Data Science & ML Claude 技能

RAG Implementation Pro

Builds robust Retrieval-Augmented Generation (RAG) systems to ground LLM applications with external knowledge and proprietary data.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompting techniques like few-shot learning and chain-of-thought reasoning.

RAG System Implementation

Build robust Retrieval-Augmented Generation systems using vector databases and semantic search patterns to ground LLM responses in factual data.

xAI Financial Sentiment Integration

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

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.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

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.

LangChain Architecture

Designs and implements sophisticated LLM applications using the LangChain framework for complex AI workflows.

MLOps Pipeline Workflow

Orchestrates end-to-end machine learning pipelines from automated data preparation through model training, validation, and production deployment.

Semantik Plugin Development

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

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.

Similarity Search Patterns

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

xAI Grok Model Selector

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

Morgus Research & Deep Analysis

Conducts systematic, high-rigor research and data synthesis to transform raw information into actionable insights and structured reports.

Amazon Bedrock Knowledge Bases

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

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.

Twelve Data Financial API

Integrates comprehensive financial market data for stocks, forex, crypto, and technical indicators into the Claude environment.

Twelve Data Financial API

Integrates Twelve Data for real-time and historical financial market data across stocks, forex, crypto, and technical indicators.

C++ Anti-Slop for Rcpp

Optimizes Rcpp and C++ extensions by enforcing memory safety, const-correctness, and high-performance vectorized patterns.

Bayesian Survival Models

Implements robust Bayesian survival analysis models including Weibull and Cox-like piecewise hazards with censoring support.

Recipes Feature Engineering

Streamlines machine learning data preprocessing in R using standardized Tidymodels recipes patterns.

Demographic Fiscal Trap Analyzer

Analyzes the intersection of aging populations and sovereign debt to quantify fiscal vulnerability and potential currency dilution paths.

Gold Revaluation Stress Test

Calculates implied gold prices and sovereign backing ratios to stress-test currency stability in scenarios where the USD loses its reserve status.

xAI Grok Model Selection Guide

Provides comprehensive guidance and technical specifications for selecting and optimizing xAI Grok models within developer workflows.

Claude Opus 4.5 Expert Guide

Provides comprehensive guidance on leveraging Claude Opus 4.5, including reasoning control via the effort parameter and performance optimization.

Amazon Bedrock Model Customization

Customizes and optimizes Amazon Bedrock foundation models through fine-tuning, continued pre-training, reinforcement learning, and model distillation.