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The Interview Loop: Stages, Formats & How to Prepare1 / 2

1 min lesson

Open with budgets and volume

Put yourself in this case: "In the onsite design discussion, why would you route Tab completions and Agent steps differently through the same gateway?" Give the clearest next step.

Step 1 of 2

  1. 1Open with budgets and volume. State latency targets (sub-100ms for Tab), request volume, cost per request and a failure-rate budget before you draw boxes.
  2. 2Tie each surface to its profile. Tab is latency-critical and cheap; Agent is long and expensive; chat streams - they don't get the same routing.
  3. 3Make the tradeoff explicit. Hedging cuts tail latency but duplicates provider cost; say which way you'd lean and why.
  4. 4Close the failure loop. Circuit break an unhealthy provider, shed load before the fleet melts and degrade gracefully rather than failing hard.
Say it like this

“For Tab I'd budget sub-100ms and route to the fastest healthy provider, no hedging at first because the duplicate cost isn't worth it at that volume. For Agent, where a step already takes seconds, I'd hedge the slow tail and circuit-break a provider whose p99 spikes. Same gateway, different policy per surface.”

Interview move

In “meet the team,” ask one question that only a real candidate asks: “When a provider browns out mid-stream, do you fail the request or fall back and how do you keep it idempotent under retry?” It shows you've thought about the actual hard part of their job.