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Configure conectividade segura e de alto desempenho entre a infraestrutura local e plataformas de nuvem usando VPN e conexões dedicadas. Utilize ao construir arquiteturas de nuvem híbrida, conectar data centers à nuvem ou implementar redes seguras entre diferentes ambientes.

Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to CSV/DataFrame, for flow cytometry data preprocessing.

水源危机 - Stella的饮用水即将耗尽,必须在盖亚星球上寻找、检测和净化水源以维持生存

Comprehensive guide for browser automation and web scraping with go-rod (Chrome DevTools Protocol) including stealth anti-bot-detection patterns.

Test Temporal workflows with pytest, time-skipping, and mocking strategies. Covers unit testing, integration testing, replay testing, and local development setup. Use when implementing Temporal workflow tests or debugging test failures.

Scientific presentations for conferences, seminars, thesis defenses, and grant pitches. Slide design, talk structure, timing, data viz for slides, QA. PowerPoint and LaTeX Beamer. For posters use latex-research-posters.

Orquestra fluxos de trabalho BMAD para desenvolvimento estruturado impulsionado por IA. Direciona o trabalho pelas fases de Análise, Planejamento, Solução e Implementação.

Use when creating UI designs to avoid generic "AI slop" aesthetics. Enforces distinctive typography, cohesive color systems, purposeful motion, and atmospheric backgrounds. Critical for landing pages, dashboards, and branded interfaces.

Test-Driven Development workflow principles. RED-GREEN-REFACTOR cycle.

AI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents.

GitHub Copilot Coding Agent automation. Apply the ai-copilot label to an issue → GitHub Actions auto-assigns Copilot via GraphQL → Copilot creates a Draft PR. One-click issue-to-PR pipeline.

Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts.