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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 · Tool Usage

You're using an AI tool to benchmark a role's compensation range against market data. What do you check before you trust the number it gives you enough to put it in front of a hiring manager?

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Before I bring a number to a hiring manager, I check what survey data the tool actually pulled from and whether it's current — comp data ages fast, and a range built on stale data is off in a lot of markets right now.

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