Data Science & ML Agent Skills

Molecular Featurization (Molfeat)

Provides a comprehensive suite of 100+ molecular featurizers for converting chemical structures into machine learning-ready numerical representations.

LangChain4j Spring Boot Integration

Integrates LangChain4j into Spring Boot applications using auto-configuration and declarative AI Services.

AnnData Scientific Data Management

Manages annotated data matrices for single-cell genomics and large-scale biological datasets using the AnnData framework.

Cosmic Database

Accesses and queries the Catalogue of Somatic Mutations in Cancer (COSMIC) for precision oncology and genomic research.

Dask Parallel Computing

Scales Python, pandas, and NumPy workflows across multiple cores or clusters for larger-than-memory datasets.

RAG Implementation & Engineering

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and advanced semantic search architectures.

Architecting Memory

Designs and implements evolutionary persistent memory architectures for AI agent systems using RAG and Knowledge Graphs.

AI Prompt Architect

Architects high-performance AI prompts using advanced complexity-based standards, attention management, and structural optimization patterns.

Multi-Agent Orchestration

Implements advanced agentic patterns to prevent context saturation and optimize parallel execution within Claude Code environments.

Edge AI Optimizer

Optimizes AI models for resource-constrained edge devices using advanced quantization, memory management, and battery-smart inference patterns.

Statistical Data Analysis

Performs rigorous statistical analysis, hypothesis testing, and APA-compliant reporting for academic and experimental research.

Pymatgen Materials Genomics

Facilitates advanced materials science analysis and computational workflows by manipulating crystal structures, phase diagrams, and electronic data.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

AI Agents Architect

Designs and implements autonomous AI agents with sophisticated tool use, memory systems, and multi-agent orchestration.

AI Agents Architect

Architects and implements robust autonomous AI agents with sophisticated tool use, memory systems, and multi-agent orchestration.

LangChain4j RAG Implementation Patterns

Implements robust Retrieval-Augmented Generation (RAG) systems using the LangChain4j framework to enhance Java-based AI applications with external knowledge.

RAG Scaffold

Generates production-grade Retrieval-Augmented Generation (RAG) pipeline boilerplate with industry best practices.

Data Commons Client

Accesses and analyzes global public statistical data through the Data Commons knowledge graph and Python API.

RAG Evaluation & Benchmarking

Evaluates and optimizes RAG system performance through comprehensive retrieval, generation, and latency metrics.

Pymoo Optimization Framework

Solves complex single and multi-objective optimization problems using state-of-the-art evolutionary algorithms and visualization tools.

Chunking Advisor

Optimizes RAG pipeline performance by recommending tailored document chunking strategies based on content type and embedding models.

RAG System Audit

Analyzes and optimizes Retrieval-Augmented Generation (RAG) pipelines for performance, accuracy, and production readiness.

Miles Enterprise RL Training

Optimizes large-scale Mixture-of-Experts (MoE) model training with enterprise-grade reinforcement learning features and low-precision quantization.

Prompt Engineering Patterns

Optimizes AI responses using advanced prompting techniques like chain-of-thought, few-shot learning, and structured system designs.

RunPod Model Uploader

Automates the transfer of HuggingFace models to RunPod Network Volumes via Google Colab to minimize GPU billing costs.

Hydra Experiment Setup

Standardizes machine learning experiment management using Hydra and OmegaConf configuration patterns.

LangChain Reference Architecture

Implements production-ready architectural patterns and scalable designs for enterprise LangChain applications.

Seaborn Statistical Visualization

Generates professional, publication-quality statistical graphics and data visualizations directly from Python DataFrames.

DNAnexus Genomics Integration

Streamlines genomics pipeline development and data management on the DNAnexus cloud platform using the dxpy Python SDK.

Market Researcher

Conducts comprehensive market analysis, industry trend tracking, and market sizing calculations to drive data-informed business decisions.