Blog
This is the blog section. It has two categories: News and Releases.
Files in these directories will be listed in reverse chronological order.
Improvement Thoughts: Ideas on Architecture and AGI
Saturday, February 28, 2026 in Blog
Short-form ideas on improving transformer architectures or building something beyond them. No guarantees — some of these are experiments, some are dead ends. Banded Sparsity in MLP Layers The fully-connected MLP in a transformer connects every input …
TIL: Things I've Learned About AI
Saturday, February 28, 2026 in Blog
A running collection of rules of thumb, mental models, and non-obvious insights from working with AI systems. Grokking: Delayed Generalization in Transformers Models can appear to “memorize” training data for a long time before suddenly …
My Path of Learning AI: A Roadmap
Saturday, February 28, 2026 in Blog
A log of actionable steps to understand AI from first principles. You can follow this path to repeat the journey. Steps First Principles Thinking — Before diving into AI, develop the mental framework for reasoning from fundamentals. This is the …
Universe 2.0 Concept
Friday, February 06, 2026 in Blog
Universe 2.0: Building a universe from nothing but space In Universe 2.0 the only substance is space in the form of quanta. Starting point: there should be one thing Physics describes the universe with a zoo of entities — particles, fields, forces, …
Path to Theory of Everything from Grok 4.1
Sunday, November 23, 2025 in AI Slop
Universe 2.1: A Comprehensive Compilation of Discussions and Upgrades Introduction This Markdown document compiles all discussions from our conversation on “Universe 2.0” and its evolution to “Universe 2.1”. It includes the …
Path to Theory of Everything from Gemini 3
Friday, November 21, 2025 in AI Slop
Universe 2.0: The Hydrodynamic Field Theory of Space-Quanta 1. Introduction: The Ontology of a Substantive Vacuum The prevailing orthodoxy of modern physics, encapsulated in the Standard Model and General Relativity, posits a dichotomy between the …
Quantum Sudoku: collapsing, entangling, and sliding through universes
Wednesday, October 08, 2025 in Blog
Quantum Sudoku: collapsing, entangling, and sliding through universes This is a thinking toy. I’m not proving physics with Sudoku; I’m using Sudoku to feel what the math is doing: superposition, collapse, entanglement, GHZ/W-style tripartite …
First Principles Thinking: What It Is and How to Find Fundamental Truths
Tuesday, September 02, 2025 in Blog
First principles thinking is a problem-solving approach that involves breaking down complex problems into their most basic, foundational elements and then building solutions up from those fundamentals. In other words, it means going back to the root …
Full Setup Guide: NVIDIA RTX 4090 with CUDA on Proxmox Host and Shared in LXC Container
Saturday, August 09, 2025 in Blog
Full Setup Guide: NVIDIA RTX 4090 with CUDA on Proxmox Host and Shared in LXC Container This guide compiles the complete, step-by-step process from our conversation to set up NVIDIA drivers with CUDA support on a Proxmox VE 8.4 host (Debian 12-based) …