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How Netflix Evaluates AI When There's No Right Answer - Cameron Wolfe, Netflix

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youtube.com
Author
AI Engineer
Date
Why it matters

Gives a concrete way to validate judges against human golden data and handle noise with power analysis, then confirm offline in production A/B tests.

Terms in this piece · Glossary
  • eval — A repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.
  • calibration — How well a model's confidence matches reality — a calibrated model saying "90% sure" is right about 90% of the time.
  • LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
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