Text and Unicode limits
Editorial title-case rules have edge cases, syllable counts are heuristic, Unicode style substitutions depend on font/app support, and normalized or visually similar Unicode text is not automatically safe or equivalent. Structural XML comparison should use the XML-aware engine rather than a raw line diff.
Identifier conversion is not a universal parser
Developer naming styles such as camelCase, PascalCase, snake_case, kebab-case, and CONSTANT_CASE differ mainly in word boundaries, separators, and capitalization. Acronyms, digits, punctuation, non-Latin text, and already-mixed identifiers can create ambiguous boundaries, so two codebases may legitimately normalize the same source differently.
Review the output in its target language
After conversion, check reserved words, leading digits, Unicode identifier rules, framework naming conventions, and case sensitivity for the language or API that will consume the name. Converting a label into a plausible identifier does not guarantee that it is valid in JavaScript, Python, CSS, SQL, or another grammar. Treat the generated form as a naming aid and run the target project’s formatter or linter when conventions matter.