Data Science & ML Habilidades de Claude

Precious Metal Miner Margin Analyzer

Calculates gross margin proxies for gold and silver miners to evaluate industry profitability and historical valuation cycles.

Market ATR Squeeze Detector

Analyzes asset volatility using normalized ATR% to identify high-risk 'squeeze' regimes and provide actionable risk management adjustments.

LLM Embedding Strategies

Optimizes semantic search and RAG applications by selecting, implementing, and fine-tuning high-performance embedding models and chunking strategies.

Marimo Reactive Notebooks

Develops and manages reactive Python notebooks that function as pure-code files, interactive data apps, and reproducible scripts.

Similarity Search Patterns

Implements high-performance similarity search and vector database patterns for AI-driven applications.

Denario Academic Research Assistant

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

Denario Scientific Research Automation

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

Biomni Biomedical AI Agent

Automates complex biomedical research tasks including drug discovery, genomics analysis, and CRISPR screening design using an autonomous AI agent framework.

DNAnexus Integration

Integrates Claude with the DNAnexus cloud platform to build genomic apps, manage biomedical data, and automate bioinformatics workflows using the dxpy SDK.

DrugBank Database & Pharmacology Analysis

Access and analyze comprehensive pharmaceutical data from DrugBank for drug discovery, pharmacology research, and chemical property analysis.

ClinVar Database Navigator

Queries and interprets NCBI ClinVar data to identify genetic variant clinical significance and pathogenicity.

Hybrid Search Implementation

Combines vector similarity and keyword-based search to optimize retrieval accuracy for RAG systems and search engines.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM reliability, reasoning capabilities, and structured output quality.

Advanced Excel & Spreadsheet Manager

Manages complex Excel workbooks with automated formula recalculation, professional financial modeling standards, and deep data analysis capabilities.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to optimize LLM performance, reliability, and structured output in production environments.

Agent Workflow Patterns

Implements sophisticated autonomous agent architectures and workflow patterns using the Vercel AI SDK.

LangChain Application Architect

Designs and implements sophisticated LLM applications using LangChain's framework for agents, memory, and complex workflows.

RAG Implementation Patterns

Implements high-performance Retrieval Augmented Generation (RAG) pipelines including document chunking, vector database integration, and semantic search.

LLM Application Evaluation

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and systematic benchmarking.

LLM Application Development

Builds robust AI-powered applications using advanced prompt engineering, RAG patterns, and multi-provider LLM integrations.

RAG Retrieval Patterns

Implements and optimizes advanced search strategies including semantic, hybrid, and reranking for high-performance RAG systems.

Document Parsing & Extraction

Extracts text, tables, and metadata from PDF, DOCX, and HTML documents to power RAG pipelines and data processing workflows.

ElevenLabs Speech-to-Text Integration

Integrates ElevenLabs Scribe v1 for high-accuracy speech-to-text transcription across 99 languages with speaker diarization.

Gemma 3 270M Integration Template

Streamlines the integration and testing of Gemma 3 270M models within the Claude Code environment.

LlamaIndex RAG Patterns

Implements production-ready RAG pipelines and advanced retrieval strategies using LlamaIndex templates and scripts.

Mem0 Memory Design Patterns

Architects scalable AI memory systems with optimized retention, storage backends, and multi-level context patterns.

RAG Chunking Strategies

Implements and benchmarks advanced document chunking strategies to optimize retrieval performance and context preservation in RAG pipelines.

arXiv Daily Paper Reader

Automates the discovery and retrieval of the latest research papers from arXiv across multiple scientific categories.

AI Training Diagnostics

Diagnoses and fixes machine learning training issues including loss plateaus, gradient instabilities, and convergence failures.

Climpt Agent Scaffolder

Automates the creation of standardized Climpt agent directories and configuration files to accelerate AI agent development.