Data Science & ML Claude 技能

Prompt Engineering Patterns

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

LLM Communication Optimizer

Masters the art of prompting by treating LLMs like senior engineers through goal-oriented instructions and clear role definition.

LLM Gateway Routing

Manages multi-model access, fallbacks, and cost-based routing using OpenRouter and LiteLLM.

AI & LLM Development Suite

Standardizes the integration and optimization of Large Language Models through live research protocols and production-grade engineering patterns.

RAG Implementation for LLMs

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in proprietary data.

Ollama Local AI Integration

Integrates Ollama into projects for local AI inference, model management, and streaming API implementation.

Qualitative Coherence Checker

Ensures alignment between philosophical stances, analytical language, and research practices in qualitative studies.

ML Pipeline Workflow Orchestrator

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

Autopoietic Memory & Worlding

Implements a recursive, autopoietic loop for state management that synchronizes memory storage, pattern-matching recall, and generative world-building.

RAG Chunking Strategies

Implements optimized document splitting and processing workflows for Retrieval-Augmented Generation (RAG) systems.

WEV Verification & Topological Validation

Validates World Extractable Value (WEV) and topological system states using GF(3) logic and cybernetic reafference loops.

Waddington Landscape Modeling

Models developmental biology cell fate transitions through gradient flow, potential surfaces, and fractional diffusion dynamics.

Ward Identity Checker

Verifies GF(3) symmetry conservation and Markov blanket integrity across renormalization group flows for cybernetic system stability.

Document to MXCP Ingestor

Automates the intelligent ingestion of Excel and Word documents into MXCP servers for structured querying and semantic search.

WEV Tesseract

Verifies thread ancestry and reconstructs balanced world states to facilitate epistemic arbitrage and skill orchestration.

Vector Field Dynamics

Models and analyzes dynamical systems by assigning vectors to points in phase space to define complex flows and trajectories.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for AI agents using the AgentDB vector backend.

World Extractable Value (WEV)

Quantifies and extracts economic value from coordination inefficiencies and world transitions using Markov blanket arbitrage and Multiverse Finance.

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive capabilities for AI agents to optimize strategies based on historical experience.

LaSalle Invariance Analysis

Analyzes dynamical systems using the LaSalle Invariance Principle to determine asymptotic stability and long-term qualitative behavior.

URDF to MJCF Converter

Converts URDF robot descriptions into MJCF format for high-performance MuJoCo and MJX physics simulations.

Subgroup Analysis Pro

Conducts rigorous statistical subgroup analyses to identify effect moderation and data heterogeneity across diverse research populations.

Unwiring Arena

Implements play/coplay arena theory for autopoietic closure and learning through GF(3) conservation.

Data Visualization

Generates publication-quality scientific figures and data visualizations following academic design standards.

Unwiring Arena

Models and simulates autopoietic systems using arena theory and GF(3) conservation rules for adaptive learning.

Research Pre-Registration

Automates the creation of comprehensive pre-registration documents to ensure research transparency and prevent questionable scientific practices.

PRISMA Flow Diagram Generator

Generates standardized PRISMA 2020 flow diagrams to document the study selection process in systematic literature reviews.

Literature Gap Identifier

Identifies and prioritizes research gaps from systematic literature reviews to justify new studies and grant proposals.

Zeroth Bot Robotics Platform

Facilitates the development, simulation, and control of 3D-printed humanoid robots for reinforcement learning research.

Blinding Procedures for Research

Implements rigorous blinding protocols to minimize bias and ensure objectivity in experimental studies and clinical trials.