Data Science & ML Agent Skills

Quantitative Trend Following Strategies

Builds and implements systematic trend-following models, including moving average crossovers, channel breakouts, and volatility-adjusted position sizing.

Yield Curve Analysis

Analyzes interest rate term structures to generate macro trading signals and design sophisticated fixed-income strategies.

Financial Data Quality

Ensures high-fidelity financial datasets for quantitative backtesting and trading by identifying and eliminating common biases.

Portfolio Benchmark Tracking

Optimizes index-tracking portfolios and manages tracking error through advanced replication and sampling strategies.

Value at Risk (VaR) Financial Modeling

Implements and validates comprehensive Value at Risk (VaR) models for quantitative portfolio risk management and regulatory compliance.

Trading Performance Analytics

Computes professional-grade risk-adjusted return metrics and drawdown statistics for quantitative trading strategies.

Machine Learning for Finance

Implements machine learning models and validation techniques specifically optimized for financial time series and trading applications.

Crypto Tokenomics Analysis

Analyzes cryptocurrency token supply dynamics, emission schedules, and value accrual mechanisms to evaluate protocol sustainability.

Trading Strategy Backtesting & Evaluation

Provides a rigorous statistical framework for evaluating trading strategies and making data-driven deployment decisions.

Exotic Derivatives Pricing

Prices, hedges, and manages risks for complex financial instruments including barrier, Asian, and autocallable options.

Scientific Visualization

Generates publication-quality scientific figures and multi-panel plots adhering to journal standards and accessibility guidelines.

Trend Monitor

Scans data science and tech news sources to discover trending topics and generate actionable content pitches.

Investment Analysis & Financial Valuation

Performs professional-grade stock analysis, financial statement interpretation, and intrinsic company valuations.

Quant Trading & Strategy Optimization

Develops, backtests, and optimizes systematic trading strategies with integrated risk management and bias detection.

Nano Banana Pro: OpenRouter Image Generator

Generates and edits high-resolution images using the Gemini 3 Pro model via OpenRouter API integration.

ML Paper Peer Reviewer

Conducts rigorous, elite-level peer reviews of machine learning manuscripts following NeurIPS, ICML, and ICLR standards.

Matplotlib Pro Viz & Animation

Generates high-performance animations, publication-quality scientific figures, and interactive data visualization tools using advanced Matplotlib techniques.

OpenCite Academic Research

Streamlines academic literature search, citation management, and PDF-to-markdown conversion for efficient research workflows.

Gemini LLM Integration

Integrates Google Gemini models into Claude Code for advanced reasoning, multimodal analysis, and high-speed text generation using the google-genai SDK.

Gemini File Search Tool

Manages Google Gemini File Search stores and implements production-ready RAG systems for documents and codebases.

Modern R Development

Implements modern R programming practices, tidyverse patterns, and performance optimizations for data science workflows.

Fed Unamortized Discount Pattern Detector

Analyzes Federal Reserve unamortized discount trends to identify similarities with historical financial crises using multi-indicator cross-validation.

Claude Batch Processing

Optimizes high-volume workloads by leveraging Anthropic's Message Batches API for 50% cost savings on non-time-sensitive tasks.

Document Citations & RAG

Implements robust document attribution and Retrieval-Augmented Generation (RAG) patterns for verifiable AI responses.

Local LLM & Home Assistant Integration

Integrates local Large Language Models with Home Assistant and Ollama for private, high-performance smart home automation.

Fear-of-Falling QC Summarizer

Aggregates K18 quality control artifacts into comprehensive summary reports while maintaining project manifests.

Experiment Retrospective & Insight Extractor

Distills experiment reports and logs into actionable project skills and troubleshooting documentation.

LLM Evaluation Framework

Implements rigorous evaluation strategies for LLM applications using automated metrics, human-in-the-loop feedback, and systematic benchmarking.

Context Degradation & Engineering

Diagnose and mitigate performance loss in agentic systems caused by large, conflicting, or poisoned context windows.

Yanex Experiment Tracking

Streamlines the execution, management, and analysis of machine learning experiments using a lightweight, Git-aware Python framework.