Loading...
Loading...
Browse 4 real-world technical and behavioral interview questions about Feedback loops. Review scenarios, edge cases, and architectural best practices.
Check whether the increment is genuinely usable before blaming the diary, because stakeholders skip reviews that give them nothing to react to. Then invite fewer and better people, ask questions that require a decision rather than applause, and be willing to say the review is the wrong forum for this product.
Almost always the offline evaluation was measured on logs the old ranker produced. Clicks are confounded with position, the training data only contains items the old system chose to show, and a candidate that reproduces the old ordering scores well offline while adding nothing live.
Buy most of your confidence from fast isolated tests and little from slow end-to-end ones, because cost and flakiness rise as you climb. It is a claim about where risk lives, so a system whose risk sits in integration - a thin service over a database - correctly has a different shape.
Profile before cutting: suite time concentrates in a few tests, and the cause is usually repeated setup or real waiting rather than work. Parallelise what is independent, move the slow and rarely-failing out of the merge path, and treat deleting redundant tests as legitimate.