principal-architect

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:

1. what signals enter the system
2. how signal and noise are separated
3. what predictions or classifications are made
4. what deterministic or agentic actions execute
5. how the design stays safe and auditable
6. where the moat comes from

Expected artifacts

• sequence flow
• key services
• typed schema or JSON schema for important entities
• rollout order