transparency

One label for everything punishes honest creators and barely moves belief. Separate how something was made from whether it could mislead, and measure the label's errors.

Reasoning traces often leave out what drove the answer, and explanations make people accept wrong answers more. Show progress and evidence, and decide who gets the full trace.

The law requires the option; a Dutch court required that the choice stick. Build a non-profiled feed people would actually use, explain ranking in plain words and size the engagement cost without inventing an uptake rate.

A transparency question with a regulatory core and a design challenge. The interviewer wants the rules stated carefully, and disclosure that informs users without cluttering the product.

Lab frameworks anticipate this situation and set conditions for adjusting. Decide what can move, what stays unilateral and how you say it in public.

Model documentation is read by developers deciding whether to build on a model, by enterprises doing due diligence, and by regulators. The interviewer wants contents that serve all three, honestly.

Routing as a platform feature saves customers money and moves quality decisions onto you. Make it opt-in, show which model answered, bound the quality loss and never change the model set under production traffic.