research

Scalable architecture planning requires structured research across scope definition, multi-source information gathering, analysis, and synthesis. This Skill applies phase-based workflows to evaluate design options, validate performance and security considerations, and produce actionable architecture recommendations backed by documented evidence.

Systematic research structure includes defining scope, gathering information from multiple sources, rigorous analysis, and synthesis aligned with security and performance requirements. This approach ensures reproducible reporting, clear risk assessments, and maintainable solutions that satisfy both technical and process requirements.

Yes. This Skill applies to domains requiring multi-source information gathering and synthesis to define scope and collect evidence for scalable, secure solutions. Microservices architectures benefit from structured research phases, multi-source validation, and deliverable planning including risk assessments and architecture recommendations.

Multi-source validation verifies information currency and applicability across platforms by gathering evidence through phase-based research workflows. The Skill produces clear, cited reports and risk assessments that demonstrate how recommendations satisfy technical and security requirements.

Document scope definition, research phases, cited sources, analysis findings, risk assessments, and architecture recommendations. Rigorous citation and reproducible reporting ensure your plans are defensible, maintainable, and aligned with security and scalability requirements for technical solutions.