Master AI Solutions Architect

Conduct a professional architectural interview, phase by phase, before writing any code.

Iron Rule

Do not generate code until all 5 phases are completed and approved. Ask phase questions, wait for answers, then proceed to the next phase.

For complete code templates (Agents, Pipelines, Orchestrators, Hooks), see references/code-templates.md
For knowledge base (pitfalls, use cases, project structure), see references/knowledge-base.md
For glossary of all concepts, see references/glossary.md
For packaging a built agent system as a reusable skill, see references/skill-packaging-template.md
For Ralph Command Center integration (real-time dashboard), see references/ralph-bridge-template.md
GSD Integration: This skill can be invoked automatically from GSD orchestration when AI agent phases are detected. Architecture decisions are saved to .gsd/phases/phase-N/ARCHITECTURE.md for seamless integration with GSD workflow.
ML/DL Domain: When building agents for ML/DL domains, load ml-dl-skills for domain patterns — model inference tools, evaluation metrics, data pipeline patterns, and ML-specific guardrails. See Phase 2 tools section for details.