Technical practice
How would you use AI coding assistants from requirements analysis through deployment?
What to coverThe role calls for using GitHub Copilot, Cursor and Claude across the software development lifecycle. Preparation suggestion: explain where you would use them for design, coding and documentation, and how you would independently verify their outputs before release.
How would you design a scalable full-stack application using the stated stack?
What to coverThe posting names C#/.NET Core, Node.js and Python backends, with React or Angular frontends using TypeScript. Preparation suggestion: describe how you would divide responsibilities across the frontend, APIs and backend, and justify your choices for maintainability and scale.
How would you integrate an OpenAI or Anthropic API into an application?
What to coverIntegrating both providers' LLM APIs is part of the advertised work. Preparation suggestion: cover API boundaries, error handling, latency and cost trade-offs, and how you would test the feature without assuming model responses are always reliable.
How would you develop and evaluate prompts for an AI-powered feature?
What to coverThe role explicitly includes prompt engineering. Preparation suggestion: explain how you would define expected behavior, test representative inputs and failure cases, and check whether prompt changes improve results without introducing regressions.
How would you implement semantic search within an intelligent workflow?
What to coverSemantic search and intelligent workflows are named duties. Preparation suggestion: discuss document preparation, retrieval relevance and how you would evaluate whether retrieved content helps the workflow produce useful results.
How would you choose between the listed SQL and NoSQL technologies?
What to coverThe stack includes SQL databases and NoSQL technologies such as MongoDB and Redis. Preparation suggestion: compare data relationships, query needs and access patterns, then explain how you would validate the choice against an application's requirements.
How would you design and secure a RESTful API for the frontend?
What to coverThe posting specifies RESTful API design, OAuth2 and JWT. Preparation suggestion: address resource design, authentication and authorization boundaries, token validation and error responses without assuming a particular identity provider.
How would you test and debug an AI-assisted code change?
What to coverThe role calls for AI-generated tests, bug identification, code review and unit, integration and end-to-end testing. Preparation suggestion: explain how you would reproduce a defect, select the right test level and review generated tests for meaningful assertions and missed edge cases.
How would you build quality and security checks into delivery?
What to coverCI/CD, Docker and DevSecOps automation appear in the posting. Preparation suggestion: outline appropriate build, test and review checkpoints, including how you would inspect AI-generated changes rather than treating automated output as approval.
How would you refactor AI-generated code while preserving behavior?
What to coverThe role emphasizes clean code, design patterns, refactoring and high engineering standards. Preparation suggestion: describe how you would identify a maintainability problem, choose a proportionate design improvement and use tests and review to check the refactor.
Behavioural practice
Tell me about a time you helped colleagues adopt a development tool or practice.
What to coverMentoring colleagues on AI tool adoption and establishing best practices are stated duties. Preparation suggestion: use a real situation/action/result example showing how you supported adoption and assessed whether the change helped.
Describe a time you resolved unclear requirements with a stakeholder.
What to coverThe role includes requirements analysis and stakeholder communication. Preparation suggestion: use a real situation/action/result example explaining the ambiguity, the questions you asked and how the agreed scope affected delivery.
Tell me about a time you challenged a proposed code change on quality or security grounds.
What to coverCode review, bug identification, security improvement and high engineering standards are part of the role. Preparation suggestion: use a real situation/action/result example covering the risk you identified, how you communicated it and the outcome.
Describe a time you mentored a junior engineer through a technical problem.
What to coverThe posting specifically calls for mentoring junior engineers. Preparation suggestion: use a real situation/action/result example that distinguishes the guidance you gave from the engineer's own work and explains what changed.
Tell me about a time you improved a team's development workflow.
What to coverThe role calls for technical leadership and productivity improvements through AI-assisted workflows. Preparation suggestion: use a real situation/action/result example showing the workflow problem, your intervention and the evidence you used to judge its effect.