#team-structure

Lovable, valued at billions, had user debt amounts, home addresses, and API keys extracted in 47 minutes. Software has product managers, architects, developers, testers, and ops — but lacks one role that civil engineering calls a "supervisor."

A response to PingCAP CTO Edward Huang's "Vibe Engineering 2026.1." Huang rewrote TiDB's PostgreSQL compatibility layer with AI, achieving near-production quality code. But he spends 90% of his time evaluating AI output. How do ordinary teams replicate this?