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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 AI-powered quantity takeoff software on a new bid set, and where you stop trusting it and go back to the drawings yourself.

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I run AI takeoff software as a first pass on every bid set — it's fast at extracting quantities for standard assemblies like slab area, wall linear footage, or door and window counts from a clean drawing set.

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