Data Science & ML Claudeスキル

Conversation Delta Derivation

Extracts and verifies information deltas between Claude.ai conversation exports using ACSets morphisms and bisimulation verification.

Hypogenic Scientific Hypothesis Engine

Accelerates scientific discovery by automatically generating, testing, and refining hypotheses from datasets and research literature using LLMs.

Clinical Decision Support

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

L-Space Narrative & Causality Analyzer

Extracts narrative arcs, measures token novelty, and generates causality graphs from text and code repositories.

PufferLib Reinforcement Learning

Accelerates reinforcement learning workflows through high-performance parallel environment simulation and optimized PPO training.

GWAS Catalog Database

Queries the NHGRI-EBI GWAS Catalog to retrieve genetic variants, SNP-trait associations, and comprehensive genomic summary statistics.

Prompt Engineering Standards

Optimizes AI agent performance using Anthropic-aligned context engineering and prompt structuring principles.

UMAP Machine Learning

Performs fast nonlinear dimensionality reduction and manifold learning for high-dimensional data visualization and clustering.

SICMUtils (Emmy) Computational Physics

Provides a comprehensive Clojure library for symbolic mathematics, automatic differentiation, and classical mechanics simulation based on SICM concepts.

Prime Intellect CLI

Manages AI research environments, evaluation pipelines, and hosted reinforcement learning runs through the Prime Intellect platform.

World A Topological Interface

Facilitates advanced topological computation and chemputer configuration within the plurigrid ecosystem.

World D: Aptos & Data Science

Validates and executes Aptos blockchain operations while managing data science notebooks in the World D ecosystem.

Stellar Resolution

Optimizes complex problem-solving through topological logic and advanced resolution patterns.

Dynamic AI Architectures

Implements and manages neural networks that adapt, grow, or prune their topology during training to optimize capacity and prevent catastrophic forgetting.

World K Kubeflow & Aptos Orchestrator

Coordinates Kubeflow MLOps workflows and Aptos blockchain operations using a triadic synthesis system.

Abductive REPL Inference

Facilitates exploratory abductive reasoning through interactive hypothesis-test loops for color spaces and topological models.

Model Categories & Homotopical Algebra

Implements formal model structures and homotopical algebra frameworks for BCI signal chains and topological computing.

Sheaf Laplacian Coordination

Coordinates multi-agent systems and graph neural networks using sheaf Laplacians for distributed consensus and harmonic inference.

Operadic Composition & Higher Algebra

Implements colored operads and A-infinity structures to ensure mathematically consistent multi-input signal processing pipelines.

Sheaf Laplacian Coordination

Implements sheaf neural network coordination and graph Laplacian operators for multi-agent consensus and harmonic inference.

Fal.ai Audio Mastery

Integrates fal.ai audio models for high-accuracy speech-to-text, premium text-to-speech, and advanced voice cloning.

de Rham Cohomology for Signal Manifolds

Implements differential forms and exterior calculus on signal manifolds to bridge differential geometry and topological data analysis.

CatColab Causal Loop Systems Dynamics

Models complex feedback systems and strategic dynamics using reinforcing and balancing loops with Lotka-Volterra semantics.

Unworld Derivational Logic

Replaces temporal sequencing with deterministic seed-chaining and color derivations for verifiable state transitions.

CatColab Stock-and-Flow Modeling

Generates mass-action ODEs and dynamic simulations for epidemiological and ecological systems using stock-and-flow diagrams.

Möbius Inversion & Combinatorics

Implements Möbius inversion on posets and lattices to solve complex combinatorial problems, graph coloring, and centrality analysis.

Glass Bead Game Synthesis Engine

Enables interdisciplinary synthesis across mathematics, music, and philosophy using structural morphisms and ontological world-hopping.

GAP Computational Algebra

Generates group-theoretic structures and computational algebraic objects for the Plurigrid ASI ecosystem.

Ihara Zeta Graph Analysis

Analyzes graph topology using the Ihara zeta function and non-backtracking spectral methods to identify prime cycles and community structures.

Spectral Random Walker

Analyzes mathematical theorem dependencies using spectral random walks to discover comprehension neighborhoods and proof patterns.