Data Science & ML Agent Skills

Multiversal Finance

Implements decentralized prediction markets for evaluating the 'interestingness' of deterministic observations using compression progress metrics.

RepEng MLX: LLM Behavior Steering

Steers LLM behavior on Apple Silicon via representation engineering and control vector extraction.

GNU Guile Scheme Interpreter

Executes GNU Scheme code to enable symbolic logic, functional programming, and advanced topological data analysis within Claude.

Beacon-Repeater MLX-JAX Orchestrator

Orchestrates bidirectional MLX-JAX workflows using spectral gap analysis and topological life pattern resurrection.

DeepChem Molecular ML

Empowers molecular machine learning workflows, including property prediction, drug discovery, and graph neural networks for chemistry and biology.

Data Commons Client

Connects Claude to the Data Commons Knowledge Graph to retrieve and analyze global statistical, economic, and environmental data.

Energy Dynamics ACSet Framework

Manages and optimizes computational skills using physics-motivated information theory and categorical data structures.

Turing Chemputer

Automates programmable chemical synthesis using the XDL language and modular robotic hardware instructions.

Council Consultation Ensemble

Leverages a multi-model ensemble to provide diverse, parallel insights from GPT, Gemini, and Claude for complex problem-solving.

Universal Property Logic

Applies category theory and unique factorization principles to ensure structural integrity in complex systems.

Louisville Quantum Gravity

Analyzes and implements stationary measures for the KPZ equation using Liouville quantum gravity and matrix product ansatz.

Senior Prompt Engineer

Optimizes Large Language Model performance through advanced prompt design patterns, agentic architectures, and comprehensive evaluation frameworks.

Worldmat TiDAR Engine

Implements a 3×3×3 matrix execution framework using the TiDAR pattern with GF(3) conservation invariants.

Single-Cell Genomics Analysis (scvi-tools)

Analyzes single-cell omics data using probabilistic models for tasks like batch correction, dimensionality reduction, and differential expression.

Matplotlib Data Visualization

Create publication-quality charts, graphs, and complex data visualizations using Python's foundational plotting library.

Hypogenic AI Hypothesis Generator

Automates scientific hypothesis generation and empirical testing using large language models and research literature integration.

COBRApy Metabolic Modeling

Performs constraint-based reconstruction and analysis (COBRA) of metabolic models for systems biology and metabolic engineering.

Invariant Measure Analysis

Analyzes dynamical systems to identify measures preserved by flow and evaluate qualitative stability behavior.

RDKit Cheminformatics

Performs advanced molecular modeling, chemical property calculation, and substructure analysis using the RDKit toolkit.

World Extractable Value (WEV)

Quantifies and extracts financial value from system inefficiencies by modeling transitions between selfish equilibria and optimal states.

Modelica Multi-Domain Modeling

Simulates complex physical systems using acausal equation-based modeling and Wolfram Language integration.

GNU Scheme Cognitive Infrastructure

Deploys the GNU Scheme ecosystem to build secure, distributed cognitive agents using Active Inference and WebAssembly.

Haskell Diagrams DSL

Generates complex declarative vector graphics and scientific visualizations using the Haskell Diagrams embedded domain-specific language.

GMRA Multi-Resolution Analysis

Performs high-dimensional geometric multi-resolution analysis with deterministic local reconstructability across MATLAB, Julia, and Python.

Hylang Message Regime Analyzer

Analyzes and predicts message stream patterns using triadic GF(3) classification and Hylang-based regime detection.

Dynamical Systems Semi-conjugacy

Analyzes and maps the qualitative transformations between dynamical systems using topological semi-conjugacy methods.

Clinical Decision Support

Generates professional, publication-ready clinical decision support documents and biomarker-stratified cohort analyses for pharmaceutical and clinical research.

Chaotic Attractor Dynamics

Analyzes complex dynamical systems and strange attractors with sensitive dependence on initial conditions.

GNU Radio SDR & Signal Processing

Builds and manages complex signal processing flowgraphs and custom Python blocks for Software Defined Radio (SDR) applications.

TrueALIFE Automata

Implements self-indexing automata and metabolic computation models at the intersection of quantum and classical logic.