What each entry contains

The question as asked

In the interviewer’s wording, not a cleaned-up version. Tagged by round, by level and by the track that covers it.

A worked solution

The reasoning, not an answer key. What you would say out loud, in what order, and where to stop.

The follow-ups

The two or three questions that came next, which is where most candidates actually lose the round.

What was being graded

Depth, calibration, communication or judgment — knowing which one changes how you answer.

How the bank is kept honest

A question bank is only worth something if it reflects what is really being asked. Three rules keep it that way.

Reported, not scraped

Entries come from members who sat the loop, written up afterwards. We do not scrape forums, and we do not pad the count with questions nobody has been asked.

Nothing under NDA

Take-home contents, live coding platforms and anything a candidate agreed not to share stay out. Questions are described in the form they are asked, never lifted from confidential material.

Retired when it goes stale

Companies change their loops. An entry that stops being reported is marked historical rather than left to look current.

Five questions, in the form they are asked

Testimonials Photo - Man
"Why is accuracy the wrong metric here?"

ML breadth · mid-level · fraud detection

Graded on whether you reach for the cost asymmetry unprompted. The follow-up is always where you would put the threshold, and why.

Testimonials Photo - Woman
"Implement multi-head attention. You have twenty minutes."

Coding · senior · from memory

Graded on whether the shapes are right and whether you narrate while writing. Partial code with correct reasoning beats silent complete code.

Testimonials Photo - Woman
"Design the ranking system for our feed."

System design · senior · 45 minutes

Graded on structure. Candidates who spend fifteen minutes on requirements never reach the tradeoffs, and the tradeoffs are the round.

Testimonials Photo - Man
"Your model is worse in production than offline. Walk me through it."

ML breadth · mid-level · open-ended

Graded on whether training/serving skew is on your list, and how fast. The follow-up asks how you would have caught it earlier.

Testimonials Photo - Man
"Tell me about a model you shipped that did not work."

Behavioral · all levels · hiring manager

Graded on specificity and on whether you own the decision. A story with numbers in it survives three follow-ups; a tidy one does not.

The rest of Pro

Interview Mastery

The free track that teaches the five rounds. The question bank is the drill material for it.

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One price

Pro is $9,900, paid once, for 5 years of access. The question bank is part of it.

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