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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

Walk me through how you use an AI drafting or redlining tool on a commercial contract, and where in the negotiation you deliberately go back to doing the comparison by hand.

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I use the tool for the mechanical layer: flagging where a counterparty's redline moved a defined term, a cap, or a governing-law clause, and producing a first-pass summary of what changed between drafts.

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