Technical practice
How would you explain what an LLM does and where its answers can go wrong?
What to coverThe posting names LLMs as a required skill. Suggested preparation: explain token-based generation in accessible terms, then discuss limitations such as inaccurate outputs and ways to check answers in a classroom exercise.
How would you teach students to improve an ineffective prompt?
What to coverThe posting names prompt engineering and daily hands-on labs. Suggested preparation: walk through a before-and-after prompt, explaining how clearer context, constraints and output expectations affect the result.
How would you build and explain a basic RAG pipeline?
What to coverThe posting requires RAG pipelines. Suggested preparation: explain document preparation, retrieval, prompt construction and answer generation, including how you would check whether an answer is grounded in retrieved material.
What choices matter when using a vector database for retrieval?
What to coverVector databases are a stated required skill. Suggested preparation: discuss chunking, embeddings and similarity search, including the trade-off between retrieving enough context and retrieving irrelevant material.
Where would LangChain fit in an AI application?
What to coverThe posting explicitly lists LangChain. Suggested preparation: describe how you would use it to connect application components, while explaining when a simpler implementation might be easier for students to understand and debug.
How would you scope a student AI-app project?
What to coverAI app building and mentor-reviewed projects are part of the role. Suggested preparation: outline a small, testable application with clear inputs and outputs, and explain how students could demonstrate functionality and limitations.
How would you troubleshoot a RAG lab that returns irrelevant answers?
What to coverThe role includes daily labs and resolving student doubts. Suggested preparation: describe a stepwise check of the input, retrieved passages and generated response so students can locate the failure rather than only changing the final prompt.
How would you turn an approved curriculum topic into a classroom session and lab?
What to coverThe trainer must deliver structured offline sessions using the approved curriculum. Suggested preparation: explain how you would set a learning objective, demonstrate a concept, give students hands-on practice and check understanding.
How would you assess a mentor-reviewed Generative AI project?
What to coverThe posting calls for assignments, assessments, projects and progress tracking. Suggested preparation: propose criteria for technical correctness, explanation of design choices and evidence from testing, then describe feedback students could act on.
How would you decide whether course content needs updating?
What to coverKeeping content current with industry practice is a stated responsibility. Suggested preparation: explain how you would verify a proposed change, judge its relevance to the approved curriculum and make it teachable in a classroom or lab.
Behavioural practice
Tell me about a time you helped a learner who was falling behind.
What to coverThe role includes tracking progress and supporting slow learners individually. Describe the situation, the support you provided and the result, including how you checked whether the learner understood the material.
Tell me about a time you coordinated with another team to deliver learning activities.
What to coverThe posting describes collaboration with academic and operations teams. Give a real situation, your actions to align responsibilities or timing, and the result for the learning activity.
Tell me about a time you handled an unexpected question or obstacle during a practical session.
What to coverDaily labs and resolving student doubts are stated duties. Describe what happened, how you responded without losing the rest of the group, and what the outcome taught you.
Tell me about a time you explained a technical issue to a non-technical stakeholder.
What to coverThe role involves professional communication with students, parents and partners, and the posting prefers strong English and Hindi communication. Give the situation, how you adapted your explanation and the result; do not assume a particular language was required in that example.
Tell me about a time feedback led you to change how you taught or mentored.
What to coverThe role emphasizes an outcome-driven learning experience and student progress. Describe the feedback or evidence, the change you made and the observed result, distinguishing what you know from what you inferred.