Design an experimentation framework that balances cost, latency, and quality for AI features.

Instruction: Explain how you would run AI experiments when several business metrics matter at once.

Context: Assesses whether the candidate can design a practical architecture and explain the main tradeoffs. Explain how you would run AI experiments when several business metrics matter at once.

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I would start by defining the job to be optimized at the workflow level, not at the model-call level. Cost, latency, and quality only make sense relative to what the user is trying to accomplish and what minimum reliability the product needs to maintain.

Then I would...

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