Data Science & ML Agent Skills

LangChain Architecture

Builds sophisticated LLM applications and autonomous agents using the LangChain framework's core patterns and integrations.

Veo 3.1 Consistent Video Generation

Generates high-quality videos with consistent subject appearance using Google’s Veo 3.1 model and reference images.

Excel Data Analysis

Analyzes, manipulates, and visualizes Excel spreadsheets using Python-based automation to generate insights and formatted reports.

Crypto Market Research

Performs multi-agent cryptocurrency market analysis, tracking price trends, news sentiment, and macro correlations for digital asset evaluation.

Aristotle Math Prover

Formally verifies mathematical statements and generates Lean 4 proofs using Harmonic's Aristotle engine.

PaperBanana Scientific Illustration Generator

Generates publication-ready scientific diagrams and statistical plots for academic papers using a multi-agent pipeline.

Data Filtering & Expressions

Applies precise data filtering and conditional logic across Honeydew perspectives, metrics, and attributes using standardized SQL syntax.

Marimo Reactive Notebooks

Builds and manages reactive Python notebooks and data applications using the marimo framework.

Honeydew Data Query & Analysis

Queries, analyzes, and explores complex data through the Honeydew semantic layer using natural language or structured fields.

Cost-Aware LLM Pipeline

Optimizes LLM API expenditures through intelligent model routing, budget guardrails, and efficient prompt caching patterns.

Antibrittle Agent Patterns

Implements architectural principles for building reliable, long-running AI agents that recover gracefully from failure and maintain context integrity.

Market Research & Intelligence

Conducts data-driven market research, competitive analysis, and investor due diligence with verified source attribution.

Agent Orchestration (MageAgent)

Coordinates multiple specialized AI agents to solve complex tasks through collaborative, competitive, and analytical workflows.

Modern R Development

Implements modern R programming practices, tidyverse patterns, and performance optimizations for data science workflows.

Neural Network Trainer

Executes and monitors neural network training runs using best-practice configurations and mandatory logging backends.

Marketing Research & Insights

Provides expert guidance on marketing research methodology, survey design, and statistical data analysis frameworks.

Cost-Aware LLM Pipeline

Optimizes LLM API expenses through intelligent model routing, budget tracking, and efficient caching strategies.

Semantic Search Index Manager

Manages and maintains GPU-accelerated semantic search indexes for local codebases within Claude Code.

Nexus Knowledge Graph

Manages complex relationships and structured data entities across multiple domains using GraphRAG memory.

OctoMesh Pipeline Expert

Architects and debugs complex OctoMesh ETL pipelines using YAML-defined data flows and transformations.

Academic Paper Writer

Transforms experimental results into publication-ready LaTeX academic papers following professional research standards and style guides.

BioLM Protocol Creator

Generates valid BioLM Protocol YAML files for protein engineering and bioinformatics pipelines.

MLflow Integration Patterns

Implements professional MLflow patterns for experiment tracking, model registry management, and reproducible ML pipelines.

Data Labeling Patterns

Implements expert annotation pipeline designs, quality assurance protocols, and scalable labeling systems for machine learning workflows.

LLM Arena CLI

Runs the interactive LLM Arena in the terminal to compare AI model outputs with high-quality markdown rendering.

Academic Paper Finder

Streamlines academic literature reviews by discovering, ranking, and processing research papers from top scientific venues.

Lebanon Market Gap Analyzer

Analyzes Lebanese market gaps using Ridge Regression to recommend optimal locations for new business branches based on demographic and competitor data.

ML Feature Engineering

Generates and optimizes high-impact features from raw datasets to boost machine learning model performance.

Knowledge Synthesis

Synthesizes multi-source information into structured knowledge, generating comprehensive reports, summaries, and knowledge graphs with automated contradiction resolution.

AI Multimodal Processing

Integrates Google Gemini's multimodal capabilities to process, analyze, and generate audio, video, images, and documents within Claude Code.