Data Science & ML Claude 技能

Semantic Search Index Manager

Manages and maintains GPU-accelerated semantic search indexes for local codebases within Claude Code.

Cost-Aware LLM Pipeline

Optimizes LLM API expenses through intelligent model routing, budget tracking, and efficient caching strategies.

Agent Orchestration (MageAgent)

Coordinates multiple specialized AI agents to solve complex tasks through collaborative, competitive, and analytical workflows.

Market Research & Intelligence

Conducts data-driven market research, competitive analysis, and investor due diligence with verified source attribution.

Pine Trade Validator

Aligns Python trading strategies with TradingView Pine Script exports and research logic to ensure 100% backtest parity.

arXiv Review Paper Writer

Automates the creation of high-quality ML/AI review papers for arXiv using the IEEEtran LaTeX template and verified citations.

Local Audio Transcription

Transcribes MP3, WAV, and M4A audio files into text using hardware-accelerated MLX Whisper on Apple Silicon.

Project Docling Engineer

Builds production-grade Python document-processing systems featuring Docling integration, OCR fallbacks, and editable DOCX generation.

PaperBanana Scientific Illustration Generator

Generates publication-ready scientific diagrams and statistical plots for academic papers using a multi-agent pipeline.

Redmine RAG Development

Streamlines the development of Retrieval-Augmented Generation (RAG) features for Redmine with strict grounding and citation requirements.

Notion RAG Codex

Facilitates the development and management of multi-agent Retrieval-Augmented Generation (RAG) pipelines with seamless Notion integration.

Speech2Text Client

Transcribes audio and video files into text via a specialized Speech2Text API with support for JWT authentication and task polling.

Popper's Falsifiability

Validates hypotheses and scientific theories by ensuring they are testable and capable of being proven false through rigorous experimentation.