Data Science & ML Agent Skills

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.

Algebraic Dynamics Composition

Composes complex dynamical systems and resource sharers using categorical colimits and operad algebra.

DocETL Pipeline Developer

Builds and executes LLM-powered data processing pipelines for unstructured document analysis using DocETL and Claude Haiku.

RAG Evaluation & Benchmarking

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

RAG System Audit

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

Data & AI Engineering

Builds and deploys robust machine learning models, data pipelines, and intelligent LLM applications using Python and industry-standard frameworks.

RAG Scaffold

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

Product Expert Design

Designs adaptive user-facing agent experts to create personalized product experiences and dynamic UX.

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.

Data, AI & Machine Learning Roadmap

Provides comprehensive guidance and implementation patterns for data science, machine learning engineering, and AI application development.

Running Readiness Check

Evaluates athlete health signals and training load to provide conservative pre-run activity recommendations.

Run-Smart AI Skill Registry

Manages the discovery, safety guardrails, and shared contracts for Run-Smart AI coaching skills.

LayerChart Svelte Visualizations

Builds sophisticated, responsive, and interactive data visualizations in Svelte using unopinionated building blocks and motion primitives.

Hydra Experiment Setup

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

Data Center Due Diligence Orchestrator

Automates comprehensive data center investment analysis by orchestrating parallel domain research agents and synthesizing cross-functional risk assessments.

LangChain Reference Architecture

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

RunPod Model Uploader

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

Chunking Advisor

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

SHAP Model Interpretability

Explains machine learning model predictions and feature importance using mathematically grounded Shapley values and high-impact visualizations.

Advanced Excel & Spreadsheet Engineering

Creates, modifies, and analyzes professional Excel spreadsheets with automated formula recalculation and industry-standard financial formatting.

ESM Protein Design & Analysis

Empowers protein engineering and biological research through state-of-the-art ESM3 generative models and ESM C embeddings.

OpenAlex Academic Literature

Queries and analyzes the OpenAlex database to search scholarly literature, track citations, and perform bibliometric analysis.

Flow Nexus Neural Networks

Trains and deploys complex neural network architectures within distributed E2B sandbox environments using Flow Nexus.

Bioinformatics & Genomic Data (gget)

Provides a unified interface for rapid bioinformatics queries across 20+ genomic databases including Ensembl, AlphaFold, and NCBI.

Excel & Spreadsheet Master

Automates professional Excel spreadsheet creation, financial modeling, and data analysis with error-free formula verification.

Denario AI Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

PDF Document Automation

Enables programmatic PDF manipulation, data extraction, and document creation using professional Python and command-line tools.

Gtars Genomic Analysis

Performs high-performance genomic interval analysis, overlap detection, and machine learning tokenization using Rust-powered tools.