Engrain by ByteRush

AGT.04.01 JuniorCore — asked often

The Messages API and SDKs

Comes up in: AI engineering

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

  • request shape (system, messages, roles, content blocks)
  • responses and stop reasons
  • official SDKs vs raw HTTP
  • multi-turn state is the client's job
  • images and documents as input
  • keeping keys server-side

Words you will know

messages APIcontent blockstop reasonSDK

What you will practise

  • first call in TS and Python (mocked in CI, live optional)

Interview questions this answers

  • How do you make LLM API calls reliable in production?
  • Which errors should you retry and how?
  • How do you stop an LLM feature from blowing your budget?