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Working On Dark Matter
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Lemniscate-world/README.md

Self-taught college dropout. My brain is a multiplexer wired for chaos and clarity. Antisocial coder. Polymath. Borderline. I write code like it’s philosophy and think like it's war. Operating at the edge of logic, language, and machine. Building systems for futures that don’t exist yet.

"The code was dark and impenetrable as night, yet my mind was clear and sharp as a blade."

GitHub Views

Startup Studio Architecture (╬╗-Sections)

Operating at the edge of logic, language, and machine. We build systems for futures that do not exist yet. Here is the active progress across our 14 organizational nodes under LambdaSection.

  • ╬╗-Section-1 (User Lambda Enter Real AI): Neuraldbg (30%), DataLint (5%), Astral (5%), Aquarium (3%), TokenWise (0%), Metatron (0%).
  • ╬╗-Section-2 (Quant-Search): OpenQuant (8% - Automated quantitative trading, Markov models), Console.
  • ╬╗-Section-3 (HackinÔÇÖLife): Charmed (50% - Smart Spotify alarm), Echo (5%), Thanatos (0%), Neurodose (0%).
  • ╬╗-Section-4 (G&S Solutions): G&S Solutions (6% - Fintech), Iroko, Kapok.
  • ╬╗-Section-5 (Eclipse): Nirvana (0% - Aerospace rocket propulsor simulation in Rust).
  • ╬╗-Section-6 (Paranoid): Experimental algorithmic video game dev.
  • ╬╗-Section-7 (HeliumChain): Helium (5% - Compute-to-earn Blockchain for AI training).
  • ╬╗-Section-8 (AI8 / Algorithmic Intelligence 8): Dissect (8%), BloomDB (5% - Probabilistic DB), Algoritmi.
  • ╬╗-Section-9 (NetworkEuler): ╬╗-ESN (0% - Private Enterprise Social Network).
  • ╬╗-Section-10 (QuSolve): Quantum Mechanics Research (Non-Hermitian systems).
  • ╬╗-Section-11 (SaasX): Automated SaaS Creation (0%).
  • ╬╗-Section-12 (Hypatia): Aether (5% - Minkowski Space-Time Visualizer), Logical Calculus, Theorization of Linguistics.
  • ╬╗-Section-13 (Apocalyptic Dexter): Sybil (Zero Day & Ethical Hacking of Neural Networks).
  • ╬╗-Section-14 (Charles): Audio Room Visualizer, Interpoem (VR Poetry), Charles (Algorithmic Beatmaking).

Projects [FOCUS]

  • Neural (Neural Networks, Parsers) --> This project introduces a new programming language designed specifically for defining neural network models, visualizing, and researching. [Paused]

  • OpenQuant (Trading, Mathematical Modelling, Quantitative Finance) [8% - In Regular Progress]

  • Metatron --> is an advanced, AI-powered debugging tool designed to analyze and debug code across various programming languages, including Python, JavaScript, Java, C++, AI frameworks (TensorFlow, PyTorch), and blockchain (Solidity). This project aims to build an abductive reasoning debugger using Rust. Unlike traditional debuggers that rely on pattern matching, this system infers probable causes of bugs by logically analyzing the structure of errors. [0% - Low to No Progress]

Curiosities

  • Project Dirac (Gamma Functions, Lambda-Calculus, Probability) --> Dedicated to exploring and understanding fascinating mathematical concepts that go beyond the basics. Whether you're a math enthusiast or someone looking to deepen your knowledge in intriguing areas of mathematics, this repository aims to provide resources and insights into the most captivating topics in the field.

Experimental Music & Beatmaking

  • Charles (Sound Design, DSP) --> A hybrid music creation system combining algorithmic composition, modular synthesis, and traditional DAW workflows.
  • All music created with this system is released on:
    • GitHub Releases - Download audio files and project files
    • Bandcamp - Stream and purchase releases
    • SoundCloud - Stream tracks and works in progress

Tiny Fun Projects

  • Debugex (Regex) --> Lightweight Regex Debugger

Skills & Computer Languages

My Skills Vitest Apache Microsoft Office Plotly YAML Canva Figma LeetCode ReadTheDocs Codewars Duolingo Visual Studio Code Sublime Text Keras Matplotlib NumPy Pandas scikit-learn Audacity SoundCloud TOR Qiskit Selenium -- AGDA -- ASSEMBLY X64X86 -- ABLETON LIVE -- JULIA

Advanced & Precise Skills

Lark Optimization TA-Lib Neural-Networks Marketing Lambda-Calculus Set-Theory Tensor-Calculus Optuna Category-Theory Statistics Formal-Logic Genetic-Algorithms Data-Science Graph-Theory Automata-Theory Probability System-Design Pytest Quants TypeTheory DigitalSignalProcessing Linguistics ProductThinking ProofTheory ExploratoryDataAnalysis(EDA) Topology

Research & Papers

ASAP(Always Strive And Prosper) Skills

Painting, Beatmaking&Music, Poetry, Writing, Boxing, Krav Maga, Calisthenics, Chess, Photography, Fashion Design

Blogs

Neural, n_polymath

Human Languages

German[Read](Middle Low), French(High), English(High), Éwé(High), Russian(Very Low), Korean[Hangeul](Low to Middle Low)

Next

  • NeuroDose - Help biohackers fine-tune stimulants to enhance focus, energy, and productivity while minimizing side effects. It combines pharmacokinetic modeling, 3D brain visualization, and interactive analytics to provide insights into supplement intake, concentration levels, and circadian alignment.
  • HPCS.jl - Building a High-Performance-Computer Simulator in Julia
  • Robust ╬╗ - Building a functional untyped lambda calculus interpreter with a visual reduction tracer.
  • Formal Trace - Decompilation into formal logic, real-time combinatorial visualization, and mathematical program route modeling
  • Dissect - Automatically detect, analyze, and visualize algorithms in codebases
  • BloomDB - A probabilistic database language that would likely handle uncertain or probabilistic data, making it suitable for applications like machine learning, data integration, sensor data analysis, and more.

Books (Starred)

Let's read on TheStoryGraph

  • Set Theory and the Continuum Hypothesis (Paul J. Cohen)
  • Outliers (Malcolm Gladwell)
  • (Python) Python Crash Course - Classic Computer Science Problems In Python
  • (Deep Learning) Math For Deep Learning
  • (Neural Networks) Neural Networks | A Visual Introduction for Beginners by Michael Taylor
  • (Deep Learning) Dive into Deep Learning
  • Transfer Learning for Natural Language Processing (Paul Azunre)

Achievements

CodeTime Badge

LeetCode

Metrics

Just A Poor Lonesome Cyber Cowboy...

Trainride - Max Greene

BuyMeACoffee I'm Lucky Luke

Always More is coming soon ...

Pinned Loading

  1. LambdaSection/NeuralDBG LambdaSection/NeuralDBG Public

    A causal inference engine for deep learning training that provides structured explanations of neural network training failures. Understand why your model failed during training through semantic ana…

    Python 20 2

  2. LambdaSection/Metatron LambdaSection/Metatron Public

    A minimal Node.js CLI that forces LLM codegen one small step at a time in EXPLANATION / CODE / VERIFICATION format. Next up: a “verification gate” that halts when a step can’t cite reliable sources…

    JavaScript 5

  3. AI8-Algorithm-Intelligence-Section-8/BloomDB AI8-Algorithm-Intelligence-Section-8/BloomDB Public

    A probabilstic database language,would likely involve handling uncertain or probabilistic data, making it suitable for applications like machine learning, data, integration, sensor data analysis, a…

    1

  4. Fo-Nu-NLP/fo-nu Fo-Nu-NLP/fo-nu Public

    Transcribe voice notes or text from WhatsApp into native/local languages like Ewe

    C++ 1

  5. AI8-Algorithm-Intelligence-Section-8/Debugex AI8-Algorithm-Intelligence-Section-8/Debugex Public

    A Regex Debugger

    TypeScript 1

  6. LambdaSection/Datalint LambdaSection/Datalint Public

    DataLint - Smart Data Validation for Machine Learning Automatically detect data quality issues, outliers, and inconsistencies in ML datasets. Learns validation rules from clean data to prevent mode…

    Python 1