Design candidate search for a talent marketplace

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Design a system that lets a company search for candidates and ranks them for a role: how candidate profiles are represented and indexed, how a query or job description retrieves candidates, how they are ranked, and how you would evaluate the ranking. One report added using LLMs to evaluate candidates on tasks.

MercorML designLast asked May 2026
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