For Java systems in banks, hospitals, and government agencies, vibe coding without expertise and validation processes is irresponsible, as natural language ambiguity leads to undocumented bugs and security vulnerabilities.
AI outputs are economically valuable only when humans assess their correctness and relevance to the business context, rather than adopting them blindly.