Data Science & ML Agent Skills

Julia Style Guide for Mycelia

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

Anthropic Prompt Engineer

Implements Anthropic's official prompt engineering techniques to generate, optimize, and refine prompts for high-performance Claude AI interactions.

AI Batch Processing

Architects scalable batch processing systems designed to handle high-volume AI workloads and data pipelines efficiently.

AI Vendor Evaluation

Evaluates AI vendor proposals and solutions through a structured framework to mitigate risks, analyze pricing models, and guide strategic build-versus-buy decisions.

Autoloop

Automates iterative code optimization by running autonomous experiments to improve specific performance metrics.

Swarm Orchestration

Orchestrates multi-agent AI swarms for parallel task execution and intelligent coordination using adaptive topologies.

NASA ADS Search & BibTeX

Accesses the NASA Astrophysics Data System (ADS) to search for literature, retrieve BibTeX citations, and track paper metadata.

TanStack AI

Builds provider-agnostic, type-safe AI applications with streaming, tool calling, and structured output.

Vector Index Tuning

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for high-scale production search.

Bayesian Inference in R

Performs advanced Bayesian statistical modeling and causal inference using the brms and Stan ecosystem in R.

R Package Development Guide

Provides expert guidance and implementation patterns for building robust, CRAN-compliant R packages.

Fal Audio Integration

Integrates high-quality text-to-speech and speech-to-text capabilities into Claude using fal.ai audio models.

Advanced Excel & Financial Modeler

Creates, edits, and analyzes complex Excel workbooks with professional financial standards and dynamic formula support.

Risk Metrics Calculation

Calculates advanced portfolio risk metrics including VaR, CVaR, and Sharpe ratios to monitor and manage financial exposure.

Azure Document Intelligence for Java

Automates structured data extraction from documents using the Azure AI Document Intelligence SDK for Java.

Business Analyst Pro

Transforms complex business data into actionable strategic insights and real-time dashboards using advanced analytics and predictive modeling.

Azure AI OpenAI for .NET

Integrates Azure OpenAI and OpenAI services into .NET applications for chat, embeddings, and multi-modal generative AI.

Context Window Management

Optimizes LLM performance by strategically managing token limits, summarization, and context prioritization.

Agent Memory Systems

Architects sophisticated memory systems for AI agents to ensure consistent, contextually aware interactions across long-term sessions.

Ark Agentic Framework Analysis

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

Prompt Engineer

Optimizes LLM interactions by designing structured system prompts, context management strategies, and systematic evaluation frameworks.

PyTorch Engineering Specialist

Routes PyTorch engineering challenges to specialized domain experts based on specific symptoms, performance bottlenecks, and implementation requirements.

ML Production Routing

Routes machine learning workflows to specialized guides for deployment, optimization, MLOps tooling, and production observability.

Excel Analysis & Data Automation

Streamlines the analysis, transformation, and visualization of Excel spreadsheets using advanced Python libraries within Claude Code.

Stan Development

Provides expert guidance for writing high-performance Stan probabilistic programming models and integrating them with R or Python workflows.

Suno AI Music Generation

Generates high-quality AI music and lyrics using the Suno API for professional audio production and creative workflows.

LLM Engineering Specialist

Guides and routes LLM-related development tasks toward specialized patterns for prompt engineering, RAG, fine-tuning, and model optimization.

Deep Reinforcement Learning (RL) Meta-Skill

Routes reinforcement learning problems to specialized algorithms and implementation strategies based on task characteristics and environmental constraints.

Prompt Engineering Pro

Optimizes Claude's outputs and debugging capabilities using Anthropic's official prompt engineering best practices and techniques.

Denario Scientific Research Assistant

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