Data Science & ML Agent Skills

LLM Application Patterns

Provides production-ready architectural patterns and implementation guides for building advanced RAG pipelines and autonomous AI agents.

LLM Application Patterns

Implement production-ready AI architectures using proven patterns for RAG, autonomous agents, and prompt engineering.

LLM Application Patterns

Implements production-ready architectures for LLM applications, including RAG pipelines, autonomous agent patterns, and prompt management workflows.

D3.js Interactive Visualizations

Generates sophisticated, interactive data visualizations and custom SVG-based charts using the D3.js library.

CrewAI Multi-Agent Architect

Architects and orchestrates collaborative multi-agent AI teams using the CrewAI framework for complex, task-driven workflows.

Julia Interactive REPL

Enables persistent Julia code evaluation and package management while eliminating startup overhead for interactive data science and scientific computing.

LLM Prompt Caching

Optimizes LLM performance and reduces API costs through strategic prompt, response, and semantic caching techniques.

CrewAI Multi-Agent Architect

Orchestrates complex multi-agent AI teams using the CrewAI framework to automate sophisticated workflows through collaborative role-based agents.

LLM Application Patterns

Provides production-ready architectural blueprints and code implementation guides for building advanced, scalable LLM-powered applications.

D3.js Data Visualization

Creates sophisticated, interactive, and custom SVG-based data visualizations using the D3.js library.

Data Science & AI Setup

Configures and optimizes Linux-based data science and machine learning environments with full hardware acceleration support.

Market Analysis Expert

Analyzes market trends and technical indicators to provide actionable trading insights and detailed risk assessments.

Excel & Spreadsheet Automation

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

Academic Research Engineer

Implements high-performance software and theoretical computer science solutions with absolute scientific rigor and formal verification.

Voice Agents Architect

Architects high-performance conversational voice interfaces with a focus on sub-800ms latency and natural human-AI interaction.

AI Agents Architect

Designs and builds sophisticated autonomous AI agent systems using advanced orchestration patterns and tool integration.

Google ADK Python

Builds, evaluates, and deploys code-first AI agents and multi-agent systems using Google's Agent Development Kit.

CrewAI Multi-Agent Architect

Designs and orchestrates collaborative AI agent teams using the CrewAI framework for complex, role-based workflows.

Investment Analysis & Financial Valuation

Performs professional-grade stock analysis, financial statement interpretation, and intrinsic company valuations.

Claude Opus 4.5 Migration Guide

Migrates codebases and prompts from legacy Claude models to Opus 4.5 across various API platforms.

DNAnexus Integration

Streamlines bioinformatics pipeline development and genomics data management on the DNAnexus cloud platform.

NetCDF Metadata

Extracts and analyzes metadata from NetCDF and CDL files into structured CSV format for documentation and data analysis.

Denario Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis to publication-ready LaTeX manuscripts.

BioServices Bioinformatics API

Simplifies programmatic access to over 40 bioinformatics web services and databases using a unified Python interface.

Biomni Biomedical AI Research Agent

Automates complex biomedical research tasks including genomics, drug discovery, and clinical analysis through autonomous AI reasoning and code execution.

Denario Scientific Research Agent

Automates end-to-end scientific research workflows from data analysis and hypothesis generation to producing publication-ready LaTeX manuscripts.

Biomni Biomedical AI Agent

Executes complex biomedical research tasks including genomics analysis, drug discovery, and molecular biology workflows through an autonomous agent framework.

Julia Numerical Computing

Executes complex numerical calculations, linear algebra operations, and scientific computing tasks using the high-performance Julia language.

AI Voice Agents

Architects high-performance conversational AI systems with optimized latency, natural turn-taking, and robust voice activity detection.

Advanced Excel & Spreadsheet Processing

Manages professional-grade spreadsheet creation, editing, and financial modeling with rigorous formula verification and industry-standard formatting.