PM Vibe Code Operations Framework

This open-source workflow framework helps non-technical PMs and team leads transform product requirements into production-ready software using Claude Code or similar AI tools. The framework addresses a critical gap: while AI coding tools promise speed, they often produce unmaintainable results without proper structure. It provides "the structure AI needs to help non-engineers move beyond prototypes and build production software reliably."

The system introduces six structural improvements: Service Inventory (catalogs existing code to prevent duplication), Adaptation Phase (guides AI on reusing services), Ticket Memory (leverages Linear/Jira as persistent AI context), Specialized Agents (deploys focused AI roles), Auto-Activated Quality Skills (enforces production standards during development), and Production-First Focus (eliminates workarounds). The framework claims 50-75% time savings on routine features while maintaining 90%+ test coverage with automated security review.