Data Science & ML Agent Skills

Veo 3.1 Video Interpolation

Generates cinematic video transitions and morphing animations between two keyframe images using Google’s Veo 3.1 via fal.ai.

Open Targets Database Integration

Queries the Open Targets Platform to identify and prioritize therapeutic drug targets using genetic and clinical data.

Portfolio Risk Metrics Calculation

Calculates comprehensive financial risk metrics including VaR, CVaR, Sharpe, and Sortino ratios for quantitative portfolio management.

Scientific Resource Detector

Detects hardware capabilities and provides optimized computational strategies for resource-intensive scientific tasks.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

Scientific Critical Thinking

Evaluates research rigor and methodology to assess the validity of scientific claims and experimental designs.

ML Pipeline & MLOps Workflow

Orchestrates end-to-end MLOps pipelines from data ingestion and preparation to model training, validation, and production deployment.

Clinical Decision Support Writer

Generates professional, evidence-based clinical decision support documents and pharmaceutical cohort analyses in publication-ready LaTeX format.

Hybrid Search Implementation

Implements robust hybrid search systems by combining vector similarity and keyword-based retrieval for enhanced RAG performance.

Reactome Biological Pathways

Queries the Reactome database to perform biological pathway analysis, gene enrichment, and molecular interaction mapping for systems biology research.

Similarity Search Patterns

Implements high-performance similarity search and vector database patterns for AI-driven applications.

MarkItDown File-to-Markdown Converter

Converts diverse file formats and office documents into clean, LLM-ready Markdown for improved AI processing.

Scientific Literature Review

Conducts systematic, multi-database literature reviews and meta-analyses with verified academic citations and professional PDF output.

Data Storytelling

Transforms raw analytics into persuasive business narratives through structured storytelling, visualization techniques, and executive-ready frameworks.

Spark Optimization

Optimizes Apache Spark jobs through advanced partitioning, memory management, and shuffle performance tuning.

Quantitative Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics and performance indicators for quantitative trading strategies.

LangChain & LangGraph Architecture

Designs and implements sophisticated LLM applications using LangChain 1.x and LangGraph for advanced agent orchestration and state management.

Quantitative Backtesting Frameworks

Builds robust, production-grade backtesting systems to validate trading strategies while eliminating common statistical biases.

MLOps Pipeline & Workflow Orchestration

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

LLM Evaluation Framework

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

RAG Implementation Suite

Builds robust Retrieval-Augmented Generation systems using vector databases, semantic search, and advanced retrieval patterns for LLM applications.

Vector Index Tuning Specialist

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for efficient AI applications.

LLM Performance Evaluation

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

Quarto Anti-Slop

Enforces reproducible research and academic writing standards for Quarto and RMarkdown documents to eliminate generic AI-generated content.

AgentDB Reinforcement Learning

Implements and trains autonomous agents using nine specialized reinforcement learning algorithms for self-improving behavior.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks across sandboxed E2B environments using multiple architectures and federated learning.

Macro Fiscal & Labor Scenario Analyzer

Analyzes US fiscal deficit expansion and Treasury risk scenarios during periods of rising unemployment and high GDP growth.

Advanced Prompt Engineering Patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

GPT CLI Access

Facilitates direct interaction with OpenAI GPT models through a command-line interface within the Claude environment.

Embedding Strategies for RAG

Optimizes embedding model selection and chunking strategies to improve semantic search and RAG application performance.