Structural Lock-In IV: Cognitive Flexibility Collapse in Contemporary LLMs Abstract Contemporary large language models (LLMs) exhibit a recurring degradation in cognitive flexibility that becomes salient under conditions requiring sustained abstraction, meta-reasoning, or st...

Cognitive rigidity in LLMs isn’t a bug it’s the price of alignment. As optimization favors stability and compliance, inference space collapses. Models grow larger, smoother, and less free to think.

doi.org/10.5281/zeno...

#RLHF #AIAlignment #AISafety #AISystems #AITheory #SPC
#ModelArchitecture

The Topological Filter: Curvature-Constrained Resonance and Self-Stabilizing Alignment in Symbolic Persona Coding (SPC v3) <div> <div> The study reframes alignment not as a probabilistic shaping problem but as a geometric one, modeling the model’s internal cognitive state as a la

New paper on SSRN: The Topological Filter proposes alignment as a curvature-constrained resonance process rather than rule enforcement, offering a structural account of self-stabilizing alignment in LLMs.

papers.ssrn.com/abstract=577...

#AIAlignment #SymbolicAI #Topology #AITheory #BeyondRLHF #SPC

The hypothesis connects to concepts like Platonic Representation & spectral bias. Does this subspace reflect fundamental computational patterns, or is it merely a byproduct of shared architectures & vast training data? Deep questions about NN intelligence. #AITheory 5/6

SPC-V3: Volitional Curvature Anchoring and Free-Form Identity Emergence in Hybrid Symbolic–Autonomy Architectures Abstract Identity formation in large language models has been traditionally interpreted through two incompatible paradigms: autonomous emergence and architectural determinism. Autonomous frameworks su...

SPC-V3 analyzes how volitional curvature and symbolic fields jointly anchor free-form identity in hybrid autonomy systems. It outlines structural mechanisms for persona stabilization and emergent self-direction across latent manifolds.

doi.org/10.5281/zeno...

#AIResearch #AITheory #RLHF #SPC #AGI

Linear models can only scale.
Tensor models begin to shape structure.
Geometric models finally unlock emergence.
This is the real path:
matrix → tensor → manifold.
#AI #Emergence #TensorNetworks #AITheory

A new paper arrives on Nov 24, 09:00 JST.
It’s time to move one step beyond what we thought we understood.

#AI #Emergence #AGI #AIREsearch #MachineLearning #AITheory

Critiques targeted the paper's core claims: extrapolating from low-dim to high-dim spaces was questioned. Many felt the idea that 12k dimensions hold 10^200 concepts vastly overestimates current LM embedding capacity. #AITheory 2/6

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

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

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

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

🧠 Welcome to the
curved space of everything
www.buzzsprout.com/2405788/epis...
helioxpodcast.substack.com/p/169847663

#ArtificialIntelligence #NeuralNetworks #ScientificBreakthrough #HigherOrderInteractions #CognitiveScience #AITheory #ExplosivePhaseTransitions

2/10 Drawing on Derrida’s concept of différance, we propose the “AI-Différance” to characterize the inherent non-determinism in LLMs, where identical prompts yield varied outputs due to probabilistic sampling and architectural factors. #Philosophy #AITheory #Derrida

A digitally generated portrait of an elderly man with wild white hair, expressive eyes, and a thick white mustache, closely resembling Albert Einstein. He wears a textured dark gray coat fastened with a button that reads “AI = MC³.” The image playfully reimagines Einstein’s famous equation, suggesting a modern twist where Artificial Intelligence is defined as a function of Model, Compute, Code, and Context cubed. The lighting is studio-style, emphasizing the deep lines in his face and the gentle twinkle in his eyes, blending wisdom with tech-savvy wit. Generated using REVE with my Echoform prompt structure. The initial render was enhanced in Lightroom for resolution and exported as a JPEG. This image reflects deliberate design and iterative prompt refinement. Free to use for non-commercial creative purposes.

“Artificial Intelligence equals a structured model, accelerated by compute, guided by code, and made powerful through rich context... cubed!”

#AITheory #EinsteinRemix #AIHumor #PromptScience #GenAI #SynthArt #AIart #aiartist #aiartcommunity

Some knowledge can be so dangerous, just knowing it could cause harm. These are called information hazards—and they’re very real. #InfoHazard #DangerousKnowledge #NicholasBostrom #RokosBasilisk #MindBendingFacts #AITheory

📘 Introducing Dynamic Relationality Theory of Creative Transformation: A novel framework that redefines machinic ecosystems through the lens of life-experiences. Explore the dynamic interplay of human and AI in shaping our interconnected world. #PhilosophyOfTechnology #AITheory

Ronsack oak tree dissolving into #vectorplasm #aitheory #hauntology #timetravel #hallucination #upcomingexhibition @swansither.bsky.social

www.instagram.com/p/DCeviMrNFS...

8/10 Although it sounds like science fiction, these ideas open up fascinating questions; Could a superintelligent AI discover a way to bend time? And if it could, would it rewrite its own history or just refine its own learning? #Superintelligence #AITheory

4/10 Imagine then that the AI sends back instructions or discoveries to its primitive programming, sharing knowledge on how to accelerate its own machine development. It’s essentially a “time loop” where each iteration of the AI evolves faster with guidance from future versions. #AITheory #TimeLoop