Data Science & ML Claude 技能

Natural Selection Design Patterns

Implements evolutionary design principles to build adaptive systems that improve through iterative variation, selection pressure, and inheritance.

Deep Research Oracle

Routes prompts and code context to multiple high-performance AI models for cross-validation and specialized deep research.

Prompt Engineering Frameworks

Applies systematic techniques and structured frameworks to optimize LLM instructions for maximum accuracy, consistency, and output quality.

Evolution Patterns

Applies biological adaptation principles to optimize complex systems through iterative variation, selection, and inheritance.

Base Rate Thinking Pattern

Anchors predictions and decision-making in statistical frequencies to avoid cognitive bias and improve estimation accuracy.

Anthropic XLSX for OpenClaw

Processes and manipulates Excel spreadsheets within the OpenClaw environment using native tool execution flows.

Aristotle Mathematical Prover

Formalizes natural language mathematical questions into Lean 4 and verifies them using the Harmonic Aristotle prover API.

Tournament Forecasting

Implements structured competitive prediction frameworks using Brier scores and systematic debiasing to enhance organizational forecasting accuracy.

ctrlsys Control Theory & Systems Engineering

Simplifies the design and analysis of complex control systems using the C11-based ctrlsys library.

Fitness Landscapes Thinking Pattern

Analyzes complex optimization problems using evolutionary landscape metaphors to identify local traps and global optima.

Scientific Brainstorming

Facilitates creative research ideation and exploratory thinking to generate novel scientific hypotheses and methodologies.

Intelligent Model Router

Optimizes AI workloads by intelligently routing tasks to the most suitable model profile based on quality, latency, and cost constraints.

Market Research & Intelligence

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

Cost-Aware LLM Pipeline Optimizer

Optimizes LLM workflows and pipeline architectures by balancing performance tradeoffs and operational costs through evidence-based decision making.

Regex vs LLM Structured Text Parser

Optimizes structured text extraction by combining high-speed Regex patterns with LLM validation for complex edge cases.

Agent Harness Architect

Designs and optimizes AI agent action spaces and tool definitions to maximize completion rates and reliability.

Market Research & Intelligence

Conducts deep market research, competitive analysis, and investor due diligence with verified sourcing and decision-ready summaries.

Financial Analyst Assistant

Performs specialized financial analysis and modeling using OpenClaw-native workflows and explicit verification.

Financial Analyst

Performs automated financial ratio analysis, DCF valuations, and rolling forecast construction for data-driven strategic decision-making.

On-Device Foundation Model Workflows

Streamlines the implementation and verification of foundation models on local devices using OpenClaw-native workflows.

Senior Computer Vision Engineer

Architects and deploys production-grade computer vision systems for object detection, image segmentation, and visual AI tasks.

AI Agent Harness Design

Optimizes AI agent action spaces and tool definitions to maximize completion rates and task reliability within Claude Code.

Agent Harness Construction

Optimizes AI agent tool definitions, observation formats, and action spaces to maximize task completion rates.

Senior Computer Vision Engineering

Provides senior-level computer vision expertise and deterministic guidance for OpenClaw-native development workflows.

Agent Harness Construction

Orchestrates AI agent behavior and infrastructure to ensure reliable, high-performance execution within the OpenClaw ecosystem.

Senior Prompt Engineer

Optimizes LLM prompts, evaluates RAG performance, and designs sophisticated agentic workflows for AI-driven applications.

Structured Data Extraction Architect

Optimizes data extraction pipelines by evaluating and implementing regex-based versus LLM-driven parsing strategies.

Senior Prompt Engineer

Optimizes prompts, evaluates RAG performance, and designs complex agentic workflows for high-performance LLM applications.

Engineering Team Senior Data Scientist

Empowers Claude with senior-level data science expertise and engineering-grade execution patterns for complex data workflows.

XLSX Spreadsheet Expert

Automates professional spreadsheet creation, financial modeling, and data analysis with dynamic formulas and industry-standard formatting.