Data Science & ML Agent Skills

RAG Systems Builder

Builds production-grade Retrieval Augmented Generation pipelines with vector search, hybrid retrieval, and advanced re-ranking strategies.

Vector Database Master

Optimizes vector storage and retrieval strategies for high-performance AI applications and semantic search.

Agent Frameworks & Orchestration

Develops autonomous AI agents and multi-agent systems using industry-standard frameworks like LangChain, CrewAI, and AutoGen.

Gay-Julia: Deterministic Color Sampling

Generates deterministic, wide-gamut color palettes and GF(3) trit assignments for scientific visualization and UI theming in Julia.

Levity-Levin Algorithmic Play

Orchestrates playful multi-agent exploration anchored by Leonid Levin's algorithmic complexity and optimality guarantees.

Waddington Landscape Modeling

Models developmental biology cell fate transitions through gradient flow, potential surfaces, and fractional diffusion dynamics.

Critical Opalescence Physics

Analyzes and simulates critical opalescence signatures and phase transition dynamics in physical and biological systems.

Modelica Simulation & Modeling

Enables acausal, multi-domain modeling and simulation of complex physical systems using Modelica and Wolfram Language.

Exploratory Data Analysis (EDA)

Conducts systematic exploratory data analysis to uncover hidden patterns, anomalies, and actionable insights in unfamiliar datasets.

Prompt Engineering Toolkit

Optimizes Large Language Model performance through expert prompt design, few-shot learning, and advanced reasoning patterns.

LLM Performance Evaluation

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

ADK Advanced

Facilitates visual agent design and advanced reasoning configuration for building sophisticated, multi-step AI workflows.

Lumen AI Explorer

Enables natural language data exploration, automated SQL generation, and interactive visualization using agent-based AI.

Comparative Data Analysis

Performs rigorous, systematic comparisons of data segments, cohorts, and time periods to uncover actionable drivers of difference.

Geospatial Visualization with GeoViews

Simplifies the creation of interactive maps and geographic data visualizations using GeoViews and GeoPandas.

Acquisition System Setup

Configures and verifies scientific data acquisition systems by automating hardware discovery and parameter management.

Embedding Strategies

Optimizes vector embedding selection and text chunking strategies for production-grade RAG and semantic search applications.

RAG System Implementation

Builds sophisticated Retrieval-Augmented Generation systems using vector databases, semantic search, and advanced document processing patterns.

Technical Chart Analyst

Performs objective technical analysis on weekly price charts to identify trends, support levels, and probabilistic price scenarios.

Computational Text Analyst

Guides systematic computational text analysis for social science research using R or Python to produce publication-ready results.

Abductive Analyst

Conducts systematic qualitative interview analysis using abductive reasoning to generate novel theoretical insights from research data.

AgentDB Memory Patterns

Implements high-performance persistent memory and learning patterns for AI agents using AgentDB.

PolicyEngine Simulation Mechanics

Optimizes and manages PolicyEngine microsimulations with advanced caching, data access, and entity mapping patterns.

PolicyEngine Impact Analysis

Generates policy impact simulations, distributional analyses, and interactive dashboards using the PolicyEngine framework.

Hybrid Search Implementation

Combines vector similarity and keyword-based search to enhance retrieval accuracy in RAG systems and search engines.

RAG Chunking Strategies

Implements optimized document splitting and processing workflows for Retrieval-Augmented Generation (RAG) systems.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using AgentDB's ultra-fast vector storage.

RAG Research & Semantic Search

Optimizes document retrieval and semantic search workflows using RAG best practices, vector databases, and advanced chunking strategies.

Knowledge Graph Builder

Builds and manages structured knowledge graphs to enhance AI reasoning and map complex data relationships.

C++20 Numerical Patterns

Provides standardized C++20 implementations for high-performance numerical computing, matrix operations, and parallel I/O.