Data Science & ML Claude 技能

LLM Integration

Configures and manages diverse LLM providers, streaming callbacks, and token optimization strategies for XSky-based agentic workflows.

Vision & Multimodal Capabilities

Powers Claude with advanced visual perception to analyze images, process PDFs, and extract structured data from visual inputs.

Document Parser

Transforms oversized documents into structured, token-optimized hierarchical sections with extracted metadata to overcome context window limitations.

AgentDB Memory Patterns

Implements persistent, high-performance memory and learning patterns for AI agents using AgentDB.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks across sandboxed E2B environments using multiple architectures and federated learning.

ReasoningBank Intelligence

Empowers AI agents with adaptive learning and pattern recognition to optimize workflows and decision-making strategies through experience.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using the AgentDB vector engine.

Advanced AI Reasoner

Enhances Claude's problem-solving capabilities using advanced search strategies like Beam Search and Monte Carlo Tree Search.

Deep Research

Produces comprehensive, well-sourced research reports using an iterative diffusion-based refinement methodology.

NCI Manipulation Analysis

Detects narrative manipulation and propaganda patterns in text and URLs using the Narrative Credibility Index (NCI) Protocol.

Databento Market Data Analysis

Accesses and analyzes ES/NQ futures market data using Databento's high-fidelity platform with a cost-optimized workflow.

Prompt Engineering Expert

Crafts production-ready LLM prompts, agent definitions, and system instructions optimized for Claude and GPT models.

Prompt Engineering Patterns

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

Crypto Data Extraction

Extracts and normalizes multi-exchange market data, technical indicators, and social sentiment for comprehensive crypto analysis.

Technical Stock Indicators

Calculates core financial technical indicators including MA, MACD, RSI, and Bollinger Bands for stock market analysis and quantitative trading.

Consensus

Consults multiple AI models simultaneously and synthesizes their outputs using configurable strategies to improve accuracy and gather diverse perspectives.

Senior Prompt Engineer

Optimizes LLM performance through advanced prompt engineering, RAG architecture design, and agentic system orchestration.

FTD Analysis Output Validator

Ensures the integrity of FTD analysis output by validating JSONL structures, TALD scale requirements, and clinical domain completeness.

RAG Manager

Manages Retrieval-Augmented Generation (RAG) indices to enable semantic search capabilities over BigQuery datasets.

MLOps Pipeline Workflow

Builds production-grade MLOps pipelines by orchestrating data preparation, model training, validation, and automated deployment workflows.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and comparative benchmarking.

PocketFlow

Orchestrates complex LLM applications using graph-based abstractions, agentic design patterns, and modular task decomposition.

ReasoningBank with AgentDB

Implements high-performance adaptive learning patterns and trajectory tracking for self-learning agents using a 150x faster vector database.

Incentive-Based Prompting

Optimizes Claude's output quality using research-backed psychological framing and statistical pattern-matching techniques.

Kalshi Prediction Markets

Accesses real-time prediction market data, betting odds, and trading analytics from the Kalshi platform.

Bioinformatics Research Project Manager

Automates the initialization and lifecycle management of bioinformatics research projects with structured workflows and scientific quality standards.

Lab Notebook Manager

Manages structured bioinformatics lab notebooks through interactive dialogue to ensure high-quality, reproducible research documentation.

Scientific Experiment Reporter

Generates and refines structured scientific reports from bioinformatics lab notebooks with integrated figure support and professional PDF export.

Hypothesis-Driven Research

Refines and validates bioinformatics hypotheses by transforming vague observations into specific, testable experimental strategies.

AI Multimodal Processing

Integrates Google Gemini's multimodal capabilities to process audio, video, images, and documents directly within the Claude Code environment.