Data Science & ML Agent Skills

Python Practice Tutor

Generates customized Jupyter notebook practice challenges for Python algorithms and pandas data manipulation.

LangGraph v1 & LangChain Assistant

Facilitates the development and migration of Python-based AI agents using LangGraph v1 and LangChain v1 standards.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain patterns for agents, memory management, and complex tool integration.

Data Science Review Specialist

Validates data analysis workflows by reviewing methodology, data quality, and statistical integrity with a high-confidence scoring system.

Context Optimization for AI Agents

Optimizes LLM context windows through compaction, masking, and caching strategies to maximize performance and minimize token costs.

Context Optimization

Optimizes LLM context windows through strategic compaction, masking, and caching to improve model performance and reduce costs.

WRDS Research Data Access

Provides validated, high-integrity PostgreSQL query patterns and connection logic for Wharton Research Data Services (WRDS) datasets.

Perception Pipeline

Deploys and manages advanced smart home perception layers including NVR, facial recognition, and local voice processing pipelines.

Gemini Web Integration

Enables high-quality text and image generation using a reverse-engineered Gemini Web API interface.

LangChain Architecture Assistant

Designs and implements sophisticated LLM applications using the LangChain framework for agents, memory, and complex workflows.

Fal AI Platform Management

Integrates Fal.ai platform APIs to manage generative AI models, track resource usage, and monitor real-time pricing.

Vector Index Tuning

Optimizes vector index performance to achieve the ideal balance between search latency, recall accuracy, and memory consumption.

Metabolomics Workbench Explorer

Accesses the NIH Metabolomics Workbench REST API to retrieve comprehensive metabolomics study data, metabolite structures, and standardized RefMet nomenclature.

Vector Index Tuning & Optimization

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for high-scale search.

Vercel AI SDK Documentation

Provides comprehensive documentation and implementation patterns for building AI-powered applications using the Vercel AI SDK.

RAG Pipeline Architect

Implements end-to-end Retrieval-Augmented Generation workflows to enable accurate AI querying of specialized documentation and technical textbooks.

Excel & Spreadsheet Power Tools

Automates the creation, editing, and analysis of professional Excel spreadsheets with dynamic formulas and industry-standard formatting.

Trading Signal Generator

Generates high-conviction trading signals and technical analysis reports using multi-indicator market scanning.

Excel to Markdown Reader

Converts Excel (.xlsx) spreadsheets into clean Markdown tables for seamless data analysis and documentation.

Qiskit Quantum Computing

Develops, optimizes, and executes quantum circuits on IBM Quantum hardware and simulators using the industry-standard Qiskit framework.

MATLAB & Octave Computing

Automates numerical computing, matrix operations, and scientific visualization using MATLAB and GNU Octave.

PubMed Multi-Source Academic Search

Integrates multiple academic databases including PubMed, Semantic Scholar, and OpenAlex for comprehensive literature reviews and full-text retrieval.

Agentica Multi-Agent Infrastructure

Orchestrates complex multi-agent AI workflows using standardized coordination patterns and robust infrastructure primitives.

Gemini Document Processing

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

Training Curve Interpreter

Analyzes machine learning training logs to visualize loss curves, detect training issues, and provide diagnostic insights.

DSPy.rb LLM Framework

Builds type-safe, composable, and optimized LLM applications using the programmatic DSPy paradigm in Ruby.

DS-STAR Data Science Framework

Automates complex data science workflows using a multi-agent architecture and optimized model routing for efficient, iterative data analysis.

Dimensions Academic Search

Queries the Dimensions database to find and analyze academic publications, grants, patents, and clinical trials for evidence-based research.

Backsolve Miner/Metal Ratio Fundamentals

Decomposes mining stock-to-metal price ratios into fundamental drivers like AISC, leverage, and valuation multiples using automated financial data extraction.

Harmonic Insight AI Assistant

Standardizes the implementation of Claude-powered AI assistants across the Insight Business Suite with built-in persona systems and BYOK management.