Enterprise AI Development Playbook & Multi-Agent Architecture
Product Design Manager • Partnering with CAIO
Problem: Engineering and product teams were experimenting with disconnected AI models without shared standards for tool definitions, error handling, access boundaries, or user safety.
Approach: Co-authored a 9-stage enterprise AI development playbook establishing enforceable standards for prompt patterns, error recovery, and multi-agent supervision. Configured strict read/write boundaries for custom Azure DevOps connectors in Microsoft Copilot Studio.
Impact: Established the governance foundation for all production AI deployments across the global enterprise.