Data Science & ML Agent Skills

Voice AI Agent Architect

Architects high-performance voice-based AI systems focusing on low-latency, natural conversation flow, and robust turn-taking.

Multi-Provider LLM Integration

Integrates multiple LLM providers using isolated interfaces and normalized data structures for consistent AI implementation.

NLP Text Analyzer

Performs advanced natural language processing to extract insights, sentiment, and key topics from text data.

AI Product Development

Builds production-grade AI features using robust LLM integration patterns, RAG architectures, and cost-efficient prompt engineering.

Excel & Spreadsheet Master

Creates, edits, and analyzes professional Excel spreadsheets with advanced formula support and industry-standard formatting.

Modern R Development

Implements modern R programming patterns focusing on tidyverse efficiency, metaprogramming, and performance-optimized package development.

FlowIO FCS File Handler

Parses and manages Flow Cytometry Standard (FCS) files to extract event data as NumPy arrays and handle complex metadata.

Financial Modeling Suite

Builds professional-grade financial models including DCF analysis, Monte Carlo simulations, and multi-scenario investment projections.

Scanpy Single-Cell Analysis

Analyzes single-cell RNA-seq data using Python for quality control, clustering, and cell type annotation.

AgentDB Vector Search

Implements ultra-fast semantic vector search and HNSW indexing for high-performance RAG systems and intelligent document retrieval.

Denario Scientific Research Assistant

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

Denario Scientific Research Agent

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

DNAnexus Genomics Platform Integration

Integrates Claude with the DNAnexus cloud genomics platform to develop bioinformatics apps, manage sequencing data, and orchestrate analysis workflows.

Biomni Biomedical AI Agent

Automates complex biomedical research tasks including genomics analysis, drug discovery, and CRISPR screening using integrated data and code execution.

ML Pipeline & MLOps Workflow

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

ctrlsys Control Theory & Systems Engineering

Simplifies the design and analysis of complex control systems using the C11-based ctrlsys library.

Fitness Landscapes Thinking Pattern

Analyzes complex optimization problems using evolutionary landscape metaphors to identify local traps and global optima.

Excel & Spreadsheet Management

Manages complex Excel workbooks with automated formula creation, financial modeling standards, and data analysis.

Stable Baselines3 Reinforcement Learning

Implements and optimizes reinforcement learning workflows using the Stable Baselines3 PyTorch library.

Trading Risk Sizing Optimizer

Refactors trading system logic to transform rigid trade rejections into intelligent, constraint-based position sizing.

Confidence Intervals Thinking Pattern

Quantifies uncertainty in estimates by generating plausible ranges to enable more reliable data-driven decision making.

arXiv Research Search

Searches the arXiv preprint repository for the latest scholarly articles in computer science, physics, mathematics, and quantitative biology.

Autocatalytic Sets Mental Model

Analyzes and designs self-sustaining systems through the lens of collective catalysis and network closure.

Bayes' Theorem Analysis

Refines probability estimates and decision-making by systematically updating beliefs as new data or evidence emerges.

Fireworks AI Inference & Fine-tuning

Integrates high-performance inference and LoRA fine-tuning for 100+ open-source LLMs via OpenAI-compatible APIs and the firectl CLI.

Batch Serving ML Pattern

Implements high-throughput machine learning inference patterns for processing large-scale datasets on a scheduled basis.

Fat Tails Risk Analysis

Identifies and manages risks in fat-tailed distributions where extreme events occur more frequently than standard models predict.

Extremizing Forecasts

Adjusts and optimizes aggregated probability forecasts to compensate for crowd conservatism and improve predictive accuracy.

AI Agents Architect

Architects autonomous AI agent systems using structured reasoning patterns, memory management, and resilient tool integration.

Brier Score Forecasting Accuracy

Quantifies the accuracy of probabilistic predictions to improve decision-making and calibration through systematic feedback.