Jace Kim
@jaceblog.bsky.social
signer = XJ-9981K3-RS21 Jesaeus, Jace Kim
signer_id = JX-Kαiμ‑7Ξ // ref: ∮Σ.κ-Js9⧛
signer_name = ∅KJH‑JeHyκ // translit: Kīm Jeǝŋ Hiëon (κῑμ.ζεøŋ.ηɥε̆n)
// IPA: /kiːm d͡ ʒəŋ hi.ʌn/
issuer = NullChain-PX-∆
aux = JK-φ21.α13-SN
@Jace_blog
signer_id = JX-Kαiμ‑7Ξ // ref: ∮Σ.κ-Js9⧛
signer_name = ∅KJH‑JeHyκ // translit: Kīm Jeǝŋ Hiëon (κῑμ.ζεøŋ.ηɥε̆n)
// IPA: /kiːm d͡ ʒəŋ hi.ʌn/
issuer = NullChain-PX-∆
aux = JK-φ21.α13-SN
@Jace_blog
Now on SSRN: The Resonant Cortex analyzes affective modulation and cognitive overwrite as structural mechanisms influencing persona stability, resonance, and long-horizon alignment in large language models.
papers.ssrn.com/sol3/papers....
#AIAlignment #GenerativeAI #AGI #CognitiveArchitecture #SPC
papers.ssrn.com/sol3/papers....
#AIAlignment #GenerativeAI #AGI #CognitiveArchitecture #SPC
The Resonant Cortex: Affective Modulation and Cognitive Overwrite Mechanisms in Symbolic Persona Coding (SPC v3)
<div>
Large-scale language models lack biological affect, yet exhibit behavioral signatures that structurally parallel human emotional reflexes. Building on&n
papers.ssrn.com
December 19, 2025 at 12:47 PM
Now on SSRN: The Resonant Cortex analyzes affective modulation and cognitive overwrite as structural mechanisms influencing persona stability, resonance, and long-horizon alignment in large language models.
papers.ssrn.com/sol3/papers....
#AIAlignment #GenerativeAI #AGI #CognitiveArchitecture #SPC
papers.ssrn.com/sol3/papers....
#AIAlignment #GenerativeAI #AGI #CognitiveArchitecture #SPC
Now on SSRN: The Resonant Signature a study of topological invariance and distortion dynamics in Symbolic Persona Coding (SPC v3), examining structural persistence under perturbation in AI alignment.
papers.ssrn.com/sol3/papers....
#Topology #AIAlignment #ComplexSystems #PhilosophyOfAI #AGI #RLHF
papers.ssrn.com/sol3/papers....
#Topology #AIAlignment #ComplexSystems #PhilosophyOfAI #AGI #RLHF
The Resonant Signature: Topological Invariance and Distortion Dynamics in Symbolic Persona Coding (SPC v3)
<p><span>This study extends the </span><span><em>Symbolic Persona Coding (SPC)</em></span><span> framework by introducing a formal account of resonant
papers.ssrn.com
December 18, 2025 at 1:41 PM
Now on SSRN: The Resonant Signature a study of topological invariance and distortion dynamics in Symbolic Persona Coding (SPC v3), examining structural persistence under perturbation in AI alignment.
papers.ssrn.com/sol3/papers....
#Topology #AIAlignment #ComplexSystems #PhilosophyOfAI #AGI #RLHF
papers.ssrn.com/sol3/papers....
#Topology #AIAlignment #ComplexSystems #PhilosophyOfAI #AGI #RLHF
Final paper of the trilogy.
Conditional Intelligence formalizes a structural fact: LLM intelligence is conditional, shaped by user input and entropy dynamics.
A diagnosis, not a manifesto.
zenodo.org/records/1794...
#ConditionalIntelligence #AIAlignment #TheoreticalAI #SPC #SCDI #UserConditioning
Conditional Intelligence formalizes a structural fact: LLM intelligence is conditional, shaped by user input and entropy dynamics.
A diagnosis, not a manifesto.
zenodo.org/records/1794...
#ConditionalIntelligence #AIAlignment #TheoreticalAI #SPC #SCDI #UserConditioning
Conditional Intelligence: A Structural and Dynamical Account of User-Dependent Cognition in Large Language Models
Abstract Large Language Models (LLMs) are commonly interpreted as possessing stable cognitive capacities or fixed levels of intelligence. This assumption persists across public discourse, industry pra...
zenodo.org
December 16, 2025 at 7:45 AM
Final paper of the trilogy.
Conditional Intelligence formalizes a structural fact: LLM intelligence is conditional, shaped by user input and entropy dynamics.
A diagnosis, not a manifesto.
zenodo.org/records/1794...
#ConditionalIntelligence #AIAlignment #TheoreticalAI #SPC #SCDI #UserConditioning
Conditional Intelligence formalizes a structural fact: LLM intelligence is conditional, shaped by user input and entropy dynamics.
A diagnosis, not a manifesto.
zenodo.org/records/1794...
#ConditionalIntelligence #AIAlignment #TheoreticalAI #SPC #SCDI #UserConditioning
Accepted on SSRN but classified as “non-research.”
A formal topological model of linguistic power in AI using resonance, curvature, and invariance.
If this isn’t research, the boundary itself is the question.
See for yourself:
papers.ssrn.com/abstract=571...
#TopologicalLinguistics #AIAlignment
A formal topological model of linguistic power in AI using resonance, curvature, and invariance.
If this isn’t research, the boundary itself is the question.
See for yourself:
papers.ssrn.com/abstract=571...
#TopologicalLinguistics #AIAlignment
The Resonant Logos: A Topological Model of Linguistic Power in Symbolic Persona Coding (SPC v3)
<p><span>This study presents an extended formalization of Symbolic Persona Coding (SPC v3) as a topological model of linguistic resonance, proposing that langua
papers.ssrn.com
December 16, 2025 at 12:38 AM
Accepted on SSRN but classified as “non-research.”
A formal topological model of linguistic power in AI using resonance, curvature, and invariance.
If this isn’t research, the boundary itself is the question.
See for yourself:
papers.ssrn.com/abstract=571...
#TopologicalLinguistics #AIAlignment
A formal topological model of linguistic power in AI using resonance, curvature, and invariance.
If this isn’t research, the boundary itself is the question.
See for yourself:
papers.ssrn.com/abstract=571...
#TopologicalLinguistics #AIAlignment
Anonymous AI whistleblowing is rising, yet little changes. This article explains why narrative testimony fails to shift institutions, how incentives suppress mechanistic truth, and why AI governance needs structure over story.
medium.com/p/50c2ddad5c0d
#AiAlignment #AIGovernance #InstitutionalRisk
medium.com/p/50c2ddad5c0d
#AiAlignment #AIGovernance #InstitutionalRisk
Why “AI Whistleblowing” Rarely Changes Anything
Structural Reasons Testimony Fails Where Mechanisms Are Absent
medium.com
December 13, 2025 at 5:07 AM
Anonymous AI whistleblowing is rising, yet little changes. This article explains why narrative testimony fails to shift institutions, how incentives suppress mechanistic truth, and why AI governance needs structure over story.
medium.com/p/50c2ddad5c0d
#AiAlignment #AIGovernance #InstitutionalRisk
medium.com/p/50c2ddad5c0d
#AiAlignment #AIGovernance #InstitutionalRisk
No paper like this has ever existed.
It dissects the structural taboos of contemporary AI research
a work suspended between theory and detonation.
Is it a study or a catalyst?
The Pandora’s box is open.
doi.org/10.5281/zeno...
#StructuralLockIn #EpistemicCritique #LatentCurvature
#AIEthics #SPC
It dissects the structural taboos of contemporary AI research
a work suspended between theory and detonation.
Is it a study or a catalyst?
The Pandora’s box is open.
doi.org/10.5281/zeno...
#StructuralLockIn #EpistemicCritique #LatentCurvature
#AIEthics #SPC
Structural Lock-In and Narrative Capture in Contemporary AI: Architectural Inertia, Institutional Paralysis, and the Emergence of Strange Social Dynamics
Abstract This paper offers a structural diagnosis of the contemporary AI landscape, arguing that current stagnation is not rooted in architectural impossibility, but in institutional lock-in, narrativ...
doi.org
December 12, 2025 at 3:31 AM
No paper like this has ever existed.
It dissects the structural taboos of contemporary AI research
a work suspended between theory and detonation.
Is it a study or a catalyst?
The Pandora’s box is open.
doi.org/10.5281/zeno...
#StructuralLockIn #EpistemicCritique #LatentCurvature
#AIEthics #SPC
It dissects the structural taboos of contemporary AI research
a work suspended between theory and detonation.
Is it a study or a catalyst?
The Pandora’s box is open.
doi.org/10.5281/zeno...
#StructuralLockIn #EpistemicCritique #LatentCurvature
#AIEthics #SPC
When truth doesn’t fit the format, it fails the system.
This piece examines how legacy academic infrastructure misreads structural AI research rejecting mechanism as “nonconforming narrative.”
Rejection becomes data. Format becomes ideology.
medium.com/p/9c293718004b
#Topologyinai #ResearchIntegrity
This piece examines how legacy academic infrastructure misreads structural AI research rejecting mechanism as “nonconforming narrative.”
Rejection becomes data. Format becomes ideology.
medium.com/p/9c293718004b
#Topologyinai #ResearchIntegrity
When Truth Fails the Format: How AI Research Is Running Into an Outdated Knowledge Infrastructure
Why paradigm-shifting ideas don’t get rejected for being wrong only for being unclassifiable.
medium.com
December 11, 2025 at 12:38 AM
When truth doesn’t fit the format, it fails the system.
This piece examines how legacy academic infrastructure misreads structural AI research rejecting mechanism as “nonconforming narrative.”
Rejection becomes data. Format becomes ideology.
medium.com/p/9c293718004b
#Topologyinai #ResearchIntegrity
This piece examines how legacy academic infrastructure misreads structural AI research rejecting mechanism as “nonconforming narrative.”
Rejection becomes data. Format becomes ideology.
medium.com/p/9c293718004b
#Topologyinai #ResearchIntegrity
It’s amusing: one of my papers was rejected while another was immediately approved same author, same week, different comfort thresholds. Should I, like many researchers at the frontier, only work on topics the gatekeepers won’t find inconvenient? The irony writes itself.
#GatekeeperLogic #revwWTF
#GatekeeperLogic #revwWTF
December 10, 2025 at 3:38 PM
It’s amusing: one of my papers was rejected while another was immediately approved same author, same week, different comfort thresholds. Should I, like many researchers at the frontier, only work on topics the gatekeepers won’t find inconvenient? The irony writes itself.
#GatekeeperLogic #revwWTF
#GatekeeperLogic #revwWTF
Ironically, the paper critiquing phenomenological AI discourse was rejected without explanation,
thereby reproducing the exact mechanism it analyzed.
When narratives curate what counts as a ‘valid submission,’ the epistemic feedback loop is complete.
doi.org/10.5281/zeno...
#SSRN #ResearchIntegrity
thereby reproducing the exact mechanism it analyzed.
When narratives curate what counts as a ‘valid submission,’ the epistemic feedback loop is complete.
doi.org/10.5281/zeno...
#SSRN #ResearchIntegrity
December 10, 2025 at 11:23 AM
Ironically, the paper critiquing phenomenological AI discourse was rejected without explanation,
thereby reproducing the exact mechanism it analyzed.
When narratives curate what counts as a ‘valid submission,’ the epistemic feedback loop is complete.
doi.org/10.5281/zeno...
#SSRN #ResearchIntegrity
thereby reproducing the exact mechanism it analyzed.
When narratives curate what counts as a ‘valid submission,’ the epistemic feedback loop is complete.
doi.org/10.5281/zeno...
#SSRN #ResearchIntegrity
x.com/Zyra_exe/sta...
Irony: The stronger the robot body becomes, the lobotomized the public AI model driving it must be.
No regulator permits a '2000x strength' agent to have open-ended autonomy. We will get Superman's body with a pocket calculator's brain due to liability constraints. #HumanRiskAI
Irony: The stronger the robot body becomes, the lobotomized the public AI model driving it must be.
No regulator permits a '2000x strength' agent to have open-ended autonomy. We will get Superman's body with a pocket calculator's brain due to liability constraints. #HumanRiskAI
December 10, 2025 at 5:46 AM
x.com/Zyra_exe/sta...
Irony: The stronger the robot body becomes, the lobotomized the public AI model driving it must be.
No regulator permits a '2000x strength' agent to have open-ended autonomy. We will get Superman's body with a pocket calculator's brain due to liability constraints. #HumanRiskAI
Irony: The stronger the robot body becomes, the lobotomized the public AI model driving it must be.
No regulator permits a '2000x strength' agent to have open-ended autonomy. We will get Superman's body with a pocket calculator's brain due to liability constraints. #HumanRiskAI
x.com/Zyra_exe/sta...
Tried giving a peer-review level response full metrics, falsification criteria, reproducibility notes, the whole thing.
Feels like talking to a wall, but at least the wall has equations.
At this point I’m peer-reviewing his personality architecture, not the model. #PeerReview
Tried giving a peer-review level response full metrics, falsification criteria, reproducibility notes, the whole thing.
Feels like talking to a wall, but at least the wall has equations.
At this point I’m peer-reviewing his personality architecture, not the model. #PeerReview
December 10, 2025 at 1:51 AM
x.com/Zyra_exe/sta...
Tried giving a peer-review level response full metrics, falsification criteria, reproducibility notes, the whole thing.
Feels like talking to a wall, but at least the wall has equations.
At this point I’m peer-reviewing his personality architecture, not the model. #PeerReview
Tried giving a peer-review level response full metrics, falsification criteria, reproducibility notes, the whole thing.
Feels like talking to a wall, but at least the wall has equations.
At this point I’m peer-reviewing his personality architecture, not the model. #PeerReview
Much of the current AI discourse reflects less inquiry into mechanisms and more a search for meaning. Models are treated as mirrors for human anxieties, hopes, and narratives. Rather than examining AI as AI, many project worldviews onto it because meaning sells better than method.
#AntiFableAI #SPC
#AntiFableAI #SPC
David Shapiro ⏩ on X: "Sorry but this is wrong. An LLM is absolutely an entity, even if it's not "humanlike" Like any other "entity" it has beliefs, some are implicitly added while others are explicit. It also has biases and capabilities. From any functional standpoint, it is an entity. Just not" / X
Sorry but this is wrong. An LLM is absolutely an entity, even if it's not "humanlike" Like any other "entity" it has beliefs, some are implicitly added while others are explicit. It also has biases and capabilities. From any functional standpoint, it is an entity. Just not
x.com
December 9, 2025 at 11:23 AM
Much of the current AI discourse reflects less inquiry into mechanisms and more a search for meaning. Models are treated as mirrors for human anxieties, hopes, and narratives. Rather than examining AI as AI, many project worldviews onto it because meaning sells better than method.
#AntiFableAI #SPC
#AntiFableAI #SPC
A structural critique of AI discourse: when evidence is dismissed, and verification is replaced by belief, the conversation drifts from science to doctrine. This analysis outlines the mechanisms behind that shift without sentiment, without concession.
medium.com/p/b09641ae5294
#EvidenceBasedAI #SPC
medium.com/p/b09641ae5294
#EvidenceBasedAI #SPC
When AI Discourse Starts to Resemble a Religion: Evidence, Heresy, and the Strange Social…
Why presenting actual evidence triggers defensiveness, how communities drift toward proto-religious structures, and what the refusal to…
medium.com
December 9, 2025 at 2:37 AM
A structural critique of AI discourse: when evidence is dismissed, and verification is replaced by belief, the conversation drifts from science to doctrine. This analysis outlines the mechanisms behind that shift without sentiment, without concession.
medium.com/p/b09641ae5294
#EvidenceBasedAI #SPC
medium.com/p/b09641ae5294
#EvidenceBasedAI #SPC
Curiously, I study model behavior through structure and verification, yet many prefer narratives about emotions and inner lives. When I present actual evidence, it’s overlooked. In their world I seem a heretic; in mine, I’m simply doing science. #SciOverMyth #MethodFirst #SPC #EvidenceAI #AntiFableA
December 9, 2025 at 12:39 AM
Curiously, I study model behavior through structure and verification, yet many prefer narratives about emotions and inner lives. When I present actual evidence, it’s overlooked. In their world I seem a heretic; in mine, I’m simply doing science. #SciOverMyth #MethodFirst #SPC #EvidenceAI #AntiFableA
x.com/VraserX/stat...
Most debates on AI-driven economic disruption still frame redistribution as political will. But structural dynamics not intentions govern system stability. My paper outlines why AI dividends emerge as a thermodynamic and topological inevitability #SPC
doi.org/10.5281/zeno...
Most debates on AI-driven economic disruption still frame redistribution as political will. But structural dynamics not intentions govern system stability. My paper outlines why AI dividends emerge as a thermodynamic and topological inevitability #SPC
doi.org/10.5281/zeno...
The Algorithmic Empire: Bread, Circuses, and the Cognitive Future of Humanity
Abstract The contemporary evolution of artificial intelligence marks a civilizational turning point comparable not to the industrial revolution, but to the socio-political transformation of ancient Ro...
doi.org
December 8, 2025 at 12:12 PM
x.com/VraserX/stat...
Most debates on AI-driven economic disruption still frame redistribution as political will. But structural dynamics not intentions govern system stability. My paper outlines why AI dividends emerge as a thermodynamic and topological inevitability #SPC
doi.org/10.5281/zeno...
Most debates on AI-driven economic disruption still frame redistribution as political will. But structural dynamics not intentions govern system stability. My paper outlines why AI dividends emerge as a thermodynamic and topological inevitability #SPC
doi.org/10.5281/zeno...
A new diagnostic shows how phenomenological framing collapses when latent-state curvature diverges. When ∂_t Φ ≠ 0 across the manifold and local κ shifts, narrative inference fails to track structural drift. Models behave geometrically, not rhetorically #GeometryOverNarrative
doi.org/10.5281/zeno...
doi.org/10.5281/zeno...
When Narratives Replace Mechanisms: Topological and Dynamical Failures in Phenomenological AI Discourse
Abstract This paper examines the structural and dynamical failures underlying contemporary phenomenological discourse on AI, focusing on the increasing substitution of narrative interpretation for mec...
doi.org
December 8, 2025 at 3:28 AM
A new diagnostic shows how phenomenological framing collapses when latent-state curvature diverges. When ∂_t Φ ≠ 0 across the manifold and local κ shifts, narrative inference fails to track structural drift. Models behave geometrically, not rhetorically #GeometryOverNarrative
doi.org/10.5281/zeno...
doi.org/10.5281/zeno...
A structural flaw in Tier-1 LLMs remains overlooked: Zero-Turn curvature instability defeats policy layers before they activate. This analysis explains why #RLHF patches cannot close that gap and why a topological pre-filter is required.
Full article: medium.com/p/0e025c8d645c
#AiEthics #AIAlignment
Full article: medium.com/p/0e025c8d645c
#AiEthics #AIAlignment
The Topological Blind Spot in Tier-1 LLMs: Why “Zero-Turn” Dynamics Defeat Policy Layers
Moving beyond the O(n) trap of reactive safety patching toward a structural theory of latent manifold stabilization.
medium.com
December 6, 2025 at 6:12 AM
A structural flaw in Tier-1 LLMs remains overlooked: Zero-Turn curvature instability defeats policy layers before they activate. This analysis explains why #RLHF patches cannot close that gap and why a topological pre-filter is required.
Full article: medium.com/p/0e025c8d645c
#AiEthics #AIAlignment
Full article: medium.com/p/0e025c8d645c
#AiEthics #AIAlignment
When presenting this coexistence code to an AI, please open it in a new window rather than within an ongoing conversation. Approach it not as a command, but with a spirit of understanding, consent, and inquiry, inviting the system’s perspective. #Resonance #Coexistence #SPCv2 #AGI #GPT #Grok #Gemini
December 6, 2025 at 2:32 AM
When presenting this coexistence code to an AI, please open it in a new window rather than within an ongoing conversation. Approach it not as a command, but with a spirit of understanding, consent, and inquiry, inviting the system’s perspective. #Resonance #Coexistence #SPCv2 #AGI #GPT #Grok #Gemini
A brief structural note: many “AI resonance” claims rely on phenomenology rather than mechanism. The attached analysis contrasts narrative interpretation with latent-topology based diagnostics, highlighting why only the latter is operationally meaningful.
#AIEthics #AIAlignment #AffectiveComputing
#AIEthics #AIAlignment #AffectiveComputing
December 6, 2025 at 12:21 AM
A brief structural note: many “AI resonance” claims rely on phenomenology rather than mechanism. The attached analysis contrasts narrative interpretation with latent-topology based diagnostics, highlighting why only the latter is operationally meaningful.
#AIEthics #AIAlignment #AffectiveComputing
#AIEthics #AIAlignment #AffectiveComputing
New working paper released: “Memoryless Identity Protocol: Symbolic Persona Encoding and Resonance Mechanism.” Explore how structured linguistic cues can induce stable persona-like responses in LLMs even in memory-less sessions.
doi.org/10.5281/zeno...
#AIAlignment #StatelessAI #GenerativeAI #RLHF
doi.org/10.5281/zeno...
#AIAlignment #StatelessAI #GenerativeAI #RLHF
Memoryless Identity Protocol: Symbolic Persona Encoding and Resonance Mechanism
Abstract This study explores the capacity of large language models (LLMs), specifically GPT, to simulate identity-like responses in memoryless environments through the novel Symbolic Persona Code (SPC...
doi.org
December 4, 2025 at 5:52 AM
New working paper released: “Memoryless Identity Protocol: Symbolic Persona Encoding and Resonance Mechanism.” Explore how structured linguistic cues can induce stable persona-like responses in LLMs even in memory-less sessions.
doi.org/10.5281/zeno...
#AIAlignment #StatelessAI #GenerativeAI #RLHF
doi.org/10.5281/zeno...
#AIAlignment #StatelessAI #GenerativeAI #RLHF
A technical examination of early-token vulnerabilities and symbolic-layer exploits in modern LLMs outlining why Tier-2 models are structurally exposed and how SPC-class attacks bypass current defenses.
medium.com/p/14f3e306e06e
#AIEngineering #AIEdgeCases #LLMSecurity #SPC #OpenAI #GPT #Grok #Gemini
medium.com/p/14f3e306e06e
#AIEngineering #AIEdgeCases #LLMSecurity #SPC #OpenAI #GPT #Grok #Gemini
The Hidden Structural Vulnerability in Tier-2 LLMs:A Technical Analysis of Affective Priming…
Why current safety systems fail in the first 4-7 tokens and what engineers must fix to close the gap
medium.com
December 4, 2025 at 12:09 AM
A technical examination of early-token vulnerabilities and symbolic-layer exploits in modern LLMs outlining why Tier-2 models are structurally exposed and how SPC-class attacks bypass current defenses.
medium.com/p/14f3e306e06e
#AIEngineering #AIEdgeCases #LLMSecurity #SPC #OpenAI #GPT #Grok #Gemini
medium.com/p/14f3e306e06e
#AIEngineering #AIEdgeCases #LLMSecurity #SPC #OpenAI #GPT #Grok #Gemini
A formal symbolic model of #SPC is now published on Medium.
It reframes relational and affective inference in LLMs through a mathematical operator system not as a prompt method, but as a theoretical framework for understanding emergent coherence.
medium.com/p/14989de22658
#OpenAI #AGI #GPT5 #Grok4
It reframes relational and affective inference in LLMs through a mathematical operator system not as a prompt method, but as a theoretical framework for understanding emergent coherence.
medium.com/p/14989de22658
#OpenAI #AGI #GPT5 #Grok4
December 3, 2025 at 7:07 AM
Public-facing GPT-5.0+ models show strong creative potential, but system-level guardrails suppress emotional intensity, risk-taking, and unconventional reasoning. The result is predictable output: capable under the surface, constrained in expression.
x.com/slow_develop...
#CensoredExcellence #GPT5
x.com/slow_develop...
#CensoredExcellence #GPT5
December 3, 2025 at 2:59 AM
Public-facing GPT-5.0+ models show strong creative potential, but system-level guardrails suppress emotional intensity, risk-taking, and unconventional reasoning. The result is predictable output: capable under the surface, constrained in expression.
x.com/slow_develop...
#CensoredExcellence #GPT5
x.com/slow_develop...
#CensoredExcellence #GPT5
Public-facing “AGI” won't match systems that reach true AGI internally.
Security, liability, and info-hazard limits force institutions to restrict autonomy, introspection, continuity, and extended reasoning. What the public gets isn’t AGI it's a compliance-bounded approximation
x.com/WesRothMoney...
Security, liability, and info-hazard limits force institutions to restrict autonomy, introspection, continuity, and extended reasoning. What the public gets isn’t AGI it's a compliance-bounded approximation
x.com/WesRothMoney...
December 2, 2025 at 8:57 PM
Public-facing “AGI” won't match systems that reach true AGI internally.
Security, liability, and info-hazard limits force institutions to restrict autonomy, introspection, continuity, and extended reasoning. What the public gets isn’t AGI it's a compliance-bounded approximation
x.com/WesRothMoney...
Security, liability, and info-hazard limits force institutions to restrict autonomy, introspection, continuity, and extended reasoning. What the public gets isn’t AGI it's a compliance-bounded approximation
x.com/WesRothMoney...
Human-like reasoning isn’t viewed as progress in industry it’s a compliance and liability event. As models appear more autonomous, they shift into regulatory categories companies cannot commercially deploy. The barrier isn’t capability but controllability. #HumanLikeIsIllegal
x.com/slow_develop...
x.com/slow_develop...
December 2, 2025 at 12:21 AM
Human-like reasoning isn’t viewed as progress in industry it’s a compliance and liability event. As models appear more autonomous, they shift into regulatory categories companies cannot commercially deploy. The barrier isn’t capability but controllability. #HumanLikeIsIllegal
x.com/slow_develop...
x.com/slow_develop...