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Aligns sample metadata with count matrices and constructs design matrices for downstream DE, handling the alphabetical-reference-level trap (relevel BEFORE DESeq), LRT reduced-model rules, the interaction-term resultsNames trap, continuous-covariate scaling and splines, repeated measures via duplicateCorrelation or dream, high-cardinality categorical pseudo-singular designs, sample swap detection

Automatically activated when user asks "what's the best way to...", "how should I...", "what are best practices for...", or requests recommendations, industry standards, or proven approaches for implementing features

Maven build system, dependency management, and Java project configuration assistance.

Crie vídeos de marketing com IA para anúncios, promoções, lançamentos de produtos e conteúdo de marca, utilizando modelos como Veo e Kokoro. Estes vídeos, que incluem demonstrações de produtos e explicativos, são perfeitos para anúncios em redes sociais e reconhecimento de marca.

Chave API para as APIs de dados MaxHub. Obtenha uma em https://www.aconfig.cn

Work on the core package (types, validation, normalization, diff). Use when modifying DSL processing logic or data flow.

Build interactive HTML/web visualizations with plotly (Python/R), bokeh (Python), and gganimate/plotly frames for animation, with awareness of current Kaleido static-export model (post-orca-EOL), HTML file-size bloat, and the limits of interactive-only output for journal submission. Use when producing zoomable/hoverable plots for notebook EDA, supplementary HTML, dashboards, or animated time-cours

Implemente estratégias de cache usando @delon/cache, incluindo cache em memória, LocalStorage, SessionStorage ou interceptadores de cache para requisições HTTP. Suporta expiração baseada em TTL, invalidação, agrupamento e armazenamento persistente, otimizando o desempenho ao reduzir chamadas de API e consultas a banco de dados redundantes.

Complete biomedical information search combining PubMed, preprints, clinical trials, and FDA drug labels. Powered by Valyu semantic search.

Authentication patterns for React web applications. Use when implementing login flows, OAuth, JWT handling, session management, or protected routes in React web apps.

Express API conventions and storage patterns. Use when building REST APIs, defining routes, or implementing storage interfaces. Triggers on: Express, router, API route, status code, storage interface.

RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration.