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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


lambda-Section Studio Architecture

Operating at the edge of logic, language, and machine. Building systems for futures that do not exist yet. Active progress across 15 organizational nodes under LambdaSection.

Source of truth: Epingle Projets | Work Calendar

Section Domain Projects
S-1 User Lambda Enter Real AI AI, Neural Networks NeuralDBG (v1.3), Aquarium (Beta), Neural-Agent (Beta)
S-1b Intelligence Data, Observability Astral (v1.0), Datalint, TokenWise
S-1c LLM Tools Codegen, Assistants Metatron (v1.0), Sugar (v0.1), Logos
S-2 Quant-Search Algorithmic Trading OpenQuant (8%), Console (0%)
S-3 Hackin Life Biohacking Charmed (50%), Echo (5%), NeuroDose (0%)
S-4 G&S Solutions Fintech G&S Solutions (6%), Iroko (0%), Kapok (0%)
S-7 Helium Chain Blockchain, DeFi Helium (5%)
S-8 AI8 Algorithms Dissect (8%), BloomDB (5%), Odin
S-12 Hypatia Physics & Math AEther (5%)
S-14 Charles BeatMaking, Art Charles (0%)
S-15 XCAD CAD, Engineering Epure (0%), Mori (0%)

Projects [FOCUS]

  • NeuralDBG (AI, Neural Networks Debugging) v1.3 - Stable · PyPI Causal inference engine for deep learning training. Explains why your model failed — not just when. 100% detection, 100% localization on public benchmark.

  • Astral (Intelligence Platform) [v1.0 - Stable] Open-source intelligence platform — unified visibility across all repositories. Tracks dependencies, distinguishes human from AI agent activity.

  • Aquarium (Neural Network IDE) [Private Beta] Specialized IDE for designing, training, and deploying neural networks with real-time shape propagation and error detection.

  • Metatron (LLM Codegen) [v1.0 - Stable · 5★] Minimal CLI for controlled LLM codegen: EXPLANATION → CODE → VERIFICATION. "Buy time."

  • Sugar (AI Assistant) [v0.1] Local-first AI assistant connecting Linear, Obsidian, and web via Ollama. Free, private, local.

  • Datalint (Data Validation) [Stable] Smart data validation for ML — learns rules from clean data to prevent model training failures.

  • Logos (Writing Environment) [Stable · 2★] Intelligent writing environment combining structured thinking methodologies with AI assistance.

  • Odin (Graph Visualization) [Stable] Graph visualization tool for exploring relationships, detecting biases, and deepening understanding.

  • OpenQuant (Quantitative Finance) [8% - Actif] Automated quantitative trading grounded in scientific research. Probabilistic Transformer, Markov Regime Detection.

  • Charmed (Biohacking, UX) [50% - Actif] Smart Spotify alarm clock. Wake up to your music, not a beep. Desktop and Android.

  • Dissect (AI Orchestration) [8% - Actif] Audit and visualize AI agent orchestration. Open-source.


Curiosities

  • Project Dirac (Gamma Functions, Lambda-Calculus, Probability) - Exploring fascinating mathematical concepts beyond the basics.
  • AEther (Physics) - Minkowski Space-Time Visualizer, expanding to other space-time geometries.

Experimental Music & Beatmaking

  • Charles (Sound Design, DSP) - Hybrid music system: algorithmic composition + modular synthesis + DAW workflows.
    • GitHub Releases / Bandcamp / SoundCloud

Tiny Fun Projects

  • Debugex (Regex) - Lightweight Regex Debugger

Skills & Computer Languages

My Skills

Vitest Apache Microsoft Office Plotly YAML Canva Figma LeetCode Codewars Keras NumPy Pandas scikit-learn Audacity SoundCloud Qiskit Selenium

-- AGDA -- ASSEMBLY X64X86 -- ABLETON LIVE -- JULIA -- RUST


Advanced & Precise Skills

Lark Optimization Neural-Networks Statistics Probability Quants System-Design Data-Science FastAPI Marketing Market-Intelligence Pytest Optuna Swarm-Intelligence Frontend-Testing Vitest React-Testing-Library BIM Swarm-Intelligence Tensor-Calculus Graph-Theory Formal-Logic Lambda-Calculus ProductThinking Category-Theory Set-Theory Genetic-Algorithms Automata-Theory DigitalSignalProcessing TypeTheory Linguistics Topology ProofTheory ExploratoryDataAnalysis AIAgentEngineering Automation


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), Ewe (High), Russian (Very Low), Korean/Hangeul (Low to Middle Low)


Books (Starred)

Let's read on TheStoryGraph

  • Set Theory and the Continuum Hypothesis (Paul J. Cohen)
  • Outliers (Malcolm Gladwell)
  • Python Crash Course / Classic Computer Science Problems In Python
  • Math For Deep Learning
  • Neural Networks: A Visual Introduction for Beginners (Michael Taylor)
  • 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 23 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