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Working On Dark Matter
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Lemniscate-world/README.md
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System Identity: Gad Jacques-Charles (Kuro)

I am a researcher and systems architect operating at the intersection of formal methods, neural architectures, and theoretical physics. My work is dedicated to formalizing abstract logical grounding and building high-performance, resilient computational implementations.

Social Telemetry: X / n_polymath | LinkedIn | ORCID / 0009-0004-7304-9339 | Linktree | Instagram

Affiliations:

  • STABLE TURBO: Research and development in neural debugging and automated data validation.
  • PARANOID: Experimental game development and non-linear logic prototyping.

[I] Project Directory (52 Repositories)

1. Neural Dynamics & AI Reasoning

  • NeuralDBG : Causal inference engine for DL training failure explanations.
  • DataLint : Automated data validation for ML datasets (Successor to NeuralDSL).
  • inspectus : LLM Analytics and visualization platform.
  • ChatDev-X : Multi-agent collaboration for automated software generation.
  • NeuralDSL : Domain-specific language for defining and deploying neural networks (Archived).
  • NeuralPaper / Neural-Aquarium: Theoretical papers and simulation environments.
  • MLP-From-Scratch / LSTMVis: Core implementations and visualization for neural layers.
  • PlotNeuralNet: LaTeX framework for generating neural architectural diagrams.

2. Formal Logic & Systems Engineering

  • Robust-Lambda: Untyped lambda calculus interpreter with visual trace.
  • Formal-Trace: Logical trace analysis for computational systems.
  • Cesium : Embedding autonomous AI agents into the Linux kernel core.
  • ZenDep: Python dependency error resolver and analyzer.
  • Logos: Intelligent writing environment for structured thinking.
  • APB / Mori / Noun: Logical state management, bioarchitectural modeling, and TOR-based blockchain.
  • Lemniscate-SHA-256_: Low-level cryptographic protocol implementation.

3. Minkowski Physics & Infinity Analysis

  • AEther: Minkowski's Space-Time visualizer for relativistic geometry.
  • Project-Dirac: Comprehensive exploration of Complexity Numbers and Infinity-Analysis.
  • Time-as-Superfluid: Theoretical modeling of time as a friction-less superfluid dimension.
  • Learning-Very-Interesting-Physics-Only: Intuition-based physics exploration vault.
  • My-Theory-Of-Everything: Unified mathematical and physical framework research.

4. Knowledge Architecture & Productivity

  • EchoX: Intelligent spaced repetition (SRS) using graph centrality for Obsidian.
  • Gnothi / uhabits: AI journal for self-discovery and mobile habit tracking.
  • Scientific-Fasting-Tracking: Biological telemetry for fasting cycles.
  • J.A.R.V.I.S: Personal automation and assistant architecture.
  • Odin / fo-nu: WhatsApp-based transcription and translation system (Ewe/Native).

5. Market Systems & Quantitative Analysis

  • OpenQuant (st-khos) : High-frequency trading framework for market analysis.
  • StratAI / HMMAlgo: Financial regime identification using Hidden Markov Models.
  • stock-pattern: CLI tool for scanning and detecting chart patterns.
  • Console: Minimalist, aesthetically refined trading journal.

6. Creative Theory & Experimental Logic

  • Metatron / MetatronCube: Stepwise LLM code generation and Void IDE experimentation.
  • Charles : Algorithmic music composition and modular synthesis system.
  • Yusuke: Open-source advanced manga generation framework.
  • Interpoem / fo-nu: Multimedia poetry and modular translation systems.
  • ROGUE / Stable-Algo: Fuzzy logic programming and novel compression research.

[II] Technical Stack

[Languages & Theoretical Foundations]

C C++ Rust Haskell Python Julia R LaTeX Assembly Fuzzy Logic

[Infrastructure & Neural Frameworks]

Debian Docker Nginx AWS PyTorch TensorFlow Scikit-Learn FastAPI Node.js

[Mathematics & Visualization]

D3.js Three.js Octave Lark (Parsing) Eigen Eigen Minkowski Geometry

[Engineering & Graphics]

Blender Unity Unreal Engine Qt Ableton Figma PythonOCC


[III] Library & Intellectual Inputs

[Read & Foundation]

  • 12 Rules for Life (Peterson) | Hacking (Erickson) | Thus Spoke Zarathustra (Nietzsche)
  • The 48 Laws of Power (Greene) | The Alchemist (Coelho) | Game Theory
  • Discipline Equals Freedom (Willink) | Can't Hurt Me (Goggins)

[Reading Now / Researching]

  • Haskell School Of Music | Mandelbrot Analysis | Quantum Calculus
  • Lorentz Transformations | Poincaré Mechanics | Espace de Minkowski

[IV] Sonic Architecture

  • Charles: Core system for modular synthesis and algorithmic composition.
  • Production: Engineering sounds via Ableton Live and FoxDot.

[V] Telemetry

Pinned Loading

  1. STABLE-TURBO/NeuralDBG STABLE-TURBO/NeuralDBG Public

    NeuralDBG : A powerful debugger for neural networks. Trace activations, visualize gradients, detect vanishing/exploding gradients, and step through forward/backward.

    Python 18 2

  2. STABLE-TURBO/Metatron STABLE-TURBO/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. BloomDB 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 fo-nu Public

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

    C++ 1

  5. Debugex Debugex Public

    A Regex Debugger

    TypeScript 1