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The Interview Loop, Stage by Stage1 / 2

2 min lesson

Take-home and onsite technical rounds

Imagine this comes up at work: "Later technical rounds at Cursor may allow open AI use. Why is that a higher bar, not a lower one and what should you demonstrate?" Start with the practical move.

Step 1 of 2

Senior and staff candidates may get a take-home of roughly 4-8 hours, built to give meaningful signal on how you engineer for real. The on-site technical block then adds a coding round, an infrastructure system-design round and a deep-dive on your past infra work.

The take-home is a realistic infra or systems problem. Treat the deliverable like production code, because that's what's being graded. A strong submission wins on its engineering habits: the README, the tests and honest notes on what you'd do with more time.

Round
Take-home
Format
4-8 hrs, async
What earns the yes
Tests, README, reproducible setup, clear tradeoff notes
Round
Coding round
Format
Live, AI often allowed
What earns the yes
Fluent at driving AI tools with judgment, not just raw speed
Round
System design
Format
Live, ~60 min
What earns the yes
Infra design under real constraints: latency, cost, failure modes
Round
Past-work deep-dive
Format
Live, ~45-60 min
What earns the yes
Depth below the headline; the decisions and tradeoffs you owned

One shift to expect: later rounds may allow open use of Cursor or other AI tools. That's not a relaxation - it raises the bar on judgment. Cursor wants to see you drive AI well, scope a prompt, verify output and reject a bad suggestion, because that's how the team actually works.

  1. 1Read the brief twice. Note what's explicit, what's implied and what you'll assume - then write those assumptions down.
  2. 2Make it reproducible. A clean setup that runs in one command beats a fancier solution a reviewer can't start.
  3. 3Test the risky parts. You don't need 100% coverage; you need tests where a bug would actually hurt.
  4. 4Write the tradeoff note. Say what you'd cut, what you'd harden and the cost/reliability calls you made.
  5. 5Cut scope visibly. Shipping a smaller, solid thing with a clear "here's what's next" beats a sprawling half-build.