architect

To audit technical debt across backend and frontend modules, this Skill identifies, classifies, and prioritizes debt across ML, Backend, Frontend, and data pipelines. It ensures system-wide architectural coherence before debt compounds.

Maintaining architectural coherence during cross-domain integrations requires guarding integration boundaries and ensuring collaboration among ML, Backend, and Frontend skills. This Skill enforces architectural patterns and checks for integration risks.

ADR-driven governance works by documenting decisions and enforcing architectural patterns for major system design changes. This Skill provides performance oversight and records ADRs to prevent architectural drift across all modules.

You need system architecture oversight for technical debt management when performing quarterly audits or risk assessments for major design decisions. It prevents architectural drift and ensures consistency across modules before debt compounds.

Yes, you can use this for risk assessments on major architectural design decisions. It monitors performance implications, classifies technical debt, and applies ADR-driven governance to ensure architectural patterns are followed.

Yes, this Skill supports performance oversight across data pipelines and backend systems. It monitors architectural patterns, risk, and performance implications while ensuring system-wide architectural coherence and debt management.