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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

How would you explain to a skeptical investment committee that the alternative-data signal you’re proposing to add to the model was validated using AI-assisted backtesting, without losing their confidence in the result?

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I lead with the result and the validation, not the tooling — the committee cares whether the signal is real and robust, not what software touched it along the way.…

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