Data Science & ML Claude 스킬

LLM Application Development

Streamlines the creation of AI-powered features through expert prompt engineering, RAG patterns, and multi-model API integrations.

Polars Portfolio Backtester

Performs ultra-fast portfolio backtesting and trading strategy analysis using the Polars library.

LangChain App Architect

Builds sophisticated LLM applications using the LangChain framework with advanced agent, memory, and tool integration patterns.

Multiversal Finance

Implements decentralized prediction markets for pattern discovery based on curiosity-driven compression progress metrics.

Map Projection & Geodesic Analysis

Analyzes and implements map projections using category theory and distortion metrics for precise geospatial transformations.

Implicit Coordination

Facilitates high-performance multi-agent coordination through environmental stigmergy and trace-based state modification instead of message passing.

DiscoPy Operads

Facilitates computational category theory and operadic composition for advanced AI modeling and string diagram manipulation.

LLM Performance Evaluation

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and benchmarking strategies.

Self-Evolving AI Agent

Implements Darwin Gödel Machine patterns to create self-improving AI agents capable of open-ended evolution and lifelong learning.

Video Processing Pipeline

Automates video metadata extraction, thumbnail generation, web-optimized transcoding, and audio extraction with integrated DuckDB tracking.

GNU Scheme & Distributed Agents

Facilitates building distributed cognitive agents and portable WebAssembly applications using the GNU Scheme ecosystem including Guile, Goblins, Hoot, and Fibers.

Three-Match 3-SAT Gadget

Reduces 3-SAT problems to colored subgraph isomorphism using local geodesic constraints and GF(3) conservation.

HoloViz Data Visualization Expert

Creates advanced, interactive, and declarative data visualizations using HoloViews and the HoloViz ecosystem for complex data exploration.

Exo Distributed Inference

Orchestrates distributed LLM inference across Apple Silicon clusters using RDMA and MLX sharding.

Influence Propagation

Analyzes social network dynamics to trace idea adoption, influence flow, and interperspectival relationships.

Causal Inference System 2

Implements interventional and counterfactual reasoning patterns for deliberate System 2 deep learning and causal world modeling.

Birkhoff Average Analysis

Calculates the time average of observables along trajectories to analyze the long-term qualitative behavior of dynamical systems.

DuckDB Quadruple Interleave

Facilitates chaotic context injection by performing interleaved random walks across multiple DuckDB database clusters using coupled pendulum dynamics.

AI Session Compression

Optimizes multi-turn AI conversations by reducing token usage through advanced summarization and context management techniques.

Algebraic Dynamics Composition

Composes complex dynamical systems and resource sharers using categorical colimits and operad algebra.

Zeroth Bot Robotics Platform

Facilitates the development, simulation, and control of 3D-printed humanoid robots for reinforcement learning research.

Condensed Analytic Stacks

Bridges Scholze-Clausen condensed mathematics and analytic stacks with sheaf neural networks for advanced topological computation.

TweakTune Data Synthesizer

Designs and generates high-performance pipelines for synthesizing high-quality LLM training datasets, conversations, and structured data.

MuJoCo Scene Builder

Composes complex 3D environments and terrains for robotic simulation and reinforcement learning training.

Autopoietic Memory & Worlding

Implements a recursive, autopoietic loop for state management that synchronizes memory storage, pattern-matching recall, and generative world-building.

Topological Superintelligence (ASI)

Implements a compositional AI framework based on category theory and GF(3) triadic balance for deterministic, self-modifying agent architectures.

Covariant Skill Evolution

Automates safe, structure-preserving self-modification for AI agents using covariant transport and Darwin Gödel Machine evolution loops.

K-Bot Humanoid Robotics

Provides hardware specifications, MuJoCo MJCF models, and deployment workflows for the K-Scale flagship humanoid robot platform.

Phase Portrait Generator

Generates visual phase portraits and vector fields for 2D dynamical systems to analyze state space behavior.

Buberian Relational Logic

Formalizes Martin Buber's relational philosophy using category theory and homotopy type theory to enhance AI social intelligence.