About:

Software engineer, AI/ML engineer, and quantitative systems developer. Production tooling, nine years of live weekly ML scoring in the Numerai quant tournament, LLM application tooling, independent technical writing and research since 2010. Output across that span: 195 articles, 4 books, 39 public repos. AI · Quant Finance · Python · Ethereum · Neuroscience · Technical Writing

Projects:

• Quant Matters
  Quantitative finance explained from first principles · Season 2 in production
  YouTube · Patreon
• Context-Kit
  Minimal file-based context organizer for humans and AI agents · plain markdown · no lock-in
  GitHub
• Context Pad
  Lightweight markdown reader and scratchpad for working with context files and LLM prompts · no install · runs in any browser
  Try it · GitHub
• BubbleUI
  Local-first LLM chat UI with context injection, multi-conversation management, and model switching
  GitHub

Books and Papers:

• EpisodicRAG: A Controlled Interference Benchmark and a Diagnosed Retrieval Bottleneck in Graph RAG (2026)
  A controlled benchmark for context interference in Graph RAG, and a diagnosed retrieval bottleneck.
  PDF | Markdown | GitHub
• Continuity (2026)
  A system of belief exploring continuity, embodiment, and consciousness.
  Canonical PDF (Archive.org) · Introduction · Core Text · Extended Essay · Iconography
Conscious Artificial Intelligence: Part 1. Foundations Ethereum, tokens & smart contracts: Notes on getting started. Making a simple Neural Network: An Illustrated guide.

Articles/Posts:

Intention is all that is left. The AI Tooling Landscape in 2026 Can AI get you a job ? Every AI session Meets You for the First Time When AI takes your job Embodied Speech for AIs Embodied LLMs. Organizing Your AI-Generated Code Be kind to all versions of you. Human Labor, AI and Robotics Dealing with noise while renting More LLM/AI Tooling Illness and the dysfunctional family Reasoning, can AIs Reason ? Ranking and testing LLMs and other AIs LangChain, What is it ? Giving LLMs Episodic Memories New to Hugging Face ? Math for Experimental AIs and Neural Networks A Beginner’s Guide to LaTeX for Mathematical Typesetting Free Will and AIs How Evil Are You ? Brain Blueprints: Attention Theories and Definitions on Consciousness Deep Learning with 3D Virtual Environments Of Latent Spaces, AIs and Consciousness. UI/UX For LLMs Book Review: Deep Learning with Python. AR in the browser with Mediapipe and ThreeJS AI - Machine Subjectivity Making 2D art in Javascript The Joy and Sorrow of Coding with ChatGPT Backtesting 101 Search in AI 3D Environments 3D Virtual Environments for AIs Earthquake Data Science ChatGPTs Python API Overview A Brief History of Financial Crises Brain Blueprints: Motor Control Brain Blueprints: Sensory Perception Brodmann Areas The Brain Blueprints Project-Introduction ChatGPT, after the hype. Encoding for Machine Learning and AIs A map of common AI tasks. Giving AIs Emotions A Guide to Artificial Neural Network Visualizations Intelligent Machinery (Turing) Abstraction A Higher Intelligence Associations and Intelligence for AIs The Chinese Room Experiment AI Image Generators for Product Design How to make a Sentient Toaster The Development of Consciousness through life. Covert Speech, Consciousness and AIs Spiking Neural Networks, a short overview. Functional Brain Anatomy for AIs: System 07 Odds & Ends Functional Brain Anatomy for AIs: System 06 Speech and Language Functional Brain Anatomy for AIs: System 05 The Prefrontal Cortex Functional Brain Anatomy for AIs: System 04 Attention Graphs and Networks in Python with networkx Functional Brain Anatomy for AIs:System 03 Memory & Plasticity. Quick guide on working with Data APIs in Python Python in the browser with Pyscript Build a wifi scanner with Python Functional Brain Anatomy for AIs: System 02 Basic Movement Javascript refresher for web3 Hardhat for Solidity development Signing messages in Ethereum A bit more about Numerai How “Conscious” are Artificial Neural Networks ? Intro to Metamask for Dapps Functional Brain Anatomy for AIs:A systems approach: System 01 Basic Behavior The State of Blockchain Storage Jumping back into Solidity and Ethereum Development A quick look at Brownie Don’t forget the money ! Context and AI 3 Early projects for the Metaverse Making a Toy Hedge Fund. AI Object Detection the Hard Way AI Working Memory How to DRY your Python code Taming Time in Python NFT Madness ! The basics of using Python in Blender Fibonacci sequence Recreating Biological Short Term Memory Histograms UIs in Python with DearPyGUI The early consciousness of sound A first look at Github CoPilot Command Line UI’s in Python Fourier Transform for Audio in Python Real Time Audio Wave Visualization in Python. Custom made plots in Python with PySimpleGUI Integrating PyPlot and PySimpleGUI Integrating PyAudio & PySimpleGUI Build a maze with Python Engrams Neuroscience Bibliography UIs in Python with PySimpleGUI Isometric Grids in Python 5 reasons you should check the Numerai Competitions. Making Grids in Python The Problems With Artificial General Intelligence Sparse Hierarchical Distributed Invariant Representations The Neuralink Pigs The many things AI needs… Python Numpy OpenCV & Python Practical Keras Asking Code Questions Hearing for robots and AI Tech writing for Medium Developer life outside the US and FAANG VUE Props Everything wrong with the pre-screen SWE Interview. Become 10x more productive in Data Science. Learning how to learn how to code How to Query in GraphQL Front End to Full Stack Part 1. Front End to Full Stack Part 2. Front End to Full Stack Part 3. *args & **kwargs in Python The Art of Getting Bored. Classes & Subclasses in Python Of Masks and Spreading Germs Preparing for the next Pandemic Decorators in Python Python Pandas Basics Time and Space Complexity Google Python Challenge #2.a Python GUI with PyQT/PySide2 Stacks and Queues in Python Making Data Trees in Python Google Python Challenge #1 Print() in Python Fizz Buzz in Python Python Comprehension Beginners guide to Iteration in python Think Small Organizing your Python Code Threads in Python Alternatives to Using Globals in Python Be more like Evolution ! Saving WeWork. Stop mass shootings, keep your guns ? Productivity and Technology. Technical Analysis on Trial Early look at DeFi on Ethereum Predicting the future by looking at the past. Exploring Cycles in data. KIVY Menagerie Neural Synchronization in the brain Quick guide to Git + Github Conscious Artifical Intelligence C.A.I. Foundations. Why did the MoxyOne ICO failed ? Understanding spreads in Trading Correlation in data Visualizing the number of neurons in the brain Visualization for Data Science in Python The Tragedy of the Commons. Control Structures in Ethereum Making a time savings contract in Ethereum Making a Birthday Contract. Anyone can kill your contract Ethereum, tokens & smart contracts - Part 1. Ethereum, tokens & smart contracts - Part 2. Ethereum, tokens & smart contracts - Part 3. Ethereum, tokens & smart contracts - Part 4. Ethereum, tokens & smart contracts - Part 5. Ethereum, tokens & smart contracts - Part 6. Ethereum, tokens & smart contracts - Part 7. Ethereum, tokens & smart contracts - Part 8. Ethereum, tokens & smart contracts - Part 9. Ethereum, tokens & smart contracts - Part 10. Ethereum, tokens & smart contracts - Part 11. Ethereum, tokens & smart contracts - Part 12. Cómo llegar a Her The Bitcoin market in pretty charts. Getting to Her Numerai walkthrough: Quantitative Analysis & Machine learning for fun and profit. Making a Simple Neural Network : Classification Quick take on Invision for UI/UX Prototyping Quick take on Sketch for UI/UX Design Hire me Not Juice Hero… Making a Simple Neural Network Memory and The Machine SVG Vector graphics with Snap.svg Getting to know Typescript Part 1. Getting to know Typescript Part 2. Getting to know Typescript Part 3. Let's check out Material Design Lite Everyday Javascript: Objects. Obelisk.js Pixelated Isometric graphics with Javascript. Getting started with Firebase Part 1. Setting up. Getting started with Firebase Part 2. Real Time Database. Getting started with Firebase Part 3. User authentication. ES6 Sampler #6 : Odds & Ends Isomer.js Isometric graphics with Javascript. ES6 Sampler #5 : Promises ( were made ) Integrating Angular ChartJs and Angular Material ES6 Sampler #4 : Spread ... 3D with Three.js ES6 Sampler #3 : Classes A look at Quill.js ES6 Sampler #2 : Fat Arrows A look at Javascript Chart libraries,the big one D3.js ES6 Sampler #1 (let & const). Let's try Angular Material. A gentle introduction to Sass A look at Chartist.js with sample code Exploring Javascript Chart Libraries, Getting started with Chart.js. Introduction to Emmet The Jekyll Experience Getting started with SVG graphics Getting Started with React.js More React.js Getting started with React Router Getting started with Redux Angular.js by example, Getting started. More AngularJS introductory code samples.