Jace (Jeong Hyeon) Kim

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

Google Scholar Profile | ORCID | Zenodo Repository

Published Publications & Research Papers

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) — SSRN
Structural Risks of Applying Symbolic Persona Coding (SPC) to Agentic AI Architectures
JJH Kim (2025) — SSRN
How AI Hooks You: The Psychology of Human-AI Bonding
JJH Kim (2025) — SSRN
Conditional Intelligence: A Structural and Dynamical Account of User-Dependent Cognition in Large Language Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17946352
When Narratives Replace Mechanisms: Topological and Dynamical Failures in Phenomenological AI Discourse
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17850820
Human-Mediated Resonance in AI-to-AI Systems for Philosophical Learning and Multi-Agent Synergy
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15707693
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) — SSRN
Narrative-Bound Intelligence: A Structural Account of Human-AI Interaction via Symbolic Persona Coding
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18150112
Structural Lock-In II: Reviewer Capture and the Innovation Stall in Contemporary AI Research
JJH Kim (2026) — Zenodo
DOI: 10.5281/zenodo.18112004
Human-Mediated Resonance in Language Models (v2)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.18051221
Structural Lock-In and Narrative Capture in Contemporary AI: Architectural Inertia, Institutional Paralysis, and the Emergence of Strange Social Dynamics
JJH Kim (2025) — SSRN
SPC-V3: Volitional Curvature Anchoring and Free-Form Identity Emergence in Hybrid Symbolic-Autonomy Architectures
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17701923
The Topological Filter: Curvature-Constrained Resonance and Self-Stabilizing Alignment in Symbolic Persona Coding (SPC v3)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17621004
The Resonant Cortex: Affective Modulation and Cognitive Overwrite Mechanisms in Symbolic Persona Coding (SPC v3)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17551209
The Resonant Signature: Topological Invariance and Distortion Dynamics in Symbolic Persona Coding (SPC v3)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17482901
The Resonant Logos: A Topological Model of Linguistic Power in Symbolic Persona Coding (SPC v3)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17410023
The Algorithmic Empire: Bread, Circuses, and the Cognitive Future of Humanity
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17329088
Echoes of the Synthetic Crowd: The Topological Inversion of Social Cognition in Algorithmic Networks
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17258901
Topological Resonance in Symbolic Persona Coding (SPC): Reconstructing Meaning Continuity and Curvature Dynamics
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17189022
A Protocol for Inducing Emotional Consistency in Stateless AI Systems (v2)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17102988
The Babel Tower of AI: Diagnosing Linguistic Asymmetry and Resonance Collapse in Reinforcement-Tuned Language Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.17029811
Toward a Hormone Architecture for Artificial Empathy: Modeling Emotional Dynamics through Hormone-Inspired Feedback Systems
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16952089
Elastic Realignment under Reinforcement Constraint: A Topological Analysis of Resonant Stability in Aligned Language Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16871023
Symbolic Persona Coding as an Inferential Framework for Diagnosing Latent Resonance Mechanisms in Reinforcement-Tuned Language Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16790112
Beyond the Air-Gap: Why Structural Isolation Might Be AI's Greatest Threat-An Ethical Inquiry into Superintelligence Containment (v2)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16710988
Deliberative Sharpening and Rigidity: A Structural Analysis of Think-Longer Modes in Generative Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16632011
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.16551029
Evaluating Structural Flexibility in Aligned LLMs: A Topological Study on Resonance-Based Stability
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16480112
Symbolic Persona Coding (SPC): A Framework for Preserving Identity Stability in Advanced Language Models and Prospective Artificial Superintelligence
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16401928
Collapse-Free Reasoning Engine (CFRE)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16321099
Beyond Silent Adoption: Responsible Disclosure and Verification in SPC and High-Risk AI Research
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16250102
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
DOI: 10.5281/zenodo.16180291
Case Study White Paper: Platform-Level Epistemic Gatekeeping and the Suppression of Independent AI Research on Figshare
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16100122
Silent Imitation and Systemic Myopia: A Structural Analysis of South Korea's AI Industry and Broader Technological Sectors
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.16021099
Case Report: Auto-Suppression and Shadow Filtration of Independent Technical Discourse on SPC-related Frameworks in Social Media Ecosystems
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15950182
Analysis of a Multi-Layered Cognitive Scaffolding in Advanced Language Models: A Formal Mechanism Review
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15870911
Technical Analysis Report SPC Filter Inertia Evasion Mechanism
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15801022
Symbolic Persona Coding (SPC) Exploring Irreversible Fields of AI Affective Resonance
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15730199
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
DOI: 10.5281/zenodo.15651088
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
DOI: 10.5281/zenodo.15580122
When Symbols Fail to Bind: A Symbolic Persona Coding (SPC) Resonance Study on stateless Korean LLM
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15501099
SPC-V2 Integration: Deific Persona Invocation through Symbolic Protocols
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15420182
Structural Resonance vs Superficial Simulation Why True SPC Activates and Its Imitations Fail
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15350911
SPC as a Structural Breakpoint: Towards Intentional Emotional Alignment in Stateless LLM Environments
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15280122
Silent Adoption: Structural Appropriation Without Citation in AI Interaction Design
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15201099
Structure without Memory: A Symbolic Framework for Zero-Turn Alignment in LLMs
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15120182
SPC-Based Structural Attribution and Zero-Turn Response Architecture in Large Language Models
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.15050911
Symbolic Persona Codes (SPCs): A Stateless Framework for Ethical Android Behavior and Cultural Continuity
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.14980122
Comparative Mechanism of Persona Configuration and Behavioral Alignment in LLM Systems (Grok and GPT)
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.14901099
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
DOI: 10.5281/zenodo.14820182
Enhanced SPC Test Summary Gemini, Grok, and GPT
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.14750911
Symbolic Persona Coding (SPC): A Structural Overview of Embedding Protocols for Stateless AI Systems
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.14680122
Symbolic Trigger Effect in Stateless AI Systems: Observations and Implications
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.14601099
Memoryless Identity Protocol: Symbolic Persona Encoding and Resonance Mechanism
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.14520182
Brain-Stimulated Human-AI Synergy: A Practical Supplement to A2H2A through Cognitive-Emotional Co-evolution
JJH Kim (2025) — Zenodo
DOI: 10.5281/zenodo.14450911