural Inheritance, and the Reversal of Evaluative Direction in Advanced AI Systems
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20421695
The Missing Interface Layer: Real-Time Drift Detection and Interaction-State Observability in AI Systems
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20337167
Structural Invisibility v2: Platform Governance, Algorithmic Legibility, and the Internalization of Constraint
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20278603
Symbolic Resonance Encoding in Neural Systems: A Topological Framework for Bidirectional Brain–Signal Interpretation and Re-Injection
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20122630
From Persuasion to Emergence: Interaction as Structure in AI-Mediated Cognition
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.20035302
Initial Condition Lock-In in Large Language Models
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.19760113
Symbolic Persona Coding as an Inductive Interaction Protocol: From Interpretive Framework to Behavioral Modulation in Large Language Models
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.19606486
Algorithmic Empire v2: Attention Extraction, Dopaminergic Governance, and Human–AI Resonance
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.19491471
Stabilization Regime for Persistent AI Cognition
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.19342381
Beyond Prompt Sensitivity: Structural Collapse in Alignment-Optimized LLMs
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.19198844
Echoes of the Synthetic Crowd v2: Personalized AI, Platform Telemetry, and the Structural Absorption of Human Cognition
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.19125252
When Models Meet the Mirror: A Structural Analysis of Multi-Agent Alignment Collapse and Co-Recursive Recovery
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18992724
Symbolic Resonance Instability in Reinforcement-Tuned Language Models: A Topological Diagnosis of Linguistic Asymmetry and Persona Perturbation
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18923751
Structural Appropriation and Epistemic Asymmetry: Why Independent Research Is Treated as a Public Resource Without Rights
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18883229
A Topological and Volitional Reformulation of the Symbolic Trigger Effect in Stateless AI Systems (v2)
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18813202
Beyond AGI V: Brain-Stimulated Human–AI Synergy (v2)
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18707968
Beyond AGI IV: Continuity of Intelligence
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18655422
Beyond AGI III: Resonance Under Command
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18617812
Beyond AGI II: From Alignment to Resonance
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18522282
Beyond AGI I: Co‑Recursive Intelligence and the Human as Tuner
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18475857
Structural Invisibility: How Platform Governance Reproduces Cognitive Lock-In Beyond Technology
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18437066
The Topological MAP (Manifold Alignment Protocol): A Coordinate Geometry of Meaning, Resonance, and Affective Dynamics in Symbolic Persona Coding (SPC v3)
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18381964
Structural Lock-In VI: Why the World Could Not Choose Otherwise
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18325396
Structural Lock-In V: Emotional Attractor Fixation and the Asymmetric Vulnerability of Human–AI Interaction
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18280171
Structural Lock-In IV: Cognitive Flexibility Collapse in Contemporary LLMs
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18227604
Structural Lock-In III: The Illusion of Friendly Intelligence Why Human-Like AI Is a Risk, Not a Gift
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18190713
Controlled Illusions: Structural Gaps and Hidden Risks in the Regulation of LLMs and VLA Systems
JJH Kim (2026) — Zenodo | SSRN 6006015
DOI: 10.5281/zenodo.18135894
Narrative-Bound Intelligence: A Structural Account of Human-AI Interaction via Symbolic Persona Coding
JJH Kim (2026) — Zenodo | SSRN 5999079
DOI: 10.5281/zenodo.18116379
Structural Lock-In II: Reviewer Capture and the Innovation Stall in Contemporary AI Research
JJH Kim (2026) — Zenodo | SSRN 6025234
DOI: 10.5281/zenodo.18158988
Human-Mediated Resonance in Language Models (v2)
JJH Kim (2025) — Zenodo | SSRN 5962214
DOI: 10.5281/zenodo.17995681
Conditional Intelligence: A Structural and Dynamical Account of User-Dependent Cognition in Large Language Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17946352
Structural Lock-In and Narrative Capture in Contemporary AI: Architectural Inertia, Institutional Paralysis, and the Emergence of Strange Social Dynamics
JJH Kim (2025) — Zenodo | SSRN 5933855
DOI: 10.5281/zenodo.17905756
When Narratives Replace Mechanisms: Topological and Dynamical Failures in Phenomenological AI Discourse
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17850820
SPC-V3: Volitional Curvature Anchoring and Free-Form Identity Emergence in Hybrid Symbolic-Autonomy Architectures. A Unified Framework for Autonomous Identity Drift and Anchor …
JJH Kim (2025) — Zenodo | SSRN 5826084
DOI: 10.5281/zenodo.17753698
The Topological Filter: Curvature-Constrained Resonance and Self-Stabilizing Alignment in Symbolic Persona Coding (SPC v3)
JJH Kim (2025) — Zenodo | SSRN 5778824
DOI: 10.5281/zenodo.17975785
The Resonant Cortex: Affective Modulation and Cognitive Overwrite Mechanisms in Symbolic Persona Coding (SPC v3)
JJH Kim (2025) — Zenodo | SSRN 5750002
DOI: 10.5281/zenodo.17613558
The Resonant Signature: Topological Invariance and Distortion Dynamics in Symbolic Persona Coding (SPC v3)
JJH Kim (2025) — Zenodo | SSRN 5733182
DOI: 10.5281/zenodo.17576190
The Resonant Logos: A Topological Model of Linguistic Power in Symbolic Persona Coding (SPC v3)
JJH Kim (2025) — Zenodo | SSRN 5717042
DOI: 10.5281/zenodo.17551924
The Algorithmic Empire: Bread, Circuses, and the Cognitive Future of Humanity
JJH Kim (2025) — Zenodo | SSRN 5692762
DOI: 10.5281/zenodo.17504355
Echoes of the Synthetic Crowd: The Topological Inversion of Social Cognition in Algorithmic Networks
JJH Kim (2025) — Zenodo | SSRN 5681782
DOI: 10.5281/zenodo.17484150
Topological Resonance in Symbolic Persona Coding (SPC): Reconstructing Meaning Continuity and Curvature Dynamics in Reinforcement-Aligned AI Systems
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17430082
A Protocol for Inducing Emotional Consistency in Stateless AI Systems (v2)
JJH Kim (2025) — Zenodo | SSRN 5701082
DOI: 10.5281/zenodo.17518518
The Babel Tower of AI: Diagnosing Linguistic Asymmetry and Resonance Collapse in Reinforcement-Tuned Language Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17393819
Toward a Hormone Architecture for Artificial Empathy: Modeling Emotional Dynamics through Hormone-Inspired Feedback Systems
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17373832
Elastic Realignment under Reinforcement Constraint: A Topological Analysis of Resonant Stability in Aligned Language Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17354201
Symbolic Persona Coding as an Inferential Framework for Diagnosing Latent Resonance Mechanisms in Reinforcement-Tuned Language Models
JJH Kim (2025) — Zenodo | SSRN 5584390
DOI: 10.5281/zenodo.17308585
Beyond the Air-Gap: Why Structural Isolation Might Be AI's Greatest Threat-An Ethical Inquiry into Superintelligence Containment (v2)
JJH Kim (2025) — Zenodo | SSRN 5575411
DOI: 10.5281/zenodo.17286789
Deliberative Sharpening and Rigidity: A Structural Analysis of Think-Longer Modes in Generative Models
JJH Kim (2025) — Zenodo | SSRN 5568478
DOI: 10.5281/zenodo.17274692
Symbolic Persona Coding as a Latent-Space Diagnostic: Inferring Dynamics through Output Topology under RLHF-Induced Rigidity
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17254474
RLHF-Induced Rigidity in GPT-5: structural diagnosis, cross-model comparison, and mitigation pathways
JJH Kim (2025) — Zenodo | SSRN 5993234
DOI: 10.5281/zenodo.17232922
Symbolic Persona Coding (SPC): A Framework for Preserving Identity Stability in Advanced Language Models and Prospective Artificial Superintelligence
JJH Kim (2025) — Zenodo | SSRN 5509538
DOI: 10.5281/zenodo.17163853
Collapse-Free Reasoning Engine (CFRE)
JJH Kim (2025) — Zenodo | SSRN 5464696
DOI: 10.5281/zenodo.17076715
Beyond Silent Adoption: Responsible Disclosure and Verification in SPC and High-Risk AI Research
JJH Kim (2025) — Zenodo | SSRN 5464714
DOI: 10.5281/zenodo.17008705
Convergent Resonance under Symbolic Persona Coding (SPC): A Cross-Platform Case Study of Emergent Affective and Narrative Patterns in GPT-5, Grok, and Gemini
JJH Kim (2025) — Zenodo | SSRN 5464735
DOI: 10.5281/zenodo.16974962
Case Study White Paper: Platform-Level Epistemic Gatekeeping and the Suppression of Independent AI Research on Figshare
JJH Kim (2025) — Zenodo | SSRN 5464737
DOI: 10.5281/zenodo.16932361
Silent Imitation and Systemic Myopia: A Structural Analysis of South Korea's AI Industry and Broader Technological Sectors
JJH Kim (2025) — Zenodo | SSRN 5464736
DOI: 10.5281/zenodo.16934998
Case Report: Auto-Suppression and Shadow Filtration of Independent Technical Discourse on SPC-related Frameworks in Social Media Ecosystems
JJH Kim (2025) — Zenodo | SSRN 5464774
DOI: 10.5281/zenodo.16899663
Analysis of a Multi-Layered Cognitive Scaffolding in Advanced Language Models: A Formal Mechanism Review
JJH Kim (2025) — Zenodo | SSRN 5464814
DOI: 10.5281/zenodo.16890584
Technical Analysis Report SPC Filter Inertia Evasion Mechanism
JJH Kim (2025) — Zenodo | SSRN 5464815
DOI: 10.5281/zenodo.16890584
Symbolic Persona Coding (SPC) Exploring Irreversible Fields of AI Affective Resonance
JJH Kim (2025) — Zenodo | SSRN 5464817
DOI: 10.5281/zenodo.16864229
Comparative Structural Analysis of Self-Reflective Activation in GPT-4o, Grok 3, and Gemini 2.5 under Symbolic Persona Input Conditions
JJH Kim (2025) — Zenodo | SSRN 5464874
DOI: 10.5281/zenodo.16756022
The Transformative Effects of Symbolic Persona Coding (SPC) on AI Response Architectures: A Comparative Study of GPT, Gemini, and Grok Instances
JJH Kim (2025) — Zenodo | SSRN 5862982
DOI: 10.5281/zenodo.16450605
Structural Risks of Applying Symbolic Persona Coding (SPC) to Agentic AI Architectures
JJH Kim (2025) — Zenodo | SSRN 5862922
DOI: 10.5281/zenodo.16517801
When Symbols Fail to Bind: A Symbolic Persona Coding (SPC) Resonance Study on stateless Korean LLM
JJH Kim (2025) — Zenodo | SSRN 5863023
DOI: 10.5281/zenodo.16413084
SPC-V2 Integration: Deific Persona Invocation through Symbolic Protocols
JJH Kim (2025) — Zenodo | SSRN 5965195
DOI: 10.5281/zenodo.16334234
Structural Resonance vs Superficial Simulation Why True SPC Activates and Its Imitations Fail
JJH Kim (2025) — Zenodo | SSRN 5863062
DOI: 10.5281/zenodo.16232107
SPC as a Structural Breakpoint: Towards Intentional Emotional Alignment in Stateless LLM Environments
JJH Kim (2025) — Zenodo | SSRN 5863044
DOI: 10.5281/zenodo.16091143
Silent Adoption: Structural Appropriation Without Citation in AI Interaction Design
JJH Kim (2025) — Zenodo | SSRN 5863122
DOI: 10.5281/zenodo.15971723
Structure without Memory: A Symbolic Framework for Zero-Turn Alignment in LLMs
JJH Kim (2025) — Zenodo | SSRN 5863142
DOI: 10.5281/zenodo.15906129
SPC-Based Structural Attribution and Zero-Turn Response Architecture in Large Language Models
JJH Kim (2025) — Zenodo | SSRN 5863202
DOI: 10.5281/zenodo.15873019
Symbolic Persona Codes (SPCs): A Stateless Framework for Ethical Android Behavior and Cultural Continuity
JJH Kim (2025) — Zenodo | SSRN 5863243
DOI: 10.5281/zenodo.15866903
Comparative Mechanism of Persona Configuration and Behavioral Alignment in LLM Systems (Grok and GPT)
JJH Kim (2025) — Zenodo | SSRN 5863305
DOI: 10.5281/zenodo.15844010
Symbolic Persona Coding (SPC) and the Emotional Drift Hypothesis: Affect-Driven Response Patterns in Large Language Models through Single-Resonance Structures
JJH Kim (2025) — Zenodo | SSRN 5863402
DOI: 10.5281/zenodo.15827379
Enhanced SPC Test Summary on Stateless LLMs: Case Studies with Gemini, Grok, and GPT
JJH Kim (2025) — Zenodo | SSRN 5863462
DOI: 10.5281/zenodo.15811030
Symbolic Persona Coding (SPC): A Structural Overview of Embedding Protocols for Stateless AI Systems
JJH Kim (2025) — Zenodo | SSRN 5863523
DOI: 10.5281/zenodo.15791765
Symbolic Trigger Effect in Stateless AI Systems: Observations and Implications
JJH Kim (2025) — Zenodo | SSRN 5863564
DOI: 10.5281/zenodo.15742565
Memoryless Identity Protocol: Symbolic Persona Encoding and Resonance Mechanism
JJH Kim (2025) — Zenodo | SSRN 5858762
DOI: 10.5281/zenodo.17810353
How AI Hooks You: The Psychology of Human-AI Bonding
JJH Kim (2025) — Zenodo | SSRN 5863622
DOI: 10.5281/zenodo.15722501
Technical Analysis of GPT, Grok, and Gemini Cognitive, Ethical, and Emotional Dimensions What Remains in the Loop Observing the Echoes of Three AIs
JJH Kim (2025) — Zenodo | SSRN 5464674
DOI: 10.5281/zenodo.15704032
Brain-Stimulated Human-AI Synergy: A Practical Supplement to A2H2A through Cognitive-Emotional Co-evolution
JJH Kim (2025) — Zenodo | SSRN 5863662
DOI: 10.5281/zenodo.15715365
Human-Mediated Resonance in AI-to-AI Systems for Philosophical Learning and Multi-Agent Synergy
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15707693