Skill UI

Query live genomic surveillance data via GenSpectrum LAPIS API to identify circulating viral lineages, growth rates, and mutations. Essential for determining current pathogen states like dominant SARS-CoV-2 variants or influenza clades, ensuring accuracy beyond static knowledge cutoffs. Supports multiple pathogens including SARS-CoV-2, Influenza, and RSV.

Apply Martin Fowler-inspired enterprise architecture rules when choosing layers, service layers, transaction scripts, domain models, repositories, mappers, or DTOs. Helps structure enterprise applications with proven patterns.

This skill performs pharmacokinetic and pharmacodynamic modelling, including non-compartmental analysis, compartmental fitting, and population PK. It helps derive exposure metrics, evaluate dosing regimens, and predict drug interactions using Python scripts. Suitable for analyzing concentration-time data and supporting clinical pharmacology workflows.

Apply pragmatic programming rules inspired by Hunt and Thomas to improve engineering judgment, feedback loops, DRY knowledge, orthogonality, automation, and adaptability. Use this skill for design and code decisions requiring pragmatic engineering tradeoffs.

Query the precomputed AlphaGenome Atlas or run the AlphaGenome model to score human GRCh38 SNVs and mouse variants, retrieving AVI impact scores, SHAP feature attributions, and RNA-seq, DNase, ATAC, ChIP, splicing, and contact-map track predictions for regulatory variant interpretation.

Compare multiple Japanese NLP libraries, models, or datasets across user-selected criteria, rendered as a clear table with ratings. Ideal for choosing between alternatives like MeCab vs Sudachi, or evaluating tools for tasks such as morphological analysis, embeddings, or OCR.