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Tokenizers & Model Serving

Alex Chen60 min readUpdated 18 real interview reports

The tokenizer is one of Perplexity's two recurring 4-hour OAs. The other is the versioned store in the practical problems lesson. You start from a slow reference and write a fast version whose output is identical, inside a time limit, and a later part pushes past what you can compute in full.

Phone screens ask for smaller serving pieces, on the machine learning engineer track and in technical screens, sometimes with the signature and unit tests already written.

None of these need a real model. A table or a stub stands in for one, so every answer can be checked exactly. The tokenizer work is mostly about doing the same thing much faster, and the serving problems are about the code around a model.

PerplexityPremium lesson · Coding round

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