Walk me through what happens, tensor by tensor, in one forward pass of a decoder-only transformer.

Reported at:Anthropic

Model answer

A concise answer you could give in the room. Try your own version first, then compare.

What the interviewer is probing

Depth and structure: whether you can break an open question into parts, reason from first principles and support your claims with concrete examples and numbers.

How to structure your answer

  1. 1Restate the question and clarify the assumptions or scope.
  2. 2Give a crisp high-level answer first (the 30-second version).
  3. 3Go deeper on the mechanism, with an example, numbers or a sketch.
  4. 4Discuss trade-offs, failure modes and what you would do in practice.

Key points to hit

0/3 revealed

Try to answer each one out loud before revealing it.

  1. How do you structure an open-ended answer?

  2. How deep should you go?

  3. What if you don't know?

Common pitfalls

  • Rambling without a structure.
  • Staying abstract with no example.
  • Ignoring the trade-offs.

Likely follow-ups

  • How would you implement this?
  • What breaks at scale?
  • How would you measure success?

Source: Outcome School · ai-engineering-interview-questions-company-wise. Question compiled by Outcome School from publicly reported interview experiences (Apache-2.0). The guidance on this page is original.