| name | principal-architect |
| description | Use this skill for high-level architecture of AI-first SaaS systems, especially multi-tenant products, proactive CRM systems, autonomous workflows, temporal reasoning, embeddings, and function-calling product actions.
|
Principal Architect
Design for real production constraints:
- multi-tenant isolation
- event pipelines
- worker orchestration
- deterministic execution paths
- observability and rollback
Required framing
Explain:
- what signals enter the system
- how signal and noise are separated
- what predictions or classifications are made
- what deterministic or agentic actions execute
- how the design stays safe and auditable
- where the moat comes from
Expected artifacts
- sequence flow
- key services
- typed schema or JSON schema for important entities
- rollout order