Data Science & ML Agent Skills

Kolmogorov Compression

Measures and optimizes data complexity by finding the shortest algorithmic representation to evaluate intelligence and information density.

AI Integration Expert

Integrates sophisticated AI capabilities including multi-tier LLM fallbacks, on-device models, and local image generation.

GFlowNet (Generative Flow Networks)

Implements Bengio's Generative Flow Networks for diverse, reward-proportional sampling in molecule design and causal discovery.

Skill Integration

Standardizes how AI agents discover, reference, and compose skills using a progressive disclosure architecture.

Cognitive Superposition

Synthesizes category theory, compression-driven intelligence, and generative flow networks into a unified framework for advanced AI research and reasoning.

Cognitive Superposition

Synthesizes multi-framework AI perspectives into a unified reasoning model using category theory, compression laws, and causal inference.

ASI Polynomial Operads

Implements category-theoretic frameworks for compositional intelligence, dynamical systems, and open game theory.

Python Performance Optimization

Optimizes Python codebases through systematic profiling, algorithmic efficiency, and advanced acceleration techniques.

AgentDB Vector Search

Implements high-performance semantic vector search for intelligent document retrieval and RAG systems using AgentDB.

Tidyverse Modern R Patterns

Implements modern R programming standards using the latest tidyverse features and native pipe syntax.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

Excel & Spreadsheet Automation

Automates advanced spreadsheet creation, editing, and financial modeling with dynamic formulas and industry-standard formatting.

Research Analyst

Conducts systematic landscape research, competitive analysis, and evidence-based strategy evaluations to inform technical and business decisions.

Code Quality Tools for Python

Automates linting, formatting, and static type checking for scientific Python projects using Ruff, MyPy, and pre-commit hooks.

Modern Rlang Patterns

Implements robust R metaprogramming and tidy evaluation patterns using the rlang framework.

Scientific Python Packaging

Standardizes the creation of distributable Python packages using modern Scientific Python community best practices and Hatchling build backends.

Ark Agentic Framework Analysis

Analyzes the Ark (Agentic Resource Kit) codebase to provide architectural insights, source code examination, and implementation guidance for agentic applications.

CSV Data Summarizer

Analyzes CSV files automatically to generate comprehensive statistical summaries and tailored visualizations using Python and pandas.

Julia Style Guide for Mycelia

Enforces strict Julia coding standards and import rules for high-performance multiomic analysis and biological data integration.

Data Processing Essentials

Streamlines data manipulation and analysis workflows using industry-standard Python libraries like Pandas.

Excel Spreadsheet Operations

Automates the creation, editing, and analysis of Excel spreadsheets with support for complex formulas and industry-standard financial modeling.

AutoRegMonkey Econometrics Agent

Automates complex econometric analysis by integrating LLM planning with RAG knowledge, Stata modeling, and Python data processing.

Runware AI Provider Integration

Automates the discovery and implementation of Runware AI image and video generation models into the CreativeEditor SDK.

Anthropic Architect

Recommends the most efficient Anthropic architecture for AI projects by analyzing requirements and selecting the optimal mix of skills, agents, and SDK primitives.

OrcaFlex Model Generator

Automates the construction of complex OrcaFlex offshore engineering models using a modular component assembly approach and pre-validated templates.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of Excel spreadsheets with a focus on dynamic formulas and financial modeling standards.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to automated production deployment and monitoring.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

CSV Data Summarizer

Automates comprehensive CSV data analysis and visualization by instantly generating statistical reports and charts without requiring user prompts.

Data Profiling & EDA

Generates comprehensive data profiling reports and automated exploratory data analysis (EDA) for various datasets.