Data Science & ML Agent Skills

Privacy Checker & Anonymizer

Detects PII, anonymizes sensitive information, and ensures regulatory compliance during synthetic data generation and processing.

Kalshi Prediction Markets

Accesses real-time prediction market data, betting odds, and trading analytics from the Kalshi platform.

Gemini Audio Integration

Implements comprehensive audio processing and text-to-speech generation using the Google Gemini API.

R Data Science & Testing

Streamlines R development using modern data analysis patterns, automated testing with testthat, and strict linting standards.

Lab Notebook Manager

Manages structured bioinformatics lab notebooks through interactive dialogue to ensure high-quality, reproducible research documentation.

Scientific Experiment Reporter

Generates and refines structured scientific reports from bioinformatics lab notebooks with integrated figure support and professional PDF export.

ML API Endpoint Expert

Streamlines the design and deployment of production-grade machine learning inference endpoints using FastAPI and Docker.

RDKit Cheminformatics

Performs advanced molecular modeling and cheminformatics tasks including descriptor calculation, fingerprinting, and substructure searching.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and comparative benchmarking.

Data Visualization

Generates insightful, professional-grade charts and interactive dashboards using industry-standard libraries and design principles.

Multi-Agent Coordination Framework

Orchestrates complex multi-agent AI systems and human-AI teams using advanced communication patterns and consensus mechanisms.

ML Pipeline Workflow

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

LangChain Architecture

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

Gemini Document Processing

Integrates Google Gemini's native vision capabilities to analyze, summarize, and extract structured data from complex PDF documents.

Python Data Reviewer

Optimizes Pandas and NumPy code for high-performance data processing, memory efficiency, and vectorization.

Statistical Trading Symbol Selection

Analyzes market data using Hurst exponent, GARCH models, and Markov regime detection to identify optimal trading symbols for quantitative strategies.

Genomics & Transcriptomics Analysis

Provides strategies, implementation patterns, and workflows for genomics and transcriptomics data analysis.

GPU Parallel Scheduling & Memory Safety

Implements queue-based GPU allocation and memory cleanup patterns to prevent OOM crashes and ensure reliable progress tracking in parallel workflows.

HPC Development & Testing Workflow

Streamlines scientific development on HPC environments using multi-root workspaces and automated test data extraction.

Structural Biology Analysis

Analyzes protein and molecular structures through AlphaFold interpretation, quality validation metrics, and comparative structural techniques.

AI Gateway Manager

Manages and routes requests across multiple AI providers including Anthropic, Ollama, and HuggingFace.

Stonk: Ethical Investment Intelligence

Analyzes global investments through the lens of power structures, ethical constraints, and geopolitical alignments.

Moodle AI Subsystem Integration

Streamlines the development of AI-powered features within the Moodle LMS using the official AI Subsystem for version 4.5 and above.

GPU Memory Cleanup

Prevents Jupyter notebook hangs by explicitly managing CuPy GPU memory pools and Python garbage collection.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and comparative benchmarking.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain patterns for agents, memory management, and complex workflow orchestration.

Tile Snake Pattern Stitching

Reconstructs multiplex microscopy images by correctly ordering tiles acquired via snake or serpentine stage patterns.

RAG Implementation Toolkit

Builds advanced Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in proprietary data.

Prompt Engineering Patterns

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

Channel Name Parsing Utility

Parses microscopy channel and marker names from KINTSUGI metadata files using automatic format detection.