Data Science & ML Agent Skills

Experiment Advisor

Proposes structured, data-driven experiment plans by analyzing historical training reports, logs, and research goals.

Adaptyv Protein Engineering

Automates protein testing and validation through a cloud laboratory platform for high-throughput protein design workflows.

Context Compression Strategies

Optimizes long-running AI agent sessions by implementing structured context compression to maintain technical accuracy and memory efficiency.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain patterns for agents, memory management, and complex workflow orchestration.

Unsloth Model Inference

Deploys and optimizes fine-tuned LLMs using native Unsloth kernels, vLLM, or SGLang for high-performance production serving.

Clinical Value Evaluator

Systematically assesses medical research proposals to quantify their impact on patient outcomes, clinical decision-making, and healthcare systems.

PyMC Bayesian Modeling

Builds and validates sophisticated Bayesian probabilistic models using the PyMC library for advanced statistical inference.

FinnHub Financial Data

Integrates Claude with the FinnHub API to retrieve real-time stock quotes, fundamental data, crypto prices, and market news.

Senior Prompt Engineer & AI Architect

Implements production-grade prompt engineering patterns, RAG optimization, and agentic system architectures for advanced AI products.

ML PRD Generator

Generates structured, evidence-driven Product Requirements Documents (PRDs) specifically tailored for Machine Learning workflows and experiments.

Gemini File Search & RAG Integration

Implements Google Gemini File Search to build managed RAG systems with automatic document chunking and semantic search.

OpenAI Agents SDK Integration

Builds robust AI applications using OpenAI's Agents SDK with multi-agent orchestration, voice capabilities, and advanced error prevention.

xAI Agent Tools for Grok

Empowers autonomous AI agents with real-time X (Twitter) search, web search, and sandboxed Python code execution capabilities.

Vaex Big Data Science

Processes and analyzes billion-row tabular datasets using lazy, out-of-core DataFrame operations without exceeding available RAM.

Python Experiment Conventions

Standardizes Python experiment layouts, stage entrypoints, and asset handling for consistent data science workflows.

Vibe Agent Toolkit (VAT)

Builds and packages portable AI agents that operate across multiple LLM frameworks and deployment targets without vendor lock-in.

Memory System Design

Implements advanced memory architectures for AI agents to maintain session continuity and manage structured entity relationships.

AC Knowledge Graph

Builds and manages semantic knowledge graphs to enhance autonomous coding and project understanding.

Memory Systems Design

Implements sophisticated, multi-layered memory architectures including knowledge graphs and temporal persistence for autonomous AI agents.

Streamlit for Snowflake

Builds, configures, and deploys native Streamlit data applications directly within the Snowflake Data Cloud.

Advanced LLM Evaluation

Implements production-grade LLM-as-a-judge patterns to evaluate model outputs with high reliability and bias mitigation.

Gemini 3 Pro API Integration

Integrates Google's Gemini 3 Pro API into Python and Node.js applications with advanced reasoning and streaming capabilities.

RAG Implementation Guide

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases, semantic search, and advanced retrieval patterns.

Advanced Excel & Financial Modeling

Creates, edits, and analyzes professional Excel workbooks with dynamic formulas, automated recalculation, and industry-standard formatting.

Advanced LLM Evaluation

Implements sophisticated LLM-as-judge methodologies to evaluate and compare AI model outputs with high reliability and bias mitigation.

Amazon Bedrock Prompt Manager

Manages, versions, and tests Amazon Bedrock prompt templates to streamline enterprise-grade prompt engineering workflows.

DSPy.rb Expert

Builds type-safe, composable LLM applications in Ruby using the DSPy framework to program AI behavior instead of manual prompting.

Google Gemini Embeddings

Builds production-ready RAG systems and semantic search using optimized Gemini embedding-001 models and vector storage patterns.

Amazon Bedrock Agents

Builds and manages autonomous AI agents on Amazon Bedrock using foundation models, action groups, and knowledge bases.

Gemini Image Generator

Generates high-quality images from text prompts using Google Gemini 3 Pro via the fal.ai API.