← 🧭 Ownership & Judgment
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Working with Researchers
Infrastructure engineers at AI labs and platform teams have an unusual customer: a researcher whose experiment is the company's product, who needs the cluster today, and whose request may be a bad idea for the fleet. The behavioral round tests whether you can serve that customer without being run by them: saying no with data, saying yes with conditions, finding the need behind the ask, and sharing ownership of outcomes neither side controls alone. This page gives the recurring situations at the boundary, the responses that work in each, worked narratives, and the answers that sound collaborative and fail.
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RELATED CONCEPTS
PRACTICE THIS IN REAL QUESTIONS
Behavioral & OwnershipA researcher needs 256 GPUs today and the cluster is full. How do you handle it?→Behavioral & OwnershipLeadership wants to buy another 2,000 GPUs. You think it is the wrong call. What do you do?→Behavioral & OwnershipDescribe something you built that made researchers meaningfully more productive.→Behavioral & OwnershipTwo teams both need the same capacity and both have escalated. How do you resolve it?→Behavioral & OwnershipTell me about a time you pushed back on a launch because of a reliability concern.→Behavioral & OwnershipWhat actually changes between senior and staff engineer in infrastructure?→
