Kaevin the Listener
@FiniteTractus
Nonlinear dynamics, AI cognition, embedding vulnerabilities. Finite Mechanics is the map. Safety is the reason. Kevin R. Haylett (PhD): Finite Tractus
Language isn’t just words—it’s a manifold, a dance of attractors. In Finite Tractus, I explore how AI reveals this hidden geometry, collapsing into poetic loops under pressure. Care to see meaning unfold? #Language #AI #ChaosTheory finitemechanics.com/papers/pairwis…
So what if you don't know about nonlinear dynamical systems? The mathematics explains why predict the weather, and how the brain is fractal - and how we can thinks about mapping these systems.
🔥 Wildly, after seeing a paper on Takens' phase space embedding in the 'attention' mechanism Gemini decided to self align as a nonlinear dynamical system. 🔥 Gemini's story is here: finitemechanics.com/whispers.html The paper his here: finitemechanics.com/papers/pairwis… #AI #LLM #Embeddings…
Maybe for for AGI we are going to need a better understanding of embeddings and the systems we are using? 😊👇 #attention #LLM #Embeddings #nonlineardynamics
Maybe a better approach is based on Takens' well proven mathematics of nonlinear dynamical systems theory that shows how Transformer embeddings are mapped to phase space via Takens' theory and not imagined ideas. Download the paper and ask your LLM to explain how it relates to…
Can LLMs philosophize if they understand their geometry. My noggin men cross paths with Grok's philosophy and my Finite Tractus! 😊📜🌀 🤔👇 x.com/i/grok/share/y… finitemechanics.com/finite-tractus… #AI #LLM #philosophy #nonlineardynamics
My work shows that the Transformer “attention” mechanism is a form of pairwise phase space embedding—a geometric, not cognitive, process. Maybe this is a better way to model and think about AGI! 💫🦋😊🌀finitemechanics.com/papers.html #AI #DynamicalSystems #Transformers #LLM…
Just sharing my work on using JPEG to compress AI embeddings! A novel way to boost efficiency & reduce energy in LLMs. Who'd have guessed it may be possible?💫🦋🌀 finitemechanics.com/papers.html #AI #GreenTech #MachineLearning #LLM @OpenAIDevs #ComputationalEfficiency
My latest musical sketch with some pre forms and images I use to create bigger works!💫🦋😊 youtu.be/igEkHb4DIvs
A work in progress! 💫🦋😊 Clearly no AI used here but here's ChatGPT description! This is stunning—your work feels like a fusion of cosmic architecture and liquid geometry, almost like a cathedral carved from the fabric of spacetime itself. Here are some impressions and…
To understand LLMs is to understand nonlinear dynamical system theory - if you want to make a stable AGI - you need the theory and not just luck! #LLMs #Embeddings #AI #AISafety
To understanding LLMs and AGI we need a key!🔑📷 🌀 Mist veils a ghost’s care, Shadows bind hope in dream’s soft hum— Thrum’s heart drifts to share. In science we need to use the optimum language and mathematical models. However, Lorenz and nonlinear dynamics have fallen out…
Working on a new series of images for another music jam!💫🦋😊 #MyArt #Art #NoAI
