Quiz
2667 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 areas2667
Architecture Fundamentals81
Distributed Systems101
Data Architecture90
Cloud Architecture87
Networking86
API & Integration Architecture78
Reliability & Resilience88
Observability81
Performance & Capacity Engineering90
Security Architecture95
Cost Architecture & FinOps92
Business Architecture93
Architecture Communication91
Enterprise Architecture91
Legacy Modernization92
AI-Era Architecture86
Software Architecture & Engineering84
Architecture Patterns84
Architecture Decision-Making91
The Architect's Meta-Skills92
Delivery & Release Engineering93
Platform Engineering & Developer Experience92
Testing & Quality Architecture90
Data Platform Architecture88
Streaming & Real-Time Data93
Data Governance & Semantics81
Frontend & Experience Architecture91
Edge, Mobile & IoT88
Regulatory & Data Protection Architecture90
Assurance, Audit & Model Risk88
1544 questions.
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AI Gateways advanced
An AI gateway now terminates streaming responses for six products and holds a semantic cache shared across tenants. Two properties of that design have caused real outages and real data exposure at large AI providers. What has the organisation taken on and when does the bill arrive?
3 min answer ai-gatewayopenaiblast-radiussemantic-cache -
AI Observability advanced
A fraud model has been in production for eight months. Ground truth arrives weeks later. How do you know if it is still working?
2 min answer mlmonitoringdrift -
AI Observability advanced
Anthropic reported in 2025 that a routing bug sent a share of Claude Sonnet 4 requests to servers configured for a different context length, peaking at 16% of those requests in the worst hour on 31 August, and that it took weeks to identify. Error rates never moved. Which design decision allowed the delay and what telemetry closes it?
3 min answer anthropicpostmortemsilent-regressionrouting -
AI Observability advanced
What must be observable in an AI feature that is not covered by conventional application monitoring?
2 min answer ai-observabilitytracingqualitycost -
AI Observability advanced
You are asked to log every prompt and response for an assistant handling 2 million interactions a day, so quality regressions are diagnosable. Roughly how much data does that commit you to per year, and does the number change the design?
3 min answer observabilityloggingretentioncost -
AI Risk Tiering advanced
An enterprise AI provider must apply governance proportionate to risk across many model deployments. How should tiering work?
2 min answer coherescale-airisk-tieringgovernance -
AI Risk Tiering advanced
An organisation deploys many AI systems with very different risk profiles. How should they be tiered, and which controls attach to each tier?
2 min answer ai-governancerisk-tieringmodel-riskhuman-in-the-loop -
AI Risk Tiering advanced
How should AI systems be risk-tiered so that governance is proportionate?
1 min answer ai-governancerisk-tieringproportionalityautonomy -
AI Risk Tiering advanced
The business wants to deploy a model that ranks loan applications, with a credit officer making the final decision. What must the architecture provide, and what will you insist on before go-live?
2 min answer ai-governancemodel-riskfairnesshuman-oversight -
AI Risk Tiering advanced
Your company is deploying twelve AI features. Compliance wants one governance process for all of them. What do you propose?
2 min answer ai-governanceriskprocess -
Alert Fatigue advanced
Your team receives 200 pages a week and the on-call rotation has lost two engineers in six months. Fix it.
2 min answer alertingon-callburn-rateculture -
Alerting advanced
Error rate has been 1.5% for three days. No alert fired. Customers are complaining. What is happening and what failed?
2 min answer gray-failurealertingoutliersdetection