What I learned orchestrating multiple AI agents across the product development lifecycle — from requirements brainstorming with ChatGPT to async coding with Codex to supervised edits with Claude — while building a production expense reporting app.

Managed deployments and operations for web-based solutions across hosted environments, focusing on standardization, automation and scalability.