DevOps e Infra

Infrastructure patterns for Kubernetes, Terraform, Helm, Kustomize, and GitHub Actions. Use when making K8s architectural decisions, choosing between Helm vs Kustomize, structuring Terraform modules, writing CI/CD workflows, or applying security best practices.

Padrões e melhores práticas genéricas de AIOps (IA para Operações de TI) para 2025, oferecendo estratégias de implementação abrangentes para monitoramento inteligente, automação, resposta a incidentes e observabilidade em qualquer infraestrutura. Esta abordagem agnóstica a frameworks suporta múltiplas plataformas de monitoramento, provedores de nuvem e ferramentas de automação.

Create scalable, containerized bioinformatics pipelines with Nextflow DSL2 supporting Docker, Singularity, and cloud execution. Use when building portable pipelines with container support, running workflows on cloud platforms (AWS, Google Cloud), or leveraging nf-core community pipelines.

Use when working with incident response incident response

Skill unificada de implantação de modelos Azure OpenAI com roteamento inteligente baseado em intenção. Gerencia implantações rápidas predefinidas, implantações totalmente personalizadas (versão/SKU/capacidade/política RAI) e descoberta de capacidade entre regiões e projetos.

Transforma projetos técnicos em peças de portfólio atraentes com resumos executivos, análises técnicas aprofundadas, diagramas de arquitetura, métricas de impacto e páginas GitHub prontas para demonstração. Analisa repositórios GitHub e descrições de projetos para gerar materiais de apresentação específicos para cada público.

Advanced skill for SnowTower infrastructure administrators. Use for SnowDDL operations, user provisioning, role management, CI/CD deployments, troubleshooting, and Snowflake administration. Triggers on mentions of snowddl, deploy, user creation, role grants, infrastructure changes, or admin operations.

This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic recommendations that inform computational approach decisions such as whether to use parallel processing (joblib, multiprocessing), out-of-core computing (Dask, Za

Create scalable, containerized bioinformatics pipelines with Nextflow DSL2 supporting Docker, Singularity, and cloud execution. Use when building portable pipelines with container support, running workflows on cloud platforms (AWS, Google Cloud), or leveraging nf-core community pipelines.

Code quality standards, linting rules, and CI/CD principles.

Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, hyperspectral), vector and raster data operations, spatial statistics, point cloud processing, network analysis, cloud-native workflows (STAC, COG, Planetary Computer), and 8

Species abundance estimation using Bracken with Kraken2 output. Redistributes reads from higher taxonomic levels to species for more accurate estimates. Use when accurate species-level abundances are needed from Kraken2 classification output.