Hermetic Virgon

Please read this thread re the dilemma destroying my soul and derailing my sunset years February 2, 2021, Facebook DISABLED the ONLY record of 13 years of all the creative content/intellectual property data which was archived at my Facebook Profile and Photography Page 1/?

🚨 MIT proved you can delete 90% of a neural network without losing accuracy. Researchers found that inside every massive model, there is a "winning ticket”, a tiny subnetwork that does all the heavy lifting. They proved if you find it and reset it to its original state, it performs exactly like the giant version. But there was a catch that killed adoption instantly.. you had to train the massive model first to find the ticket. nobody wanted to train twice just to deploy once. it was a cool academic flex, but useless for production. The original 2018 paper was mind-blowing: But today, after 8 years… We finally have the silicon-level breakthrough we were waiting for: structured sparsity. Modern GPUs (NVIDIA Ampere+) don’t just “simulate” pruning anymore. They have native support for block sparsity (2:4 patterns) built directly into the hardware. It’s not theoretical, it’s silicon-level acceleration. The math is terrifyingly good: a 90% sparse network = 50% less memory bandwidth + 2× compute throughput. Real speed.. zero accuracy loss. Three things just made this production-ready in 2026: - pruning-aware training (you train sparse from day one) - native support in pytorch 2.0 and the apple neural engine - the realization that ai models are 90% redundant by design Evolution over-parameterizes everything. We’re finally learning how to prune. The era of bloated, inefficient models is officially over. The tooling finally caught up to the theory, and the winners are going to be the ones who stop paying for 90% of weights they don’t even need. The future of AI is smaller, faster, and smarter.

AI: The Science and Math

RAG is broken and nobody's talking about it. Stanford researchers exposed the fatal flaw killing every "AI that reads your docs" product in existence. It’s called "Semantic Collapse," and it happens the second your knowledge base hits critical mass. If you've noticed your AI getting "dumber" as you add more data, this is exactly why. Right now, companies are dumping thousands of documents into their AI, thinking it’s getting smarter. When you add a document to RAG, it converts it into a high-dimensional vector. Under 10,000 documents, this works perfectly. Similar concepts cluster together. But past 10,000 documents, the space fills up. The clusters overlap. The distances compress. Everything starts to look "relevant." It is a mathematical law called the Curse of Dimensionality. In a 1000-dimensional space, 99.9% of your data lives on the outer edge. All points become equidistant from each other. That perfect, relevant document you are looking for now has the exact same mathematical similarity as 50 completely irrelevant ones. The Stanford findings are brutal: At 50,000 documents, precision drops by 87%. Semantic search actually becomes worse than old-school keyword search. Adding more context doesn’t fix the AI. It makes the hallucinations worse. Your "nearest neighbor" search isn't finding the best answer anymore. It's finding everyone. We thought RAG solved hallucinations. It didn't. It just hid them behind math.

Researchers just proved that every single elementary function, sin, exp, log, sqrt, comes from one single binary operator. It is like finding the “God Particle" for calculus. In computer science, every complex program breaks down to a single logical operator: the NAND gate. It is the fundamental building block of all digital reality. But for continuous math, physics, engineering, machine learning, we thought we needed a massive toolbox. Addition. Subtraction. Trigonometry. Logarithms. Every scientific calculator and neural network has to juggle all of them. Until today. But this paper proved that every single mathematical function can be generated by a single, bizarre binary operator. eml(x,y) = exp(x) - ln(y). Combine that with the number 1, and you can build everything. Pi. The square root. Sine and Cosine. Arithmetic. It is all just the exact same operator, repeating over and over again in a binary tree. Nobody anticipated this existed. It was found by systematic exhaustive search. But the implications for AI are massive. Instead of an AI struggling to combine different mathematical rules to discover a new scientific law, it can just use a single, uniform architecture. One trainable circuit. One repeatable node. We thought the language of the universe was complex. It turns out, it's just one equation repeating in the dark.

“We have both mysteries within us, the divine and the demonic…what we make of ourselves, that’s what we are.” JAKOB BOEHME (1575-1624) ‘The Teutonic Theosopher’ Artist unknown

The Platonic solids are a fascinating group of five multi-faceted geometric shapes that have captivated mathematicians, scientists, philosophers, and artists for centuries. These shapes are the only regular polyhedra in three-dimensional space, meaning each face is a congruent, regular polygon, and the same number of faces meet at each vertex. Named after the ancient Greek philosopher Plato, these solids have profound implications in various fields, including mathematics, science, biology, and even cultural and spiritual traditions. The tetrahedron, the simplest Platonic solid, consists of four equilateral triangular faces, four vertices, and six edges. It is crucial in understanding molecular geometry, particularly the arrangement of atoms in methane (CH₄), where the carbon atom is at the center and hydrogen atoms are positioned at the four vertices. Culturally, it symbolizes fire and transformation, appearing in various spiritual contexts. The hexahedron, or cube, has six square faces, eight vertices, and twelve edges. It is fundamental in understanding volume and spatial reasoning. In biology, cubic structures appear in crystalline forms and cellular structures. The cube's structural stability and simplicity make it a staple in architecture. Culturally, it symbolizes Earth and material stability, representing groundedness and structure. The octahedron, composed of eight equilateral triangular faces, six vertices, and twelve edges, is significant in crystallography, describing certain crystal structures like diamonds. It explores symmetry and spatial relations, with its dual relationship to the cube demonstrating interconnectedness. Historically, it has been associated with the element of air and used in various cultural designs. The dodecahedron features twelve regular pentagonal faces, twenty vertices, and thirty edges. Its structure appears in certain viruses and pollen grains, illustrating its natural occurrence. Mathematically, it plays a role in higher-dimensional studies and relates to the golden ratio. Plato associated it with the cosmos, representing the universe's fabric, and it symbolizes the heavens or ether in various spiritual contexts. The icosahedron, with twenty equilateral triangular faces, twelve vertices, and thirty edges, is common in the structure of many viruses, like the adenovirus, due to its efficient and stable form. It is crucial in the study of symmetry and group theory. In ancient cultures, it was associated with water, symbolizing fluidity and adaptability. Its geometric complexity has made it a subject of fascination in artistic and architectural endeavors. The Platonic solids are not merely abstract mathematical curiosities; they are deeply woven into the fabric of our physical world and cultural heritage. From the simplest tetrahedron to the intricate icosahedron, each shape offers unique insights into the nature of space, matter, and life. Their recurring presence in natural forms, scientific principles, and cultural artifacts underscores their universal significance. "Geometry will draw the soul toward truth and create the spirit of philosophy," said Plato. Indeed, the Platonic solids continue to inspire and enlighten, bridging the realms of science, art, and spirituality, and reminding us of the profound connections that underlie our multifaceted universe.

“We have both mysteries within us, the divine and the demonic…what we make of ourselves, that’s what we are.” JAKOB BOEHME (1575-1624) ‘The Teutonic Theosopher’ Artist unknown

Samples: Experimenting/colorizing some photos which were 99% b&w 1968-2004 when I processed film and printed the work on a ~weekly schedule. Currently only have small image files from much larger scans which I hope to access soon. My Dresser Top - 1987

CADUCEUS - 1982 - by CXS The Model is a friend named STAR Who gifted me a brass lion lock and key and made me read The Story Of O

Trust Exchange - Stand Still By CXS 1996