AI outputs vary because confidence varies. Corroboration and entity optimization turn inconsistent AI visibility into consistent presence.

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Abstract: Python is a widely popular dynamic programming language. While Python's dynamic type system facilitates the development of Python programs, it also introduces type errors at run-time which ...