Java obfuscation for AI breaks Spring Boot — a cautionary tale

A developer spent two weeks obfuscating Java code before sending it to Claude, only to find that naive identifier renaming breaks Spring Data, Hibernate, and other frameworks. The article details failures like Spring Data's method naming conventions and Hibernate's entity mapping. The lesson: obfuscation for AI is a framework problem, not a string-replace problem.