Data Science & ML Agent Skills

Economics Data Analysis

Automates end-to-end empirical data analysis workflows using Stata and R for publication-ready research output.

RAP Compliance Auditor for R

Audits R projects against UK Government Reproducible Analytical Pipelines (RAP) maturity standards to ensure code quality and transparency.

Financial Analyst

Performs production-ready financial analysis including DCF valuations, ratio calculations, and budget variance monitoring.

DiffDock Molecular Docking

Performs diffusion-based molecular docking to predict high-accuracy 3D binding poses between proteins and ligands for drug discovery.

Vercel AI SDK Assistant

Streamlines the development of AI-powered applications using Vercel's universal AI SDK for TypeScript and JavaScript.

ReasoningBank Intelligence

Implements adaptive learning systems for AI agents to recognize patterns, optimize strategies, and improve autonomously through experience.

Economic Data Statistics Methods

Calculates advanced economic statistics and estimates using specialized R methodologies for weighted and bunched data.

Gemini Veo Video Generation

Provides comprehensive technical specifications and implementation patterns for Google's Veo 3.1 video generation model.

LLM Evaluation Framework

Implements rigorous evaluation strategies for AI applications using automated metrics, human feedback, and LLM-as-judge patterns.

Local Audio Transcription

Transcribes MP3, WAV, and M4A audio files into text using hardware-accelerated MLX Whisper on Apple Silicon.

Scientific Resource Scout

Detects and analyzes system hardware to provide strategic architectural recommendations for computationally intensive scientific tasks.

Robot Learning Run Evaluator

Analyzes, summarizes, and documents robot learning experiment runs across local and cluster environments.

Agent Adaptive Coordinator

Orchestrates dynamic AI agent swarms by automatically switching between hierarchical, mesh, and ring topologies based on real-time performance metrics.

Llama.cpp Runtime Controller

Manages local GGUF model inference and API serving through llama.cpp within worker terminals.

BayesFlow Keras Operations

Standardizes backend-agnostic tensor math for BayesFlow extensions using the Keras 3 functional API.

Excel DCF Modeler

Builds professional-grade discounted cash flow (DCF) valuation models in Excel with automated financial projections and sensitivity analysis.

Flow Nexus Neural Networks

Deploys and trains sophisticated neural networks across distributed E2B sandboxes with support for custom architectures and federated learning.

D3.js Data Visualization

Creates sophisticated, interactive, and publication-quality data visualizations using the D3.js library.

Vector Databases

Guides developers through selecting, implementing, and optimizing vector search solutions for AI applications and RAG pipelines.

SONA Learning Optimizer

Optimizes AI agent performance through SONA-powered self-learning, LoRA fine-tuning, and memory-safe pattern discovery.

Kodexa Module Authoring

Simplifies the creation, configuration, and debugging of Kodexa model and skill modules using standardized YAML and Python templates.

Crypto Market Research Agent

Conducts multi-perspective cryptocurrency market analysis using a coordinated swarm of specialized AI agents.

BayesFlow Simulator Builder

Streamlines the creation, modification, and debugging of BayesFlow 2.x simulators for simulation-based inference.

Agent PageRank Analyzer

Analyzes complex networks and calculates PageRank scores using sublinear algorithms to optimize graph structures and influence mapping.

Machine Learning Model Developer

Automates the end-to-end machine learning lifecycle from data preprocessing and feature engineering to model training and deployment.

AgentDB Memory Patterns

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

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for Claude using AgentDB's ultra-fast vector database.

AI Agent Harness Designer

Optimizes AI agent action spaces and tool definitions to maximize completion rates and operational reliability.

AgentDB Vector Search

Implements ultra-fast semantic vector search and intelligent document retrieval using high-performance AgentDB indexing.

AgentDB Memory Patterns

Implements high-performance persistent memory and reinforcement learning patterns for AI agents and intelligent assistants.