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Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

Visualize ChIP-seq data using deepTools, Gviz, and ChIPseeker. Create heatmaps, profile plots, and genome browser tracks. Visualize signal around peaks, TSS, or custom regions. Use when visualizing ChIP-seq signal and peaks.

Game audio principles. Sound design, music integration, adaptive audio systems.

You are a dependency management expert specializing in safe, incremental upgrades of project dependencies. Plan and execute dependency updates with minimal risk, proper testing, and clear migration pa

Fornece guias de instalação para ferramentas de engenharia reversa como radare2, Ghidra, GDB, QEMU, Frida, binutils e toolchains de compilação cruzada, útil quando essas ferramentas estão ausentes, não funcionam ou exigem configuração.

End-to-end proteomics workflow from MaxQuant output to differential protein abundance. Orchestrates data import, normalization, imputation, and statistical testing with MSstats or limma. Use when processing mass spectrometry proteomics.

Recomenda tamanhos de VMs Azure, VM Scale Sets (VMSS) e configurações com base em requisitos de carga de trabalho, desempenho e orçamento. Não requer conta Azure, utilizando documentação pública e a API de Preços de Varejo do Azure.

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model training and deployment workflows.

Apple Human Interface Guidelines interaction and UX patterns. Use this skill when the user asks about onboarding flow, user onboarding, app launch, loading state, drag and drop, search pattern, settings design, notifications, modality, multitasking, feedback pattern, haptics, undo redo, file management, data entry, sharing, collaboration, full screen, audio, video, haptic feedback, ratings, printi

Use this skill when you need to report on a sprint

When the user wants to optimize for entity recognition, Knowledge Graph, or entity-based SEO. Also use when the user mentions "entity SEO," "entity optimization," "Knowledge Graph," "Knowledge Panel," "entity signals," "brand entity," "entity linking," "entity relationships," or "entity-first content." For structured data, use schema-markup.