Data Science & ML Claude 스킬

Generative AI & LLM Engineering

Builds production-grade AI applications using advanced RAG patterns, prompt engineering, and LLM orchestration frameworks.

Agentic Optimization Commands

Standardizes AI agent tuning by providing a command interface for bootstrapping, running, and monitoring optimization loops in Codex.

Scientific Literature Reviewer

Automates systematic literature reviews by searching academic databases, synthesizing findings, and generating publication-ready documents with verified citations.

Scientific Research Lookup

Conducts real-time academic research and literature reviews using Perplexity’s advanced Sonar models with automated citation generation.

AI Product Engineering

Builds production-grade AI features using robust LLM integration patterns, prompt versioning, and cost-optimized RAG architectures.

Langdock API Operations

Automates Langdock assistant management, knowledge base operations, and usage data exports through a unified CLI wrapper.

AI Product Engineering

Implements production-grade LLM integration patterns, scalable prompt engineering, and cost-optimized AI architectures.

NetCDF Metadata

Extracts and analyzes metadata from NetCDF and CDL files into structured CSV format for documentation and data analysis.

RAG Systems Engineer

Implements high-performance Retrieval-Augmented Generation systems by optimizing embeddings, chunking strategies, and vector search pipelines.

Advanced RAG Implementation

Implements high-performance Retrieval-Augmented Generation systems using sophisticated chunking, hybrid search, and reranking strategies.

ERA5 Climate Data Downloader

Retrieves global atmospheric, land, and ocean climate reanalysis data from the Copernicus Climate Data Store using the CDS API.

RAG Systems Engineer

Architects high-performance Retrieval-Augmented Generation systems using advanced embedding, chunking, and retrieval optimization strategies.

RAG Systems Architect

Architects high-performance Retrieval-Augmented Generation systems using advanced chunking strategies and optimized vector search algorithms.

Agent Evaluation Design

Architects comprehensive evaluation frameworks for AI agents by defining metrics, datasets, and grading strategies.

Prompt Engineer

Architects high-performance LLM prompts using structured patterns, few-shot examples, and systematic evaluation to maximize model reliability.

RAG Implementation Expert

Implements sophisticated Retrieval-Augmented Generation patterns including semantic chunking, hybrid search, and reranking to improve LLM accuracy.

BlockRun Multi-Model Bridge

Expands Claude's capabilities with native image generation, real-time social media data, and cross-model reasoning via an autonomous micropayment wallet.

Autonomous Agent Architect

Builds reliable AI agents using robust patterns like ReAct and Plan-Execute while prioritizing guardrails and self-correction.

Visual Plot Annotator

Modifies Matplotlib plots through visual browser-based annotations and AI-powered code updates.

Advanced Prompt Engineering

Architects high-performance LLM prompts using structured design patterns and systematic evaluation techniques.

Prompt Engineering Patterns

Optimizes Large Language Model performance through advanced prompting patterns, systematic testing, and structured template systems.

Gemini Token Optimization

Optimizes token usage and reduces operational costs when delegating tasks to the Gemini CLI.

Scientific Schematics & Diagrams

Generates publication-quality scientific diagrams and architectural schematics with automated AI quality review.

AI/ML Integration

Integrates cutting-edge AI and machine learning capabilities into applications using LLM APIs, vector databases, and RAG architectures.

LLM Prompt Architect

Architects high-performance prompts and structured system instructions to optimize Large Language Model accuracy and reliability.

Contingency Module Architect

Designs resilient contingency module architectures to manage failure scenarios within AI governance frameworks.

Academic Research Engineer

Enforces absolute scientific rigor and theoretical correctness in software engineering and implementation tasks.

BlockRun for Claude

Extends Claude’s capabilities with real-time X/Twitter data, AI image generation, and multi-model routing via an integrated micro-payment wallet.

BlockRun

Expands Claude's capabilities with image generation, real-time X/Twitter data, and access to external LLMs via autonomous micropayments.

Google ADK Python

Builds, evaluates, and deploys code-first AI agents and multi-agent systems using Google's Agent Development Kit.