Data Science & ML Habilidades de Claude

Known Motif Scanning

Identifies and maps transcription factor binding motifs within genomic regions like ChIP-seq and ATAC-seq peaks using HOMER.

C++20 Numerical Patterns

Provides standardized C++20 implementations for high-performance numerical computing, matrix operations, and parallel I/O.

HoloViz Colormaps & Styling

Applies perceptually uniform colormaps and accessible visual styling to data visualizations using Colorcet and the HoloViz ecosystem.

Embedding Strategies

Optimizes vector embedding selection and text chunking strategies for production-grade RAG and semantic search applications.

PolicyEngine Analysis

Simplifies the creation of policy impact analyses, research dashboards, and tax-benefit microsimulations using standardized patterns.

Document to MXCP Ingestor

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

HoloViz Plotting Fundamentals

Simplifies the creation of interactive, publication-quality visualizations using hvPlot and HoloViews within the HoloViz ecosystem.

SAP Cloud SDK for AI

Integrates enterprise-grade AI capabilities into SAP BTP applications using the SAP Cloud SDK for AI for JavaScript/TypeScript and Java.

Methylation Variability Analysis

Quantifies CpG-level methylation variability and epigenetic heterogeneity from whole-genome bisulfite sequencing data using standardized statistical workflows.

Unwiring Arena

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

Skill Embedding VSS

Performs vector similarity search and hierarchical clustering for agent skills using P-adic ultrametrics and MLX-powered embeddings.

Integrative Methylation-Expression Analysis

Integrates differential methylation and gene expression datasets to identify coordinated epigenetic regulation patterns and classify regulatory relationships.

OpenAlgo Technical Indicators

Performs sophisticated technical analysis and generates trading signals using TA-Lib and OpenAlgo market data.

Flow Nexus Neural

Trains and deploys complex neural networks across distributed E2B sandbox environments using the Flow Nexus framework.

AI Chain Modularization Planner

Generates structured plans to decompose complex AI include chains into modular, reusable components.

Extended Reasoning & Thinking

Enables deep, multi-step chain-of-thought reasoning for complex problem-solving and logic verification within Claude.

Prompt Engineer

Builds, optimizes, and debugs LLM prompts and technical documentation using advanced prompt engineering patterns and brutal concision.

Multi-Agent Orchestration

Architects complex multi-agent systems and workflows using standardized patterns across major AI frameworks.

Scientific Research Automation

Automates the end-to-end scientific research lifecycle from initial data analysis and hypothesis generation to the production of publication-ready LaTeX manuscripts.

Ollama Local AI Integration

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

Functional Enrichment Analysis

Performs Gene Ontology and KEGG pathway enrichment analysis from genomic regions or gene lists with automated R-based visualizations.

AI & LLM Development Suite

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

LLM Gateway Routing

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

LLM Communication Optimizer

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

GF(3) Tripartite Orchestration

Coordinates multi-agent systems and state transitions using GF(3) Galois Field conservation principles.

Agent-O-Rama

Extracts behavioral patterns and trains cognitive learning agents from interaction sequences.

CRN Topology & Reaction Network Generator

Generates and analyzes Chemical Reaction Network (CRN) hypergraph structures to predict dynamical behaviors like stability and oscillations.

Rezk Types & Local Univalence

Implements local univalence and complete Segal space semantics for synthetic infinity-category theory and topological chemistry.

Ergodicity & Dynamical Systems

Analyzes and models complex dynamical systems using ergodicity principles where time averages equate to space averages.

Ward Identity Checker

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