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Production-ready RNA-seq differential expression analysis using PyDESeq2. Performs DESeq2 normalization, dispersion estimation, Wald testing, LFC shrinkage, and result filtering. Handles multi-factor designs, multiple contrasts, batch effects, and integrates with gene enrichment (gseapy) and ToolUniverse annotation tools (UniProt, Ensembl, OpenTargets). Supports CSV/TSV/H5AD input formats and any

Perform statistical tests, hypothesis testing, correlation analysis, and multiple testing corrections using scipy and statsmodels. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).

Construa DAGs de produção do Apache Airflow com as melhores práticas para operadores, sensores, testes e implantação. Use ao criar pipelines de dados, orquestrar fluxos de trabalho ou agendar jobs em lote.

Dynamic application security testing (DAST) using OWASP ZAP (Zed Attack Proxy) with passive and active scanning, API testing, and OWASP Top 10 vulnerability detection. Use when: (1) Performing runtime security testing of web applications and APIs, (2) Detecting vulnerabilities like XSS, SQL injection, and authentication flaws in deployed applications, (3) Automating security scans in CI/CD pipelin

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

When the user needs a security assessment — threat modeling, vulnerability review, auth flow audit, dependency scanning, or says "is this secure", "review for vulnerabilities", "threat model", "security audit", "pen test prep".

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Esta skill é usada para avaliar, aprimorar, testar ou desafiar uma ideia de negócio, oferta, escolha de mercado, produto ou movimento estratégico, aplicando a cascata de escolhas Playing to Win de Roger Martin e A.G. Lafley. Ela é ativada por frases como "Playing to Win", "P2W", "onde jogar", "como vencer", "aspiração vencedora", "crie uma estratégia para mim", "red-team esta ideia" ou "teste de pressão".

Operate long-lived agent workloads with observability, security boundaries, and lifecycle management.

Debug regex patterns with visual breakdowns, plain English explanations, test case generation, and flavor conversion. Use when user needs help with regular expressions or pattern matching.

Esta skill é para solicitações relacionadas a testes de segurança de API, como fuzzing, busca por vulnerabilidades IDOR, testes de APIs REST ou GraphQL, testes de penetração de API, testes de API para bug bounty, ou orientação sobre técnicas de avaliação de segurança de API.

Systematic root-cause debugging methodology. Use when encountering bugs that aren't immediately obvious: intermittent failures, multi-component issues, or bugs that have resisted quick fixes. NOT needed for simple typos or obvious one-line fixes. Triggers on "왜 안 되지", "can't figure out", "keeps failing".