Voice engineering: how does Atatürk sound like Atatürk?

Telling a model to "talk like Atatürk" is easy; making it convincing is the real work. How do you build a voice without slipping into caricature?

Each figure has three layers: worldview (what they believe), vocabulary (how they say it) and life references (what they lived). The most critical layer is prohibitions: an invented quote can never be presented as a real one.

My test is simple: ask the same question ten times and look for consistency. If the figures start sounding alike, the voice files are weak — distinctness is the answer's signature.

The hardest balance: a historical figure is neither a museum mannequin nor a stand-up character. Respect and liveliness — both at once.