InterviewLegend

Design RAG & Retrieval

Frequently asked
Alex Chen45 min readUpdated 43 real interview reports

This is the distributed-search-and-retrieval prompt, and it lands on the infra and applied tracks as enterprise search or document Q&A. A frozen model knows nothing about your private wiki, last night's support tickets, or a contract uploaded a minute ago. When it cannot answer from what it saw in training, it tends to fill the gap with something fluent and wrong. Retrieval-augmented generation fixes that. Fetch the relevant passages first, hand them to the model as context, and the answer is anchored in real text it can quote back. The model stays frozen. Only the context changes.

The Anthropic angle
This reads like an AI problem. It is a distributed-search problem, and the round wants you to say so in the first two minutes. Anthropic's design round is known for posing a classic systems problem in model vocabulary, and retrieval is the clearest case of it. Two things separate this from a search-engine result page or a recommendations feed. The output is not a ranked shelf the user scrolls. It is a single answer Claude writes, one that has to stay faithful to the passages you fed it and cite them. The context window differs too. A feed has no such limit. Retrieval routinely returns more text than the window holds, which forces a packing decision a ranker never makes. Name that split early, then expect the scale knob to turn: ten million documents becomes a billion, fifty milliseconds becomes a million queries a second, and they watch whether the architecture bends or snaps.
What's inside
  • 1 diagram
  • 5 sections
  • about 45 min

Premium lessonAnthropic interview guide

These took digging.

What candidates walked out with, from 20,000+ reports, forum threads behind logins and write-ups in Chinese. Then solved step by step.

100 companies. Checked every month.

Unlock all 100 companies

$49 a year · less than $1 a week · Cancel anytime

Had your Anthropic interview?Tell us what they asked. Reviewed before it goes in, never with your name.
Anthropic interview guide

Know what Anthropic asks before you walk in.

11 coding · 5 system design · 14 behavioral questions

Get Premium$49 a year · Cancel anytime
Or start freeNo card.

Get their questions first.

InterviewLegend is independent and not affiliated with or endorsed by any company it covers.