The new coding round

AI-assisted coding interview: how it works and how to prepare

Some companies, Meta and Google among them, now let you use an AI assistant in a coding interview. It sounds easier. It is not. You get a real project with several files and less time than you need to write everything by hand. The interviewer watches how you guide the assistant and whether you catch its mistakes.

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The format

What the round looks like.

Candidates report about an hour in an online editor with a file list, the code and an AI chat. Details differ by company.

  1. Read the project

    You open a small codebase you have never seen. First you find how it works and where the problem is.

  2. Fix or build

    You fix a bug, add a feature or make something faster. You may ask the assistant for help at any point.

  3. Check the result

    You run the code and the tests. If the assistant wrote it, you still own it.

  4. Explain your choices

    The interviewer asks why you did it this way, what you rejected and what could still break.

What they test

What you are graded on.

  • Do you understand the code before you ask for changes?
  • Do you give the assistant clear, small tasks with the right context?
  • Do you read what it wrote, or paste it in blind?
  • Do you catch it when it is wrong, and can you say why it is wrong?
  • Do you test the result?
  • Can you explain every line you kept?

Common mistakes

How people fail this round.

  • Asking the assistant to solve the whole thing in one message.
  • Accepting a fix that hides the symptom but leaves the cause.
  • Not running the code after a change.
  • Going silent. The interviewer cannot grade thinking they cannot hear.
  • Avoiding the assistant to look smart, then running out of time.

Practice tasks

AI-assisted tasks in Orin.

Each one is a small repo with a real problem. You work in a live editor with an AI assistant, and Orin asks about your choices as you go.

  1. RAG

    The bot that cites the wrong page

  2. Evaluation

    The eval nobody trusts

  3. LLM fundamentals

    The chat that forgets the question

  4. RxJS

    Search that answers the wrong question

  5. Signals

    The cart that stays empty

  6. HTTP

    The 401 before every request

  7. Data fetching

    Results from the wrong search

  8. State

    The checkbox that will not check

  9. Performance

    The dashboard that lags on every key

  10. Reactivity

    The badge that never moves

  11. Data fetching

    The profile that never changes

  12. Components

    The form that forgets what you typed

  13. Performance

    The feed that stutters and repeats

  14. Security

    Comments that run code

  15. Async

    Two orders for one click

  16. Async

    The sync job that gets banned

  17. Types

    Types that lie

  18. Node.js

    The cache that makes it worse

How to prepare

How to get ready.

  1. Practice in code you did not write

    Open an unfamiliar repo and give yourself ten minutes to explain how it works.

  2. Practice with a timer

    Fix one bug with an assistant in 30 minutes. Say your plan before each prompt.

  3. Review everything it writes

    Make it a habit: read the change, name one thing that could be wrong, then run it.

  4. Explain your work

    After each session, tell the story in two minutes: the cause, the fix, what you checked.

Questions.

What is an AI-assisted coding interview?

A coding interview where you are allowed to use an AI assistant, usually built into the editor. You work on a real multi-file project. You are graded on how you guide the assistant, check its work and explain the result.

Which companies use AI-assisted coding interviews?

Meta and Google have started to allow an AI assistant in some coding rounds, and more companies are testing the idea. Ask your recruiter which format your loop uses.

Is it easier than a normal coding interview?

No. The task is bigger and the time is short. People fail by trusting the assistant too much or by not being able to explain the code it wrote.

Can I practice an AI-assisted round with Orin?

Yes. Orin runs AI-assisted coding rounds in a live editor with a built-in assistant. Your report grades how well you guided it and where you missed its mistakes. Your first interview is free.

Try an AI-assisted coding round.

A real repo, a live editor, an AI assistant and an interviewer who asks why. First interview free.

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