Data Science & ML Agent Skills

Polars Data Engineering

Accelerates data manipulation and ETL pipelines with the high-performance Polars DataFrame library.

SHAP Model Explainability

Explains machine learning model predictions and feature importance using SHAP values and comprehensive visualizations.

Flow Nexus Neural Networks

Trains and deploys complex neural network architectures within distributed E2B sandbox environments for scalable machine learning workflows.

Scikit-learn Machine Learning

Builds, evaluates, and deploys production-ready machine learning models using the industry-standard scikit-learn library.

AgentDB Learning Plugins

Implements and trains advanced reinforcement learning algorithms to create autonomous agents that evolve through experience.

L-Space Narrative Analysis

Extracts and analyzes narrative arcs, causality, and token novelty from complex text and codebases.

Finance DRIVER Workflow

Implements the DRIVER framework for structured, collaborative financial tool development and quantitative analysis.

PyTorch Geometric (PyG)

Develops and trains Graph Neural Networks (GNNs) for node classification, link prediction, and geometric deep learning tasks.

LangGraph Fine-Tuning

Optimizes LangGraph application performance by iteratively refining prompts and node-level processing logic based on quantitative evaluation criteria.

Plotly Interactive Visualization

Generates interactive, publication-quality Python charts and dashboards for data exploration and presentation.

HuggingFace Tokenizers

Implements high-performance, Rust-powered tokenization for training and deploying custom NLP models with speed and precision.

Finance DRIVER Project Initializer

Initializes a standardized project structure for financial underwriting and quant development using the DRIVER methodology.

Swarm Orchestration

Orchestrates multi-agent AI systems for parallel task execution and intelligent workflow coordination using dynamic topologies.

Scientific Exploratory Data Analysis

Performs automated exploratory data analysis and generates comprehensive reports for over 200 scientific file formats.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for AI agents using the ultra-fast AgentDB vector engine.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks within E2B sandboxes using the Flow Nexus ecosystem.

Financial Analysis & Modeling

Provides comprehensive financial frameworks for modeling, valuation, corporate finance decisions, and advanced statement analysis.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and reasoning capabilities in production environments.

RAG Implementation Expert

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground LLMs in external data.

LLM Evaluation

Implements comprehensive evaluation frameworks to measure LLM application quality using automated metrics, human feedback, and comparative benchmarks.

Finance DRIVER Methodology

Provides a comprehensive framework and guidance for building professional finance and quantitative analysis tools with AI assistance.

Agentic Prompt Crafting

Optimizes AI agent behavior through specialized prompt engineering patterns and best practices for complex, autonomous workflows.

Molfeat Molecular Featurization

Converts chemical structures into numerical representations for molecular machine learning and drug discovery workflows.

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms on real hardware and high-performance simulators.

Chaotic Attractor Dynamics

Analyzes and models strange attractors with sensitive dependence on initial conditions within complex dynamical systems.

A2A Executor Patterns

Implements standardized Agent-to-Agent (A2A) protocol executors with production-ready patterns for task management and agent coordination.

Parakeet Audio Transcription

Converts audio files into high-quality timestamped transcriptions using NVIDIA's Parakeet model optimized for Apple Silicon.

Amazon Bedrock Multi-Agent Orchestrator

Orchestrates complex multi-agent systems on AWS using the Bedrock AgentCore Agent-to-Agent (A2A) protocol.

Nickel Supply Concentration & Risk Analyzer

Analyzes global nickel supply structures and quantifies market concentration risks through policy simulation and data-driven metrics.

MOVE-LeadLag Risk Analyzer

Analyzes bond market volatility as a leading indicator for equity fear and credit spreads using cross-correlation and shock-event testing.