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Question 260
A commerce assistant serves 100 queries per minute ordinarily but 500 at peak. What platform behavior should absorb the surge?
- Managed model inference
- AI Hypercomputer architecture
- Graphics Processing Units (GPUs)
- Autoscaling compute
Explanation
Correct Answer
D:Autoscaling can adjust provisioned capacity. Autoscaling adjusts resources in response to usage demand, subject to quotas and design.
Incorrect Answers
A:Managed inference lets a provider operate model-serving infrastructure on behalf of applications. This does not directly meet the case requirement to respond to changing request volumes.
B:AI Hypercomputer integrates performance-oriented compute, networking, storage and software for AI workloads. This does not directly meet the case requirement to respond to changing request volumes.
C:GPUs provide broadly supported parallel processing for training and serving many AI models. This does not directly meet the case requirement to respond to changing request volumes.
Question 261
A product team selects a model offered in one region but a customer contract mandates another. What must be checked?
- Regional availability assessment
- Latency testing
- Release compatibility review
- Resilience and availability design
Explanation
Correct Answer
A:Model support differs by service and location. Region checks determine whether the desired service and model can run where required.
Incorrect Answers
B:Latency testing measures user-perceived response times on realistic request paths. This does not directly meet the case requirement to confirm service availability in an approved region.
C:Compatibility review checks version changes and API behavior before rollout. This does not directly meet the case requirement to confirm service availability in an approved region.
D:Resilience uses architecture and service options to recover from failures and meet availability targets. This does not directly meet the case requirement to confirm service availability in an approved region.
Question 262
A call center cannot tolerate a long outage when one serving component fails. Which architecture topic should be addressed?
- Latency testing
- Resilience and availability design
- Regional availability assessment
- Cost monitoring
Explanation
Correct Answer
B:Availability design defines recovery strategies and redundancy. Resilience uses architecture and service options to recover from failures and meet availability targets.
Incorrect Answers
A:Latency testing measures user-perceived response times on realistic request paths. This does not directly meet the case requirement to maintain service through component failures.
C:Region checks determine whether the desired service and model can run where required. This does not directly meet the case requirement to maintain service through component failures.
D:Cost monitoring tracks consumption and spending to avoid unexpected invoices. This does not directly meet the case requirement to maintain service through component failures.
Question 263
An AI application receives quota-exceeded responses at the planned 10,000 requests per minute. Which planning activity was missing?
- Regional availability assessment
- Latency testing
- Quotas and capacity planning
- Cost monitoring
Explanation
Correct Answer
C:Service limits can constrain deployment capacity. Quota planning ensures required throughput can be obtained within service limits.
Incorrect Answers
A:Region checks determine whether the desired service and model can run where required. This does not directly meet the case requirement to obtain sufficient service quotas for expected traffic.
B:Latency testing measures user-perceived response times on realistic request paths. This does not directly meet the case requirement to obtain sufficient service quotas for expected traffic.
D:Cost monitoring tracks consumption and spending to avoid unexpected invoices. This does not directly meet the case requirement to obtain sufficient service quotas for expected traffic.
Question 264
Model accuracy is strong but conversations take eight seconds to reply. Which measurement directly captures the problem?
- Cost monitoring
- Release compatibility review
- Resilience and availability design
- Latency testing
Explanation
Correct Answer
D:Real user latency measurements reveal responsiveness. Latency testing measures user-perceived response times on realistic request paths.
Incorrect Answers
A:Cost monitoring tracks consumption and spending to avoid unexpected invoices. This does not directly meet the case requirement to measure end-to-end response time.
B:Compatibility review checks version changes and API behavior before rollout. This does not directly meet the case requirement to measure end-to-end response time.
C:Resilience uses architecture and service options to recover from failures and meet availability targets. This does not directly meet the case requirement to measure end-to-end response time.
Question 265
An API client breaks after changing to a new model version without testing. Which process would have helped?
- Cost monitoring
- Resilience and availability design
- Release compatibility review
- Regional availability assessment
Explanation
Correct Answer
C:Compatibility testing catches changed contracts and behavior. Compatibility review checks version changes and API behavior before rollout.
Incorrect Answers
A:Cost monitoring tracks consumption and spending to avoid unexpected invoices. This does not directly meet the case requirement to verify model or API version changes before rollout.
B:Resilience uses architecture and service options to recover from failures and meet availability targets. This does not directly meet the case requirement to verify model or API version changes before rollout.
D:Region checks determine whether the desired service and model can run where required. This does not directly meet the case requirement to verify model or API version changes before rollout.
Question 266
An AI pilot accumulates unanticipated charges from repeated long prompts. Which operating control should flag this?
- Cost monitoring
- Latency testing
- Release compatibility review
- Regional availability assessment
Explanation
Correct Answer
A:Usage and billing metrics reveal cost overruns. Cost monitoring tracks consumption and spending to avoid unexpected invoices.
Incorrect Answers
B:Latency testing measures user-perceived response times on realistic request paths. This does not directly meet the case requirement to observe variable inference costs in production.
C:Compatibility review checks version changes and API behavior before rollout. This does not directly meet the case requirement to observe variable inference costs in production.
D:Region checks determine whether the desired service and model can run where required. This does not directly meet the case requirement to observe variable inference costs in production.
Question 267
A regulator demands that prompts not leave a named country but the chosen model lacks that region. What needs reevaluation?
- Quotas and capacity planning
- Resilience and availability design
- Regional availability assessment
- Latency testing
Explanation
Correct Answer
C:Location availability gates possible architecture choices. Region checks determine whether the desired service and model can run where required.
Incorrect Answers
A:Quota planning ensures required throughput can be obtained within service limits. This does not directly meet the case requirement to select models available in permitted geography.
B:Resilience uses architecture and service options to recover from failures and meet availability targets. This does not directly meet the case requirement to select models available in permitted geography.
D:Latency testing measures user-perceived response times on realistic request paths. This does not directly meet the case requirement to select models available in permitted geography.
Question 268
An ecommerce site needs a recovery plan when its model-serving endpoint becomes unavailable. Which design area covers that?
- Cost monitoring
- Resilience and availability design
- Quotas and capacity planning
- Release compatibility review
Explanation
Correct Answer
B:Resilient routing and recovery aim to sustain the service. Resilience uses architecture and service options to recover from failures and meet availability targets.
Incorrect Answers
A:Cost monitoring tracks consumption and spending to avoid unexpected invoices. This does not directly meet the case requirement to design for inference service continuity.
C:Quota planning ensures required throughput can be obtained within service limits. This does not directly meet the case requirement to design for inference service continuity.
D:Compatibility review checks version changes and API behavior before rollout. This does not directly meet the case requirement to design for inference service continuity.
Question 269
A mobile assistant needs the first helpful response in under two seconds. Which benchmark is primary?
- Release compatibility review
- Resilience and availability design
- Quotas and capacity planning
- Latency testing
Explanation
Correct Answer
D:Latency, not training speed, drives the interaction. Latency testing measures user-perceived response times on realistic request paths.
Incorrect Answers
A:Compatibility review checks version changes and API behavior before rollout. This does not directly meet the case requirement to meet a user-facing response-time objective.
B:Resilience uses architecture and service options to recover from failures and meet availability targets. This does not directly meet the case requirement to meet a user-facing response-time objective.
C:Quota planning ensures required throughput can be obtained within service limits. This does not directly meet the case requirement to meet a user-facing response-time objective.
Question 270
Finance requests monthly usage and token charges by application. Which capability should be built?
- Regional availability assessment
- Quotas and capacity planning
- Cost monitoring
- Resilience and availability design
Explanation
Correct Answer
C:Consumption visibility supports chargeback and forecasting. Cost monitoring tracks consumption and spending to avoid unexpected invoices.
Incorrect Answers
A:Region checks determine whether the desired service and model can run where required. This does not directly meet the case requirement to attribute operational AI spending.
B:Quota planning ensures required throughput can be obtained within service limits. This does not directly meet the case requirement to attribute operational AI spending.
D:Resilience uses architecture and service options to recover from failures and meet availability targets. This does not directly meet the case requirement to attribute operational AI spending.
Generative AI Leader Practice Tests
