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Amazon AIP-C01 시험요강:
| 주제 | 소개 |
|---|
| 주제 1 | - AI Safety, Security, and Governance: This domain addresses input
- output safety controls, data security and privacy protections, compliance mechanisms, and responsible AI principles including transparency and fairness.
|
| 주제 2 | - Operational Efficiency and Optimization for GenAI Applications: This domain encompasses cost optimization strategies, performance tuning for latency and throughput, and implementing comprehensive monitoring systems for GenAI applications.
|
| 주제 3 | - Foundation Model Integration, Data Management, and Compliance: This domain covers designing GenAI architectures, selecting and configuring foundation models, building data pipelines and vector stores, implementing retrieval mechanisms, and establishing prompt engineering governance.
|
| 주제 4 | - Testing, Validation, and Troubleshooting: This domain covers evaluating foundation model outputs, implementing quality assurance processes, and troubleshooting GenAI-specific issues including prompts, integrations, and retrieval systems.
|
| 주제 5 | - Implementation and Integration: This domain focuses on building agentic AI systems, deploying foundation models, integrating GenAI with enterprise systems, implementing FM APIs, and developing applications using AWS tools.
|
>> AIP-C01덤프최신문제 <<
AIP-C01최고품질 덤프데모 다운로드, AIP-C01높은 통과율 덤프문제
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최신 Amazon Professional AIP-C01 무료샘플문제 (Q33-Q38):
질문 # 33
A global healthcare company is deploying a GenAI application on Amazon Bedrock to produce treatment recommendations. Regulations vary for each country where the company operates. Some countries require the company to retain all model inputs and outputs for 2 years. Other countries require the company to submit data for local audits only. Medical providers require consistent medical terminology across all locations.
However, the treatment recommendations that the model produces must adapt to local patient demographics.
The solution must also integrate with existing electronic health record (EHR) systems. The application must support up to 10,000 healthcare provider queries every day with sub-second response times. The company must be able to review the application before deployments and approve of prompt changes. The application must produce comprehensive logs for prompts, responses, and user context. Which solution will meet these requirements?
- A. Use Amazon CloudWatch Logs to collect detailed model invocation logs. Store the logs in Amazon S3.
Create parameterized prompts in Amazon Bedrock Prompt Management that include variables for treatment options. Enable prompt versioning and set up an approval workflow. - B. Use AWS CloudTrail to log API calls. Create standard prompts in Amazon Bedrock Prompt Management that include variables for patient demographics. Implement IAM policies to ensure that only approves users can access prompts.
- C. Store prompt templates in Amazon S3. Use S3 Object Lock to implement version control. Use Amazon EventBridge to track model invocations. Use AWS Config to monitor changes to prompt templates.
- D. Create AWS Lambda functions to dynamically generate prompts that enforce clinical language requirements. Use Amazon CloudWatch Logs to track model invocations. Use Amazon SQS queues to implement a prompt approval workflow.
정답:A
설명:
This complex set of requirements is best addressed by Amazon Bedrock Prompt Management . It allows the creation of parameterized prompts where variables (like demographics) can be injected at runtime, ensuring consistent medical terminology while adapting recommendations to the specific patient. Prompt Management natively supports versioning and approval workflows , which is a requirement for clinical safety and compliance. For audit and retention, Bedrock model invocation logging can be configured to send detailed prompt and response data to Amazon S3 . Storing these logs in S3 supports the 2-year retention requirement and facilitates local audits. S3 is more cost-effective for long-term storage than CloudWatch Logs alone. CloudTrail (Option A) only logs management events, not the actual prompt/response content required for medical auditing.
질문 # 34
A financial services company wants to use Amazon Bedrock foundation models (FMs) to analyze call center recordings. When calls end, the call center stores recordings as MP3 files in an Amazon S3 bucket. The company needs to generate summaries and sentiment analysis for the recordings in a structured format as soon as new files are created. The recordings average 20 MB in size. Which combination of solutions will meet these requirements? (Select TWO.)
- A. Use AWS Step Functions to orchestrate a workflow to process the recordings. Configure steps to invoke Amazon Transcribe to convert audio to text, validate job completion, and to invoke an AWS Lambda function to create a prompt to invoke Amazon Bedrock FMs to generate structured analysis output.
- B. Configure the source S3 bucket to send notifications to the Step Functions workflow when an object is created in the bucket.
- C. Use AWS Step Functions to orchestrate a workflow to process the recordings. Configure steps to invoke Amazon Transcribe to convert audio to text, validate job completion, and to invoke an AWS Lambda function to process the text by using Amazon Bedrock FMs to generate structured analysis output.
- D. Configure the source S3 bucket to send events to Amazon EventBridge. Create an EventBridge rule to invoke the Step Functions workflow when an object is created in the bucket.
- E. Use AWS Step Functions to orchestrate a workflow to process the recordings. Configure steps to invoke Amazon Transcribe to convert audio to text, validate job completion, and to directly invoke Amazon Bedrock FMs to generate summaries and sentiment analysis in JSON format.
정답:D,E
설명:
AWS Step Functions provides native service integrations that minimize code and operational overhead. For this workflow, Step Functions can directly invoke Amazon Transcribe and, upon completion, directly invoke Amazon Bedrock foundation models. Modern foundation models can be prompted to return outputs in JSON format , fulfilling the requirement for structured analysis without needing an intermediate Lambda function to format the request or response. To trigger the process " as soon as new files are created, " configuring Amazon S3 to send events to Amazon EventBridge is the recommended event-driven pattern. This allows for fine-grained routing and decouples the storage layer from the processing logic, ensuring the workflow scales reliably as call volume grows.
질문 # 35
A healthcare company is developing an Amazon Bedrock-based AI clinical assistant. The company needs a solution to track model inputs and outputs so the company can perform offline quality evaluation and regression analysis. The solution must provide centralized, immutable audit records of all model inference and decision events. The company needs a solution that requires minimal runtime overhead so interactive latency remains stable during evaluation and auditing.
Which solution will meet these requirements?
- A. Send logs for Amazon Bedrock model invocations to Amazon CloudWatch Logs and Amazon S3.
Enable AWS CloudTrail for Amazon Bedrock and Amazon S3 data events. Store logs in an S3 bucket that has Object Lock enabled. Run Amazon Bedrock model evaluations offline. - B. Use AWS CloudTrail to record API calls. Store logs of API calls in an Amazon S3 bucket that has versioning enabled. Use AWS AppConfig feature flags to perform simple online splits without offline evaluation.
- C. Use Amazon SageMaker Model Registry to track model versions. Use Amazon Macie to classify artifacts. Write inference outputs to Amazon CloudWatch Logs. Manually perform monthly quality reviews.
- D. Capture dataset lineage in AWS Glue Data Catalog. Store inference payloads in standard Amazon S3 buckets. Use a judge large language model (LLM) to score responses in production for each request.
정답:A
설명:
Option C is correct because it combines complete inference capture, immutable retention, and offline evaluation without placing an evaluator in the synchronous request path. Amazon Bedrock model invocation logging can record request data, response data, and metadata to CloudWatch Logs and Amazon S3. S3 Object Lock provides write-once-read-many protection that can prevent retained audit objects from being overwritten or deleted. Bedrock model evaluation jobs can then assess stored or prepared response data offline, supporting regression and quality analysis without adding judge-model latency to every live clinical request. CloudTrail complements the audit record for service API activity. Option A depends on manual reviews. Option B records API activity but not the full inference payloads needed for quality evaluation, and ordinary versioning is not equivalent to WORM retention. Option D scores every request in production, adding runtime overhead.
AWS Documentation
질문 # 36
A financial services company processes more than 10,000 customer inquiries every day through a multi-agent GenAI application that uses Amazon Bedrock AgentCore. The application agents invoke several custom tools. During peak usage periods, users report that the custom tools experience up to 40% failure rates. The tools perform inconsistently for different teams at the company.
A GenAI developer must implement an observability solution that provides end-to-end visibility into agent interactions and tool behavior. The solution must use built-in Amazon Bedrock capabilities and must not require custom instrumentation. The GenAI developer needs a solution that requires minimal performance overhead.
Which solution will meet these requirements?
- A. Enable AgentCore Observability and trace collection. Use AWS X-Ray to capture distributed traces for the custom tools. Build Amazon CloudWatch dashboards to visualize metrics for errors, throttling, and latency during peak usage periods.
- B. Build a custom ETL pipeline that uses AWS Lambda functions to process Amazon CloudWatch logs from Amazon Bedrock. Store the processed data in Amazon DynamoDB. Use Amazon QuickSight to visualize cross-team performance patterns.
- C. Use Amazon CloudWatch Container Insights to monitor the agents. Configure an AWS Lambda function to poll the Amazon Bedrock API for tool usage metrics. Configure the function to store results in CloudWatch to generate alerts.
- D. Enable AgentCore Observability and send trace data to Amazon CloudWatch Logs. Use a custom AWS Lambda function to extract tool performance metrics from the logs. Use Amazon Managed Grafana to visualize trends.
정답:A
설명:
Amazon Bedrock AgentCore Observability is the best fit because the requirement is specifically for built-in Amazon Bedrock visibility into agent interactions, tool behavior, and failures without custom instrumentation.
AWS documentation states that AgentCore provides built-in metrics, logs, and traces for AgentCore modular services, and that this data can be viewed in Amazon CloudWatch. AgentCore observability also supports sessions, traces, and spans, where traces represent full request-response cycles and spans represent operations inside a trace. This directly matches the need to analyze multi-agent interactions, tool invocations, latency, throttling, and error behavior during peak traffic.
Option A is also correct because Amazon Bedrock AgentCore integrates with AWS X-Ray for distributed tracing of AI agents and tools. AWS X-Ray support helps follow requests across service boundaries and identify performance bottlenecks in agent and tool execution. CloudWatch provides curated GenAI observability views for AgentCore and can show operational health, metrics, traces, sessions, and error breakdowns. This gives the developer end-to-end visibility with minimal additional overhead because the core telemetry is service-provided rather than extracted through a custom pipeline.
Option B is incorrect because Container Insights focuses on container infrastructure and would not provide native visibility into Bedrock AgentCore agent reasoning paths or tool-level traces. Polling APIs with Lambda adds custom logic and operational overhead. Option C is incorrect because a custom ETL pipeline, DynamoDB storage, and QuickSight reporting do not satisfy the "built-in Amazon Bedrock capabilities" and
"minimal overhead" requirements. Option D starts correctly with AgentCore Observability, but then adds custom Lambda processing and Grafana, which introduces unnecessary custom instrumentation and processing. Therefore, option A is the most AWS-aligned solution.
질문 # 37
A healthcare company is developing a generative AI (GenAI) application that recommends patient treatment plans to physicians. The company wants to use Amazon Bedrock to build the application.
The application must document model limitations, prevent unauthorized clinical recommendations, and maintain detailed audit trails of all AI-generated outputs. The company must store outputs in compliance with healthcare regulations. The solution must prevent output tampering.
Which solution will meet these requirements?
- A. Use Amazon CloudWatch to monitor and log AI-generated outputs. Configure a postprocessing AWS Lambda function to scan outputs for compliance violations. Store the outputs in Amazon S3. Enable S3 Object Lock.
- B. Implement Amazon Bedrock with custom prompt templates that include compliance instructions. Use Amazon DynamoDB to store all AI-generated outputs. Create Amazon CloudWatch alarms that trigger when potential noncompliant outputs are detected.
- C. Use model cards to document FM limitations. Implement Amazon Bedrock Guardrails with healthcare compliance policies. Store all AI-generated outputs in Amazon S3. Enable S3 Object Lock.
- D. Use model cards to document FM limitations. Implement Amazon Bedrock Guardrails to filter all AI- generated outputs against healthcare regulations. Store the outputs in Amazon S3. Use Amazon QuickSight dashboards to analyze compliance metrics.
정답:C
설명:
Option A addresses all three governance layers. Model cards provide documented information about a model' s capabilities, limitations, supported modalities, context constraints, and other characteristics that teams can review before deployment. Amazon Bedrock Guardrails can enforce application-specific safeguards on user inputs and model responses, and IAM policies can require a specific guardrail for inference calls, helping prevent uncontrolled model use. Storing generated outputs in Amazon S3 provides durable audit storage, while S3 Object Lock uses a write-once-read-many model that can prevent retained objects from being overwritten or deleted and is specifically intended to support regulatory retention requirements. Option B lacks formal model-limit documentation and relies on custom postprocessing. Option C does not protect stored audit evidence against tampering. Option D relies primarily on prompts and ordinary database storage rather than enforceable safety and immutable-retention controls. AWS Documentation
질문 # 38
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