1. Guardrails advanced

    An insurance company wants an LLM to draft claim decision letters. What is your architecture?

    2 min answer ai-governanceguardrailshuman-in-the-loop
  2. Guardrails advanced

    Interview prompt. A risk committee asks you to show that the guardrails on your customer-facing assistant work. You have a classifier on inputs and another on outputs, and a 99.7% pass rate in production. Convince me.

    3 min answer guardrailsassurancered-teamfalse-positives
  3. Guardrails intermediate Multiple choice

    Your output safety classifier blocks 0.3% of responses in English and 6% in Portuguese and Turkish. Complaints arrive only from those two markets. The vendor confirms the same model version serves every region and reports no incident. Where do you look first?

    3 min answer guardrailsclassifierscalibrationlocalisation
  4. Guardrails vs Gates intermediate

    A platform has a policy check that warns when a service lacks resource limits, readiness probes or an owner label. 140 of 200 services fail at least one check. The security team asks for it to become blocking next week. What happens if you do, and what would you do instead?

    2 min answer policyenforcementmigrationexemptions
  5. Guardrails vs Gates intermediate

    A platform team must ensure services meet security and observability requirements. Should that be a gate or a guardrail?

    2 min answer hasuraguardrailsgatesdefaults
  6. Guardrails vs Gates advanced

    An interviewer gives you this - "Every service has to propagate W3C trace context. You have 200 services across 6 languages and no authority to mandate anything. Get me to full coverage, and tell me how you would know you got there." Walk through it.

    3 min answer guardrailstracingadoptiondefaults
  7. Guardrails vs Gates advanced

    When should a platform prevent an action automatically, and when should it require a human decision?

    2 min answer guardrailsgatespreventionscale
  8. Guardrails vs Gates intermediate

    Your architecture review board is a three-week queue. Half the submissions are checking things like region, encryption and tagging. Redesign the process.

    2 min answer governanceautomationreview
  9. Handling Ambiguity advanced

    An architect is asked to design a system where the requirements, scale and business model are all still changing. How should they proceed?

    2 min answer ambiguityoptionalityassumptionsincremental
  10. Handling Ambiguity advanced

    An architect is asked to design something where the requirements are genuinely unclear and the stakeholders disagree about the goal. What is the productive approach?

    2 min answer temporalambiguityrequirementsscoping
  11. Handling Ambiguity advanced

    An executive says "we need an AI strategy" and asks you to come back in two weeks. How do you handle the ambiguity?

    1 min answer meta-skillsambiguitystrategycommunication
  12. Handling Ambiguity intermediate

    The constraint that shaped your design - order records must stay inside the country - came from a conversation with the VP who commissioned the work. She leaves in month three. What happens to the design next and what should have been in place?

    3 min answer constraintsprovenanceambiguitydata-residency