Use the official documentation as the factual baseline, then rehearse design a support assistant that retrieves private knowledge, calls approved tools, resists prompt injection, cites evidence, and is evaluated before release. Subscribe to RecallDeck when you want these concepts scheduled into short, repeatable review sessions.
The plan
Work through it in order
- 01
Map the official surface
Build a one-page map around model and context design, retrieval, tools, and structured outputs, evaluation, safety, latency, and cost. For each area, record the contract, the mechanism underneath it, and one production consequence.
- 02
Prepare answer ladders
Practice a 20-second definition, a two-minute explanation with an example, and a deeper trade-off discussion. This keeps answers useful when the interviewer changes depth.
- 03
Solve a realistic scenario
Design a support assistant that retrieves private knowledge, calls approved tools, resists prompt injection, cites evidence, and is evaluated before release.
- 04
Run a closed-book mock
Answer aloud without notes, draw or code the critical path, test a boundary, and check every factual claim against the primary source after the attempt.
Avoidable failure modes
Common mistakes
- Memorizing model and context design terminology without explaining behavior
- Ignoring the failure modes and trade-offs around retrieval, tools, and structured outputs
- Reading summaries repeatedly instead of retrieving and applying the material
Before you move on
Readiness checklist
- model and context design explained from first principles
- retrieval, tools, and structured outputs connected to a production decision
- evaluation, safety, latency, and cost tested with a concrete boundary
- One timed mock reviewed against official documentation
Quick answers
Frequently asked questions
What should I study for generative AI interview questions and answers?
Start with model and context design, retrieval, tools, and structured outputs, evaluation, safety, latency, and cost. Confirm the exact role and interview format with the recruiter, then deepen the areas emphasized in the job description.
How should I practice generative AI interview questions and answers?
Use design a support assistant that retrieves private knowledge, calls approved tools, resists prompt injection, cites evidence, and is evaluated before release. Explain decisions aloud, test an edge case, and schedule a blank re-run after feedback.
Source notes
References and review policy
RecallDeck’s interview answers are editorial material, reviewed against maintained official documentation where a primary reference is available. Tool selections use direct provider links and contain no affiliate placements. Features can change after the review date.
From reading to recall
Practice the full interview loop.
RecallDeck schedules the concepts you miss and keeps coding, design, and behavioral fundamentals available when the interviewer changes direction.