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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 · Collaboration Norms

Before an AI-assisted data analysis result is allowed to inform a go or no-go decision on a program, what does your team require happen first, and how did that bar get set?

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The bar is reproducibility on the same conclusion reached two independent ways: if the analysis pipeline flags a significant effect, someone independently reruns the core statistic…

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