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AI-ready questions test whether you can reason about LLMs and AI systems as engineering material — limits, costs, evaluation, failure modes — not just hype.

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AI-ready · Stakeholder Communication

Your team is using an AI voice-clone or synthetic-avatar tool to produce testimonial-style content for a client’s paid campaign. Walk me through the disclosure obligations you’d make sure are handled before that runs, and who signs off.

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Synthetic testimonial content sits in genuinely risky territory, so I don’t treat it as a creative decision — it’s a legal and compliance decision that creative executes within.…

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