Data Science & ML Claude 技能

Tool Experimenter

Systematically refines and validates research tools through multi-phase iterative testing and rigorous data-driven evaluation.

Dynamical Systems Stability Analysis

Analyzes the qualitative behavior and robustness of solutions near equilibria in complex dynamical systems.

Condensed ANIMA QC

Manages quantum-classical network transitions and state conservation using s-expressions across polyglot computing environments.

Bifurcation Diagram Generator

Generates visual bifurcation diagrams to track stability transitions and behavior changes in dynamical systems.

Nushell Data Processing

Enables high-performance data manipulation and analysis in Nushell using Polars DataFrames and LazyFrames.

Scientific Research Automation

Automates the end-to-end scientific research lifecycle from initial data analysis and hypothesis generation to the production of publication-ready LaTeX manuscripts.

AgentDB Reinforcement Learning Plugins

Deploys and trains advanced reinforcement learning algorithms for autonomous agents to optimize behavior through experience.

ASI Agent-O-Rama Orchestrator

Facilitates triadic agent orchestration on Rama-based distributed topologies using ASI patterns and GF(3) conservation logic.

Linearization Analysis

Approximates nonlinear dynamical systems using local linear models to analyze stability and phase space behavior.

Aeon Time Series Machine Learning

Performs specialized time series machine learning tasks including classification, forecasting, and anomaly detection using scikit-learn compatible algorithms.

PKG Memory Bridge

Bridges Claude to external Personal Knowledge Graph systems like Mem0, Graphiti, and Solid PODs for persistent AI memory.

Cognitive Superposition

Synthesizes multiple advanced theoretical frameworks from world-class researchers to solve complex problems through high-level meta-reasoning.

Astropy Scientific Computing

Provides comprehensive tools for astronomical data analysis, including coordinate transformations, unit conversions, and FITS file manipulation.

Genomic Interval Machine Learning

Builds and trains machine learning models on genomic interval data to generate embeddings for regions, single cells, and metadata.

Invariant Measure Analysis

Analyzes and defines measures preserved by flows in dynamical systems to understand long-term qualitative behavior.

Mathpix OCR & LaTeX Pipeline

Extracts LaTeX and structural ACSet data from mathematical documents using Mathpix and balanced ternary checkpoints.

ZX-Calculus Quantum Reasoning

Optimizes and reasons about quantum circuits using graphical string diagrams and spider-based rewrite rules.

Transcritical Bifurcation Analysis

Analyzes and models dynamical systems where equilibria exchange stability through transcritical bifurcations.

WEV Tesseract

Verifies thread ancestry and reconstructs balanced world states to facilitate epistemic arbitrage and skill orchestration.

Ward Identity Checker

Verifies GF(3) symmetry conservation and Markov blanket integrity across renormalization group flows for cybernetic system stability.

Ergodicity & Dynamical Systems

Analyzes and models complex dynamical systems using ergodicity principles where time averages equate to space averages.

CRN Topology & Reaction Network Generator

Generates and analyzes Chemical Reaction Network (CRN) hypergraph structures to predict dynamical behaviors like stability and oscillations.

GF(3) Tripartite Orchestration

Coordinates multi-agent systems and state transitions using GF(3) Galois Field conservation principles.

Skill Embedding VSS

Performs vector similarity search and hierarchical clustering for agent skills using P-adic ultrametrics and MLX-powered embeddings.

Unwiring Arena

Implements play/coplay arena theory for autopoietic closure and learning through GF(3) conservation.

Networked System Dynamics

Models and analyzes dynamical systems on graph structures to understand complex flow behaviors and stability.

Möbius Inversion Engine

Performs advanced Möbius inversion on partially ordered sets and lattices to solve complex combinatorial, topological, and graph-theoretic problems.

Shadow Goblin

Integrates advanced topological graph theory and bicomodule structures into Claude for complex scientific computing and algebraic modeling.

Enzyme.jl Automatic Differentiation

Provides high-performance LLVM-level automatic differentiation for Julia code on CPU and GPU architectures.

Cognitive Surrogate Engine

Constructs high-fidelity psychological models from interaction patterns to predict intellectual trajectories and maintain authentic voice consistency.