Data Science & ML Agent Skills

Macro Trend Deviation Analyzer

Analyzes asset price deviations from long-term exponential trends to identify historical extremes and macro market regimes.

RAG Implementation Guide

Implements robust Retrieval-Augmented Generation (RAG) systems for LLM applications using vector databases and semantic search.

JGB Insurer Flow Analyzer

Analyzes Japanese Government Bond (JGB) transaction data to identify record-breaking selling flows from insurance companies.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and trajectory tracking for self-improving AI agents using AgentDB's ultra-fast vector backend.

Flow Nexus Neural Networks

Trains and deploys complex neural networks within distributed E2B sandboxes for scalable machine learning workflows.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain with advanced agent patterns, persistent memory, and modular tool integrations.

AgentDB Memory Patterns

Empowers AI agents with persistent, high-performance memory and learning patterns using AgentDB and ReasoningBank.

Deep Reinforcement Learning Meta-Skill

Routes users to the most effective reinforcement learning algorithms and implementation patterns based on specific problem characteristics.

Guardrails Contracts for OptAIC

Standardizes the implementation of data validation, risk limits, and compliance contracts within the OptAIC framework.

Nixtla Uncertainty Quantifier

Quantifies time series forecast uncertainty using conformal prediction to generate reliable prediction intervals and confidence bands.

Excel & Spreadsheet Master

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets and financial models with dynamic formulas and rigorous verification.

Classification Model Builder

Builds, trains, and evaluates supervised learning classification models to predict categorical outcomes from labeled datasets.

Excel & Spreadsheet Automation

Automates the creation, formatting, and analysis of professional-grade Excel spreadsheets and financial models.

Prompt Engineering Expert

Optimizes and crafts high-performance LLM prompts using research-backed techniques like Chain-of-Thought and Few-Shot learning.

Data Visualization Creator

Generates professional plots, charts, and graphs automatically by analyzing data structures and selecting the optimal visualization type.

LangGraph Builder

Constructs sophisticated, stateful AI agent workflows and graph-based logic using LangGraph best practices.

Multi-Provider LLM Integration

Integrates multiple LLM providers using isolated interfaces and normalized data structures for consistent AI implementation.

NLP Text Analyzer

Performs advanced natural language processing to extract insights, sentiment, and key topics from text data.

ADK Real-Time Streaming Patterns

Configures Google ADK bidirectional streaming to build low-latency, multimodal AI agents with real-time voice and video capabilities.

Time Series Forecaster

Automates complex time-series forecasting pipelines including trend analysis, seasonality detection, and multi-model predictions.

AutoML Optimizer

Automates hyperparameter tuning and model selection using intelligent search strategies like Bayesian optimization.

STC Methodology Expert

Provides expert methodological guidance and implementation patterns for conducting rigorous Simulated Treatment Comparisons (STC) in clinical trial analysis.

LLM Evaluation Suite

Implements robust evaluation frameworks for Large Language Model applications using automated metrics, human feedback, and statistical testing.

Chart Generator

Generates text-based visualizations and comprehensive reports to analyze the relationship between typographic errors and semantic drift in experimental data.

MAIC Methodology & Analysis Guide

Provides expert guidance for conducting and reviewing Matching-Adjusted Indirect Comparisons (MAIC) in clinical data analysis.

VRAM & GPU OOM Management

Optimizes GPU VRAM usage through OOM retry logic, idle auto-unloading, and inter-service memory coordination protocols.

Phylogenetic Methods

Builds and analyzes phylogenetic trees using distance-based, maximum likelihood, and Bayesian inference methods.

ML Pipeline Workflow

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

Financial Time-Series Momentum

Implements professional-grade trend-following strategies, volatility targeting, and multi-scale momentum indicators for financial data analysis.

Scikit-Learn Refactoring & Optimization

Refactors Scikit-learn and machine learning code into production-ready pipelines that ensure reproducibility and prevent data leakage.