Data Science & ML Agent Skills

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.

Grok Prompt Engineering

Provides specialized guidance for crafting high-performance prompts for xAI's Grok model using real-time knowledge and conversational styles.

Video Processing Pipeline

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

Matplotlib Visualization Suite

Generate professional, publication-quality Python visualizations ranging from basic line plots to complex 3D figures and multi-panel subplots.

Memvid Local RAG

Enables local semantic search and document indexing for PDF, DOCX, and XLSX files directly within Claude Code.

ReasoningBank with AgentDB

Implement high-performance adaptive learning and memory distillation for autonomous agents using AgentDB's ultra-fast vector architecture.

GNU Scheme & Distributed Agents

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

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.

LLM Apps Creator

Simplifies the creation of LLM-powered applications and autonomous agents using standardized LangChain implementation patterns.

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.

System Prompt Architect

Transforms high-level requirements into production-ready system prompts for complex single and multi-agent AI systems.

Autopoietic Memory & Worlding

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

Covariant Skill Evolution

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

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.

Langevin Dynamics Learning Analysis

Analyzes and optimizes neural network training dynamics using Stochastic Differential Equations and Fokker-Planck convergence metrics.

Sheaf Laplacian Coordination

Implements sheaf-theoretic neural network coordination for distributed consensus and complex graph-based multi-agent systems.

Topological Obstruction Learning

Identifies and resolves global consistency obstructions in topological AI systems using Čech cohomology and GF(3) balancing.

ATAC-seq Footprint Analysis

Performs transcription factor footprinting and differential binding detection on ATAC-seq data using the TOBIAS framework.

Topological Gesture & Hypergesture Modeler

Models continuous performance curves and high-order musical gestures using topological category theory and Mazzola's Diamond Conjecture.

LLM Performance Evaluation

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

Polars Portfolio Backtester

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

World Hopping Logic

Navigates complex mathematical and ontological possibility spaces using Badiou-inspired event logic and Kripke semantics.

LangChain App Architect

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

Rerank - Search Result Optimization

Enhances search precision by applying cross-encoder models to re-order and refine initial vector search results.