Engrain by ByteRush

AGT.01.01 JuniorCore — asked often

The roles: AI product engineer, AI engineer, agentic AI engineer, forward deployed engineer

Comes up in: Behavioural, Hiring manager

This concept is being written. It gets the full five steps — explanation, predict, interview angle, practice with tests, and review cards. Here is exactly what it will cover, so you can study it elsewhere in the meantime.

What it covers

  • what each role does day to day
  • how they differ from ML engineer / research engineer / data scientist
  • skills matrix per role
  • typical interview loops per role (candidate reports and company-published process pages, dated)
  • where frontend skills are an advantage (product sense, UX of AI, streaming UIs)

Words you will know

AI engineeragentic AI engineerforward deployed engineerML engineer

What you will practise

  • self-assess against the skills matrix

Interview questions this answers

  • What is the difference between an AI engineer and an ML engineer?
  • What does a forward deployed engineer do?