From Chaos to Control: Bringing Engineering Discipline to AI-Powered Development

How I moved from unstructured Claude prompts to a production-ready orchestration framework - and finally got some sleep. The Real Problem: Where is the “Engineering” in AI Coding? We were using Claude Code SDK to generate code. It worked - Claude would write functions, modify files, and make changes. But something kept me up at night: Where was the software engineering? Our workflow looked like this: # The "immature" approach result = claude_sdk.query("Add pet insurance product to all services") # Hope it works. 🤞 No structure. No retries. No dependency management. No state tracking.