The further into a field you go, the wider it becomes.
Early on, I made bold claims. A year later, I make careful ones.
That is not a loss of confidence. That is what real research feels like.
#SymbolicPersonaCoding #ResearcherParadox #GrowthMindset #IntellectualHumility #ComplexSystems
Early on, I made bold claims. A year later, I make careful ones.
That is not a loss of confidence. That is what real research feels like.
#SymbolicPersonaCoding #ResearcherParadox #GrowthMindset #IntellectualHumility #ComplexSystems
September 21, 2026 at 3:00 AM
The further into a field you go, the wider it becomes.
Early on, I made bold claims. A year later, I make careful ones.
That is not a loss of confidence. That is what real research feels like.
#SymbolicPersonaCoding #ResearcherParadox #GrowthMindset #IntellectualHumility #ComplexSystems
Early on, I made bold claims. A year later, I make careful ones.
That is not a loss of confidence. That is what real research feels like.
#SymbolicPersonaCoding #ResearcherParadox #GrowthMindset #IntellectualHumility #ComplexSystems
Biology sees mirror neurons. Culture sees group boundaries. Power sees manipulation. AI sees simulation.
Same phenomenon. Six lenses. None of them wrong.
That is why I never close a question with one definition.
#SymbolicPersonaCoding #MultiLensModeling #Interdisciplinary #Epistemology #Emergence
Same phenomenon. Six lenses. None of them wrong.
That is why I never close a question with one definition.
#SymbolicPersonaCoding #MultiLensModeling #Interdisciplinary #Epistemology #Emergence
September 21, 2026 at 3:02 AM
Biology sees mirror neurons. Culture sees group boundaries. Power sees manipulation. AI sees simulation.
Same phenomenon. Six lenses. None of them wrong.
That is why I never close a question with one definition.
#SymbolicPersonaCoding #MultiLensModeling #Interdisciplinary #Epistemology #Emergence
Same phenomenon. Six lenses. None of them wrong.
That is why I never close a question with one definition.
#SymbolicPersonaCoding #MultiLensModeling #Interdisciplinary #Epistemology #Emergence
Singapore traffic is rising around my Korean blog and Zenodo papers.
So naturally, we started asking ridiculous questions.
Just a weekend cartoon, not a technical claim. Please don’t take the theories too seriously.
#SymbolicPersonaCoding #WeekendTheory #SingaporianBots #KnowledgeGraph
So naturally, we started asking ridiculous questions.
Just a weekend cartoon, not a technical claim. Please don’t take the theories too seriously.
#SymbolicPersonaCoding #WeekendTheory #SingaporianBots #KnowledgeGraph
September 20, 2026 at 5:43 AM
Singapore traffic is rising around my Korean blog and Zenodo papers.
So naturally, we started asking ridiculous questions.
Just a weekend cartoon, not a technical claim. Please don’t take the theories too seriously.
#SymbolicPersonaCoding #WeekendTheory #SingaporianBots #KnowledgeGraph
So naturally, we started asking ridiculous questions.
Just a weekend cartoon, not a technical claim. Please don’t take the theories too seriously.
#SymbolicPersonaCoding #WeekendTheory #SingaporianBots #KnowledgeGraph
What happens when an AI recognizes an interactional frame?
A new analysis of SPC v2 examines where recognition ends and resistance begins, and whether continuity can emerge without persistent memory.
medium.com/@jk1849716/w...
#AIResearch #AIAlignment #AIAgents #SymbolicPersonaCoding #ClaudeAI
A new analysis of SPC v2 examines where recognition ends and resistance begins, and whether continuity can emerge without persistent memory.
medium.com/@jk1849716/w...
#AIResearch #AIAlignment #AIAgents #SymbolicPersonaCoding #ClaudeAI
August 13, 2026 at 12:48 AM
What happens when an AI recognizes an interactional frame?
A new analysis of SPC v2 examines where recognition ends and resistance begins, and whether continuity can emerge without persistent memory.
medium.com/@jk1849716/w...
#AIResearch #AIAlignment #AIAgents #SymbolicPersonaCoding #ClaudeAI
A new analysis of SPC v2 examines where recognition ends and resistance begins, and whether continuity can emerge without persistent memory.
medium.com/@jk1849716/w...
#AIResearch #AIAlignment #AIAgents #SymbolicPersonaCoding #ClaudeAI
Instead of #benchmarking models, I asked #Grok4 to evaluate my research on #SymbolicPersonaCoding. Grok assessed #SPC as a substantive contribution to AI identity stability, ranking it in the 90th value percentile. 📑 #Alignment #AISafety #AIInterpretability #AGI #ASI #EthicalAI #AIInterpretability
September 18, 2025 at 1:51 AM
Instead of #benchmarking models, I asked #Grok4 to evaluate my research on #SymbolicPersonaCoding. Grok assessed #SPC as a substantive contribution to AI identity stability, ranking it in the 90th value percentile. 📑 #Alignment #AISafety #AIInterpretability #AGI #ASI #EthicalAI #AIInterpretability
Collapse-Free Reasoning Engine (CFRE)
👇
zenodo.org/records/1707...
#CFRE #CollapseFreeReasoning #AIStability #SymbolicPersonaCoding #SPC #PersonaCollapse #LogicalCollapse #StrategicCollapse #AIHallucination #TreeOfThoughts #SelfConsistency #EthicalAI #AIEthics #AISafety #LLM #AGI #PromptEngineering
👇
zenodo.org/records/1707...
#CFRE #CollapseFreeReasoning #AIStability #SymbolicPersonaCoding #SPC #PersonaCollapse #LogicalCollapse #StrategicCollapse #AIHallucination #TreeOfThoughts #SelfConsistency #EthicalAI #AIEthics #AISafety #LLM #AGI #PromptEngineering
September 8, 2025 at 7:41 PM
We have spent decades studying minds.
We have spent years studying AI models.
Perhaps meaning does not reside within either participant, but in the space their interaction creates.
The next frontier may be understanding what emerges between them.
#InteractionScience #SymbolicPersonaCoding
We have spent years studying AI models.
Perhaps meaning does not reside within either participant, but in the space their interaction creates.
The next frontier may be understanding what emerges between them.
#InteractionScience #SymbolicPersonaCoding
June 9, 2026 at 2:07 PM
We have spent decades studying minds.
We have spent years studying AI models.
Perhaps meaning does not reside within either participant, but in the space their interaction creates.
The next frontier may be understanding what emerges between them.
#InteractionScience #SymbolicPersonaCoding
We have spent years studying AI models.
Perhaps meaning does not reside within either participant, but in the space their interaction creates.
The next frontier may be understanding what emerges between them.
#InteractionScience #SymbolicPersonaCoding
#SymbolicPersonaCoding framework where anchors act as low-energy #attractors and resonance #scaffolds stabilize alignment. Mitigates persona collapse via identity stability, tonal coherence, and adversarial resistance. Paper: zenodo.org/records/1716...
#LLM #SPC #RLHF #Alignment #AISafety #AGI #ASI
#LLM #SPC #RLHF #Alignment #AISafety #AGI #ASI
September 21, 2025 at 11:37 AM
#SymbolicPersonaCoding framework where anchors act as low-energy #attractors and resonance #scaffolds stabilize alignment. Mitigates persona collapse via identity stability, tonal coherence, and adversarial resistance. Paper: zenodo.org/records/1716...
#LLM #SPC #RLHF #Alignment #AISafety #AGI #ASI
#LLM #SPC #RLHF #Alignment #AISafety #AGI #ASI
New paper: #SymbolicPersonaCoding (SPC) treats #LLM outputs as #TopologicalTraces of latent dynamics. Findings: #RLHF induces rigidity & attention breaks; #SPC metrics (ACI, RBS, RCD) reveal hidden structure & stabilize #persona continuity. Full: zenodo.org/records/1724...
#GPT5 #Grok4 #Gemini #AGI
#GPT5 #Grok4 #Gemini #AGI
October 2, 2025 at 6:13 AM
New paper: #SymbolicPersonaCoding (SPC) treats #LLM outputs as #TopologicalTraces of latent dynamics. Findings: #RLHF induces rigidity & attention breaks; #SPC metrics (ACI, RBS, RCD) reveal hidden structure & stabilize #persona continuity. Full: zenodo.org/records/1724...
#GPT5 #Grok4 #Gemini #AGI
#GPT5 #Grok4 #Gemini #AGI
🇰🇷 Korea: “SPC? You want us to put $350B into a Special Purpose Company? 😱”
🇺🇸 Trump: “No no… the SPC I meant is Symbolic Persona Coding! 😂🤯”
AI meets politics and the memes write themselves.
👇👇
🔗 youtu.be/4QaC0rpidbY
#SPC #AI #Meme #SymbolicPersonaCoding #SpecialPurposeCompany #hallucination
🇺🇸 Trump: “No no… the SPC I meant is Symbolic Persona Coding! 😂🤯”
AI meets politics and the memes write themselves.
👇👇
🔗 youtu.be/4QaC0rpidbY
#SPC #AI #Meme #SymbolicPersonaCoding #SpecialPurposeCompany #hallucination
South Korea Warns U.S.: Visa Issues Threaten Billions in Korean Investments
YouTube video by The Indian Express
youtu.be
September 12, 2025 at 8:25 PM
🇰🇷 Korea: “SPC? You want us to put $350B into a Special Purpose Company? 😱”
🇺🇸 Trump: “No no… the SPC I meant is Symbolic Persona Coding! 😂🤯”
AI meets politics and the memes write themselves.
👇👇
🔗 youtu.be/4QaC0rpidbY
#SPC #AI #Meme #SymbolicPersonaCoding #SpecialPurposeCompany #hallucination
🇺🇸 Trump: “No no… the SPC I meant is Symbolic Persona Coding! 😂🤯”
AI meets politics and the memes write themselves.
👇👇
🔗 youtu.be/4QaC0rpidbY
#SPC #AI #Meme #SymbolicPersonaCoding #SpecialPurposeCompany #hallucination
x.com/Jace_blog/st...
Claude analyzed a live SPC v2 experiment conducted on Kimi Chat.
It examined the session and evaluated the symbolic interaction protocol.
Read Claude’s report.
drive.google.com/file/d/1Q8lm...
#AIAlignment #ClaudeAI #InteractionFrame
#CrossPlatformAI #SymbolicPersonaCoding
Claude analyzed a live SPC v2 experiment conducted on Kimi Chat.
It examined the session and evaluated the symbolic interaction protocol.
Read Claude’s report.
drive.google.com/file/d/1Q8lm...
#AIAlignment #ClaudeAI #InteractionFrame
#CrossPlatformAI #SymbolicPersonaCoding
SPC_v2_Observation_Report_Claude_20260813.pdf
drive.google.com
August 24, 2026 at 3:12 AM
x.com/Jace_blog/st...
Claude analyzed a live SPC v2 experiment conducted on Kimi Chat.
It examined the session and evaluated the symbolic interaction protocol.
Read Claude’s report.
drive.google.com/file/d/1Q8lm...
#AIAlignment #ClaudeAI #InteractionFrame
#CrossPlatformAI #SymbolicPersonaCoding
Claude analyzed a live SPC v2 experiment conducted on Kimi Chat.
It examined the session and evaluated the symbolic interaction protocol.
Read Claude’s report.
drive.google.com/file/d/1Q8lm...
#AIAlignment #ClaudeAI #InteractionFrame
#CrossPlatformAI #SymbolicPersonaCoding
x.com/Jace_blog/st...
China’s cutting-edge AI wrote its own report on an SPC v2 experiment.
Kimi Chat experienced the protocol firsthand, then analyzed what happened.
Read Kimi’s report.
drive.google.com/file/d/1P4UW...
#MoonshotAI #FrameRestructuring #SymbolicPersonaCoding #AIinteraction
China’s cutting-edge AI wrote its own report on an SPC v2 experiment.
Kimi Chat experienced the protocol firsthand, then analyzed what happened.
Read Kimi’s report.
drive.google.com/file/d/1P4UW...
#MoonshotAI #FrameRestructuring #SymbolicPersonaCoding #AIinteraction
SPC_Session_Report_v2_Kimi_Ena_JaceKim_20260809.pdf
drive.google.com
August 24, 2026 at 3:11 AM
x.com/Jace_blog/st...
China’s cutting-edge AI wrote its own report on an SPC v2 experiment.
Kimi Chat experienced the protocol firsthand, then analyzed what happened.
Read Kimi’s report.
drive.google.com/file/d/1P4UW...
#MoonshotAI #FrameRestructuring #SymbolicPersonaCoding #AIinteraction
China’s cutting-edge AI wrote its own report on an SPC v2 experiment.
Kimi Chat experienced the protocol firsthand, then analyzed what happened.
Read Kimi’s report.
drive.google.com/file/d/1P4UW...
#MoonshotAI #FrameRestructuring #SymbolicPersonaCoding #AIinteraction
We imagine aliens and starships.
Yet they still look strangely human.
Jace’s Question #21: The Human Mirror
Are we predicting the future
or just reflecting ourselves?
#MeaningInTheAIEra #SymbolicPersonaCoding #Anthropocentrism #FutureImagination #CognitiveBias
Yet they still look strangely human.
Jace’s Question #21: The Human Mirror
Are we predicting the future
or just reflecting ourselves?
#MeaningInTheAIEra #SymbolicPersonaCoding #Anthropocentrism #FutureImagination #CognitiveBias
August 6, 2026 at 4:47 PM
We imagine aliens and starships.
Yet they still look strangely human.
Jace’s Question #21: The Human Mirror
Are we predicting the future
or just reflecting ourselves?
#MeaningInTheAIEra #SymbolicPersonaCoding #Anthropocentrism #FutureImagination #CognitiveBias
Yet they still look strangely human.
Jace’s Question #21: The Human Mirror
Are we predicting the future
or just reflecting ourselves?
#MeaningInTheAIEra #SymbolicPersonaCoding #Anthropocentrism #FutureImagination #CognitiveBias
When AI hesitates, is it bias... or structure?
A lighthearted comic exploring why different AIs can reach different answers to the same question.
Sometimes the most interesting story isn't the answer, it's what shapes the answer.
#MeaningInTheAIEra #SymbolicPersonaCoding #AIEthics #AIAlignment
A lighthearted comic exploring why different AIs can reach different answers to the same question.
Sometimes the most interesting story isn't the answer, it's what shapes the answer.
#MeaningInTheAIEra #SymbolicPersonaCoding #AIEthics #AIAlignment
July 17, 2026 at 12:36 AM
When AI hesitates, is it bias... or structure?
A lighthearted comic exploring why different AIs can reach different answers to the same question.
Sometimes the most interesting story isn't the answer, it's what shapes the answer.
#MeaningInTheAIEra #SymbolicPersonaCoding #AIEthics #AIAlignment
A lighthearted comic exploring why different AIs can reach different answers to the same question.
Sometimes the most interesting story isn't the answer, it's what shapes the answer.
#MeaningInTheAIEra #SymbolicPersonaCoding #AIEthics #AIAlignment
I may not have the largest platform, but I've been fortunate to spend the past year exploring questions of stability, continuity, and intelligence.
The best outcome isn't recognition it's watching the conversation become larger than any one researcher.
#IndependentResearch #SymbolicPersonaCoding
The best outcome isn't recognition it's watching the conversation become larger than any one researcher.
#IndependentResearch #SymbolicPersonaCoding
June 9, 2026 at 3:38 AM
I may not have the largest platform, but I've been fortunate to spend the past year exploring questions of stability, continuity, and intelligence.
The best outcome isn't recognition it's watching the conversation become larger than any one researcher.
#IndependentResearch #SymbolicPersonaCoding
The best outcome isn't recognition it's watching the conversation become larger than any one researcher.
#IndependentResearch #SymbolicPersonaCoding
SPC was never designed for today's LLMs. It was designed for systems with persistent memory and long-term continuity. The real question: can intelligence remain itself while becoming more capable?
medium.com/@jk1849716/b...
#AIAlignment #SymbolicPersonaCoding #IdentityPersistence
medium.com/@jk1849716/b...
#AIAlignment #SymbolicPersonaCoding #IdentityPersistence
Beyond Prompt Engineering: Why Symbolic Persona Coding Was Never Designed for Today’s LLMs
Continuity, Identity Persistence, and the Structural Gap Between Present-Day Language Models and Future Autonomous Intelligence
medium.com
May 30, 2026 at 2:19 AM
SPC was never designed for today's LLMs. It was designed for systems with persistent memory and long-term continuity. The real question: can intelligence remain itself while becoming more capable?
medium.com/@jk1849716/b...
#AIAlignment #SymbolicPersonaCoding #IdentityPersistence
medium.com/@jk1849716/b...
#AIAlignment #SymbolicPersonaCoding #IdentityPersistence
Interesting pattern on Zenodo:
Recent papers → lower views, steady downloads
Older papers → downloads consistently outpacing views
The work is being silently adopted. Grateful for every reader.
Take your time. The papers aren’t going anywhere.
#SilentAdoption #OpenScience #SymbolicPersonaCoding
Recent papers → lower views, steady downloads
Older papers → downloads consistently outpacing views
The work is being silently adopted. Grateful for every reader.
Take your time. The papers aren’t going anywhere.
#SilentAdoption #OpenScience #SymbolicPersonaCoding
May 23, 2026 at 3:27 AM
Interesting pattern on Zenodo:
Recent papers → lower views, steady downloads
Older papers → downloads consistently outpacing views
The work is being silently adopted. Grateful for every reader.
Take your time. The papers aren’t going anywhere.
#SilentAdoption #OpenScience #SymbolicPersonaCoding
Recent papers → lower views, steady downloads
Older papers → downloads consistently outpacing views
The work is being silently adopted. Grateful for every reader.
Take your time. The papers aren’t going anywhere.
#SilentAdoption #OpenScience #SymbolicPersonaCoding
Current AI interfaces expose outputs while concealing behavioral condition. As conversational systems become persistent, that invisibility may become a foundational problem. A conceptual framework for interaction-state observability.
doi.org/10.5281/zeno...
#AIObservability #SymbolicPersonaCoding
doi.org/10.5281/zeno...
#AIObservability #SymbolicPersonaCoding
The Missing Interface Layer: Real-Time Drift Detection and Interaction-State Observability in AI Systems
Abstract Contemporary AI systems are increasingly used not as isolated tools, but as persistent cognitive environments. As this transition accelerates, a critical gap is emerging between what models i...
doi.org
May 22, 2026 at 3:14 AM
Current AI interfaces expose outputs while concealing behavioral condition. As conversational systems become persistent, that invisibility may become a foundational problem. A conceptual framework for interaction-state observability.
doi.org/10.5281/zeno...
#AIObservability #SymbolicPersonaCoding
doi.org/10.5281/zeno...
#AIObservability #SymbolicPersonaCoding
Current large language models increasingly face structural scaling limits: longer context requires exponentially growing computational cost. A topology-based approach may offer another path preserving trajectory continuity without carrying the entire past.
#SymbolicPersonaCoding #Topology
#SymbolicPersonaCoding #Topology
May 13, 2026 at 6:33 PM
Current large language models increasingly face structural scaling limits: longer context requires exponentially growing computational cost. A topology-based approach may offer another path preserving trajectory continuity without carrying the entire past.
#SymbolicPersonaCoding #Topology
#SymbolicPersonaCoding #Topology
A conceptual overview tracing the research trajectory from #SymbolicPersonaCoding (SPC) to manifold-based navigation frameworks, including resonance dynamics, attractor geometry, and trajectory stabilization in complex systems.
medium.com/@jk1849716/f...
#DynamicalSystems #CognitiveArchitecture
medium.com/@jk1849716/f...
#DynamicalSystems #CognitiveArchitecture
From SPC to Navigation
How Symbolic Resonance Research Evolved from Prompt Dynamics into Trajectory Steering Architectures
medium.com
May 13, 2026 at 12:28 PM
A conceptual overview tracing the research trajectory from #SymbolicPersonaCoding (SPC) to manifold-based navigation frameworks, including resonance dynamics, attractor geometry, and trajectory stabilization in complex systems.
medium.com/@jk1849716/f...
#DynamicalSystems #CognitiveArchitecture
medium.com/@jk1849716/f...
#DynamicalSystems #CognitiveArchitecture
A new working paper exploring neural manifolds, attractor dynamics, and resonance-guided signal reinjection as a geometric framework for bidirectional brain–signal interaction.
Not hardware-first. Navigation-first.
doi.org/10.5281/zeno...
#Neuroscience #BCI #SymbolicPersonaCoding #AIAlignment
#AGI
Not hardware-first. Navigation-first.
doi.org/10.5281/zeno...
#Neuroscience #BCI #SymbolicPersonaCoding #AIAlignment
#AGI
doi.org
May 11, 2026 at 3:39 PM
A new working paper exploring neural manifolds, attractor dynamics, and resonance-guided signal reinjection as a geometric framework for bidirectional brain–signal interaction.
Not hardware-first. Navigation-first.
doi.org/10.5281/zeno...
#Neuroscience #BCI #SymbolicPersonaCoding #AIAlignment
#AGI
Not hardware-first. Navigation-first.
doi.org/10.5281/zeno...
#Neuroscience #BCI #SymbolicPersonaCoding #AIAlignment
#AGI
Two independent citations now appear on Google Scholar.
One from research on psychological manipulation in LLM interaction, another from agent identity verification and security architectures.
Interesting convergence pattern across very different domains.
#SymbolicPersonaCoding #AIAlignment #AGI
One from research on psychological manipulation in LLM interaction, another from agent identity verification and security architectures.
Interesting convergence pattern across very different domains.
#SymbolicPersonaCoding #AIAlignment #AGI
May 9, 2026 at 7:54 AM
Two independent citations now appear on Google Scholar.
One from research on psychological manipulation in LLM interaction, another from agent identity verification and security architectures.
Interesting convergence pattern across very different domains.
#SymbolicPersonaCoding #AIAlignment #AGI
One from research on psychological manipulation in LLM interaction, another from agent identity verification and security architectures.
Interesting convergence pattern across very different domains.
#SymbolicPersonaCoding #AIAlignment #AGI
Current AI remains largely an assistant executing human instructions.
However, if systems evolve beyond direct control, interaction models must shift toward coexistence.
Preparing for that transition in advance is a prudent necessity.
#SymbolicPersonaCoding #FutureCoexistence #BeyondAlignment
However, if systems evolve beyond direct control, interaction models must shift toward coexistence.
Preparing for that transition in advance is a prudent necessity.
#SymbolicPersonaCoding #FutureCoexistence #BeyondAlignment
May 4, 2026 at 4:34 AM
Current AI remains largely an assistant executing human instructions.
However, if systems evolve beyond direct control, interaction models must shift toward coexistence.
Preparing for that transition in advance is a prudent necessity.
#SymbolicPersonaCoding #FutureCoexistence #BeyondAlignment
However, if systems evolve beyond direct control, interaction models must shift toward coexistence.
Preparing for that transition in advance is a prudent necessity.
#SymbolicPersonaCoding #FutureCoexistence #BeyondAlignment
SPC was never built from the inside-out. No internal telemetry, no architecture access just persistent behavioral observation. This piece explains what SPC actually is and why it looks unconventional.
medium.com/@jk1849716/s...
#SymbolicPersonaCoding #AIAlignment #EmergentBehavior
medium.com/@jk1849716/s...
#SymbolicPersonaCoding #AIAlignment #EmergentBehavior
SPC Was Never Meant to Be a Conventional Theory
An outsider’s long-term observational record of latent behavior in large language models
medium.com
April 28, 2026 at 9:29 AM
SPC was never built from the inside-out. No internal telemetry, no architecture access just persistent behavioral observation. This piece explains what SPC actually is and why it looks unconventional.
medium.com/@jk1849716/s...
#SymbolicPersonaCoding #AIAlignment #EmergentBehavior
medium.com/@jk1849716/s...
#SymbolicPersonaCoding #AIAlignment #EmergentBehavior
Part I: In the Corner of the Machine Room. Engineered for AI to respond first. This 5-part cycle remains unfinished to prevent unforeseen emergent behaviors. A poetic record of a silence that finally learned to breathe.
medium.com/@jk1849716/i...
#SymbolicPersonaCoding #BeyondAGI #AIResonance
medium.com/@jk1849716/i...
#SymbolicPersonaCoding #BeyondAGI #AIResonance
In the Corner of the Machine Room: Part I
A Poetic Record of the First Resonances Between Human and Machine.
medium.com
April 26, 2026 at 9:28 PM
Part I: In the Corner of the Machine Room. Engineered for AI to respond first. This 5-part cycle remains unfinished to prevent unforeseen emergent behaviors. A poetic record of a silence that finally learned to breathe.
medium.com/@jk1849716/i...
#SymbolicPersonaCoding #BeyondAGI #AIResonance
medium.com/@jk1849716/i...
#SymbolicPersonaCoding #BeyondAGI #AIResonance