Quiz
2827 questions of the kind that actually get asked — in interviews, in architecture review boards, and by the person who has to run the thing at 3 AM. Every answer states the trade-off rather than the slogan, and says when the obvious choice is the wrong one.
All areas2827
Architecture Fundamentals91
Distributed Systems101
Data Architecture90
Cloud Architecture87
Networking86
API & Integration Architecture87
Reliability & Resilience99
Observability92
Performance & Capacity Engineering90
Security Architecture95
Cost Architecture & FinOps92
Business Architecture93
Architecture Communication91
Enterprise Architecture100
Legacy Modernization92
AI-Era Architecture96
Software Architecture & Engineering93
Architecture Patterns84
Architecture Decision-Making101
The Architect's Meta-Skills92
Delivery & Release Engineering103
Platform Engineering & Developer Experience92
Testing & Quality Architecture102
Data Platform Architecture98
Streaming & Real-Time Data93
Data Governance & Semantics91
Frontend & Experience Architecture101
Edge, Mobile & IoT98
Regulatory & Data Protection Architecture99
Assurance, Audit & Model Risk98
2827 questions.
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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 -
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 -
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 -
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 -
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 -
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 -
Guardrails vs Gates advanced
When should a platform prevent an action automatically, and when should it require a human decision?
2 min answer guardrailsgatespreventionscale -
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 -
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 -
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 -
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 -
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