Not into production systems that move money or handle regulated data. The pattern that works is “prototypes in, code out”: product managers and designers prototype freely with AI tools and hand engineering a working prototype plus a problem statement, while engineers own everything that ships. Some teams additionally define guardrailed, low-risk code areas where non-engineers can commit safely.

