Design an inference platform that balances cost and quality across several AI products.

Instruction: Explain how you would design a shared inference platform for multiple products with different needs.

Context: Assesses whether the candidate can design a practical architecture and explain the main tradeoffs. Explain how you would design a shared inference platform for multiple products with different needs.

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I would give the platform shared primitives for serving, routing, fallback, tracing, and cost accounting while allowing products to define their own quality bars and latency budgets. The platform should create leverage, not force every product into one tradeoff profile.

I would...

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