Data Science & ML Habilidades de Claude

xAI Financial Sentiment Integration

Integrates real-time xAI Grok sentiment with professional financial data APIs for comprehensive market and sentiment analysis.

Metabolomics Workbench Explorer

Accesses the NIH Metabolomics Workbench REST API to retrieve comprehensive metabolomics study data, metabolite structures, and standardized RefMet nomenclature.

RAG Systems Implementation

Implements advanced Retrieval-Augmented Generation (RAG) architectures using vector databases and semantic search to ground LLM responses in external knowledge.

AI Agent Architect

Architects and implements autonomous AI agent systems using sophisticated planning, memory, and tool-integration strategies.

xAI Financial Intelligence & Data Integration

Integrates real-time xAI Grok sentiment with major financial APIs to provide a holistic view of market trends, price action, and fundamental health.

LLM Application Evaluation

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

Semantik Plugin Development

Builds custom plugins for the Semantik search engine to handle document ingestion, embeddings, and AI-powered reranking.

LangGraph v1 & LangChain Assistant

Facilitates the development and migration of Python-based AI agents using LangGraph v1 and LangChain v1 standards.

Auto-Claude Memory System

Implements a persistent knowledge graph memory system for Auto-Claude to retain context and learn patterns across development sessions.

Memory Manager

Persists project knowledge and error-solution patterns across autonomous coding sessions to prevent repetitive mistakes.

Gemini CLI Integration

Integrates Google’s Gemini AI capabilities into Claude Code for multimodal tasks, advanced code analysis, and automated tool execution.

AC Memory Manager

Persists knowledge and learned patterns across autonomous coding sessions using Graphiti-based memory management.

xAI Grok Model Selector

Simplifies the selection and optimization of xAI Grok models for development tasks through detailed capability and cost analysis.

Amazon Bedrock Knowledge Bases

Builds and manages fully managed RAG solutions using Amazon Bedrock for semantic search and document-based AI applications.

LLM Tuning Patterns

Configures optimal LLM parameters and reasoning strategies based on evidence-backed research for specialized technical tasks.

Memory System Architecture

Design and implement multi-layered memory architectures for AI agents to ensure long-term state persistence and entity consistency.

Memory Manager

Persists learned solutions and error patterns across autonomous coding sessions to create a self-healing development environment.

Physics Analysis Spec Builder

Generates and refines structured physics analysis specifications using standardized templates and domain-specific best practices.

Pymoo Optimization Framework

Optimizes complex multi-objective and constrained problems using state-of-the-art evolutionary algorithms and decision-making tools.

AC Memory Manager

Manages persistent cross-session memory for autonomous coding tasks using Graphiti integration.

Bedrock AgentCore Memory

Integrates persistent episodic and short-term memory into Amazon Bedrock agents to maintain user context and learn from interactions across sessions.

PufferLib Reinforcement Learning

Accelerates reinforcement learning workflows with high-performance environment vectorization and optimized PPO training.

NCBI Gene Database Integration

Simplifies gene data retrieval and annotation by querying the NCBI Gene database via E-utilities and Datasets APIs.

Scanpy Single-Cell Analysis

Performs comprehensive single-cell RNA-seq analysis workflows including quality control, clustering, and visualization.

scvi-tools: Probabilistic Single-Cell Analysis

Implement deep generative models for single-cell omics analysis, enabling batch correction, multimodal integration, and probabilistic differential expression.

LabArchives ELN Integration

Automates electronic lab notebook workflows including data uploads, notebook backups, and programmatic entry management via the LabArchives REST API.

FinnHub Financial Data

Integrates real-time financial market data including stock quotes, forex rates, crypto prices, and company fundamentals via the FinnHub API.

Python Experiment Reproducibility

Ensures deterministic results in Python research code by centralizing configurations, controlling randomness, and recording run metadata.

Agent Memory System

Implement a multi-layered persistent memory architecture for AI agents to enable cross-session learning and long-term context retention.

Gemini 3 Advanced Features

Implements advanced Gemini 3 Pro capabilities including function calling, structured JSON outputs, and cost-efficient context caching for production AI applications.