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PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reasoning. Best for custom model development, protein property prediction, retrosynthesis. For pre-trained models and diverse featurizers use deepchem; for benchmark datasets use pytdc.

This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, summarization, image classification, object detection, speech recognition, and fine-tuning models on custom datasets.

This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, summarization, image classification, object detection, speech recognition, and fine-tuning models on custom datasets.

When the user wants to create, optimize, or audit migration guides for users switching from competitors. Also use when the user mentions "migration guide," "migrate from X," "switch to [product]," "import from X," or "data migration." For rebrand and redirects, use rebranding-strategy.

TimescaleDB - PostgreSQL extension for high-performance time-series and event data analytics, hypertables, continuous aggregates, compression, and real-time analytics

Performs comprehensive audits to detect placeholder code, mock data, TODO markers, and incomplete implementations in codebases. Use this skill when you need to find all instances of "theater" in code such as hardcoded mock responses, stub functions, commented-out production logic, or fake data that needs to be replaced with real implementations. The skill systematically identifies these instances,

When the user wants to optimize for mobile-first indexing or fix mobile usability. Also use when the user mentions "mobile-friendly," "mobile-first indexing," "mobile SEO," "responsive design," "mobile adaptation," "mobile viewport," "viewport meta," "touch targets," "font size mobile," "AMP," or "Accelerated Mobile Pages." For viewport meta, use page-metadata.

Create 3D scenes, interactive experiences, and visual effects using Three.js. Use when user requests 3D graphics, WebGL experiences, 3D visualizations, animations, or interactive 3D elements.

Habilidad de Verificación de Migración Flyway - Valida archivos de migración, verifica conflictos de números de versión, cumplimiento de convenciones de nomenclatura y sintaxis SQL. También comprueba conflictos con la rama principal para asegurar la calidad de la migración.

Consulta la API STRING para interacciones proteína-proteína (59M proteínas, 20B interacciones). Realiza análisis de red, enriquecimiento GO/KEGG y descubrimiento de interacciones en más de 5000 especies para biología de sistemas.

Genera gráficos y visualizaciones a partir de datos utilizando diversas bibliotecas y formatos de gráficos.

Consulte CZ CELLxGENE Census (más de 61M de células). Filtre por tipo de célula/tejido/enfermedad, recupere datos de expresión e integre con scanpy/PyTorch para análisis de célula única a escala poblacional.