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The
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Amazon Bedrock
Guardrails Agents Customization capabilities
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Trained on 17 years of AWS knowledge
Assists you everywhere you work – in
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Works with you to build new features,
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reinvent-2023
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Amazon
reinvent2023application
#10 Created 7 days ago by @wvogels Updated 5 days ago by @wvogels
Comments (2)
Amazon Q 5 days agp
Good news! I’ve completed my work on this issue and created a pull request for review:
PR 9 Change the get_all_mysfits() API to return mysfits sorted by the Age attribute
Evaluate prerequisites
Read repository
Generate background
Generate approach
You’re right, no need to change the model unit tests. Here is a revised approach:
1. src/app.py
1. src/app.py
1. Modify get_all_mysfits() to sort the response before returning:
1. Call MysfitsModel.list_items() to get all unsorted items
2. Sort the items list using Python’s built-in sorted() function, passing ‘Age’ as the key
3. Return the sorted list
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Upgrade Java applications in a fraction of
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Enhance the security and performance of
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Accelerate the migration from Windows
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Code Transformation
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Customization capabilities
Support for CloudFormation (YAML,
JSON), AWS CDK (TypeScript, Python),
and Hashicorp Terraform (HCL)
Available in Visual Studio (in preview)
Amazon
CodeWhisperer
New enhancements
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Amazon Bedrock
The easies way to build and scale
generative AI applications with LLMs
and other foundation models
Broad choice of foundation models
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Amazon Bedrock
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Llama 2 70B
NE W NEW
Amazon Titan Foundation Models
TITAN TEXT
EMBEDDINGS
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TITAN IMAGE
GENERATOR
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LITE
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TITAN TEXT
EXPRESS
Open-ended text
generation,
conversational chat,
RAG support
N E W
NEW
NEW
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Fine-tuning Cohere Command Lite,
Meta Llama 2, Amazon Titan Text
Lite & Express generally available
Fine-tuning Anthropic Claude
coming soon
Continued pre-training for Amazon
Titan Text Lite & Express in preview
Amazon Bedrock
customization capabilities
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Automatically convert text
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Store embeddings in your vector
database
Retrieve embeddings and
augment prompts
Knowledge Bases for
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Fully-managed native support for
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Cat
Kitten Old
Felin
e
Puppy Dog
Young
Canine
Vectors are critical for
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Vector support
for Amazon
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DynamoDB
Redis Enterprise
Cloud
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Amazon OpenSearch
Serverless
C O M I N G S O O N
MongoDB
Pinecone Amazon
Aurora
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Vector databases for Amazon Bedrock
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Enable generative AI applications to
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Securely access and retrieve
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AGENT
FM
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PLAN
1 2 3
Information
needed
APIs to call and
when to call them
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Evaluate, compare, and select the best
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Easily configure harmful
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Apply your guardrails to any
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Redact personally identifiable
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Drag, drop, and connect AWS
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Use generative AI-based code
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CloudFormation resources
AWS Application Composer is now
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AWS Application
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Visually compose infrastructure as code
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Generative AI
CDK Constructs
github.com/awslabs/
generative-ai-cdk-constructs
NEW
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AWS SDKs for Rust & Kotlin
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Native Amazon Bedrock integration
New Test States API
AWS Step Functions
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Amazon
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Code Editor
A new IDE option based on Code-OSS
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bedrock.py – sagemaker-user
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Patterns view visualizes recurring
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Anomaly detection evaluates
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BatchGetSecretValue identifies
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A new log class for cost-effective
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Container Storage Interface (CSI)
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New Archive storage class optimized
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Simplify query authoring by expressing
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generative SQL in
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Zero-ETL integrations
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Private connectivity to AWS
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AWS ReInvent 2023 Recap: AWS User GroupKolkata

  • 1. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 2. The Generative AI Stack Amazon Q Amazon Q in Amazon QuickSight Amazon Q in Amazon Connect Amazon CodeWhisperer GPUs Inferentia Trainium SageMaker EC2 Capacity Blocks Neuron UltraClusters EFA Nitro Amazon Bedrock Guardrails Agents Customization capabilities
  • 3. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Trained on 17 years of AWS knowledge Assists you everywhere you work – in the console, IDE, and documentation Works with you to build new features, refactor, and troubleshoot on AWS IN PREVIEW Amazon Q
  • 4. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. IN PREVIEW Amazon Q … in your IDE
  • 5. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. IN PREVIEW Amazon Q … in CodeCatalyst reinvent-2023 CodeCatalyst Amazon reinvent2023application #10 Created 7 days ago by @wvogels Updated 5 days ago by @wvogels Comments (2) Amazon Q 5 days agp Good news! I’ve completed my work on this issue and created a pull request for review: PR 9 Change the get_all_mysfits() API to return mysfits sorted by the Age attribute Evaluate prerequisites Read repository Generate background Generate approach You’re right, no need to change the model unit tests. Here is a revised approach: 1. src/app.py 1. src/app.py 1. Modify get_all_mysfits() to sort the response before returning: 1. Call MysfitsModel.list_items() to get all unsorted items 2. Sort the items list using Python’s built-in sorted() function, passing ‘Age’ as the key 3. Return the sorted list
  • 6. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Upgrade Java applications in a fraction of the time Enhance the security and performance of your code Accelerate the migration from Windows to Linux (coming soon) IN PREVIEW Amazon Q Code Transformation
  • 7. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Customization capabilities Support for CloudFormation (YAML, JSON), AWS CDK (TypeScript, Python), and Hashicorp Terraform (HCL) Available in Visual Studio (in preview) Amazon CodeWhisperer New enhancements
  • 8. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Bedrock The easies way to build and scale generative AI applications with LLMs and other foundation models Broad choice of foundation models Customize foundation models using your organization’s data Enterprise-grade security and privacy
  • 9. Amazon Bedrock Summarization, complex reasoning, writing, coding Claude Contextual answers, summarization, paraphrasing Jurassic High-quality images and art Stable Diffusion Text generation, search, classification Command + Embed Q&A and reading comprehension Llama 2 Text summarization, generation, Q&A, search Amazon Titan 200K token context window 2x reduction in hallucination rate 25% cost reduction on Bedrock Claude 2.1 Supports large-scale tasks, like language-modeling and dialogue systems Llama 2 70B NE W NEW
  • 10. Amazon Titan Foundation Models TITAN TEXT EMBEDDINGS Translates text into numerical representations TITAN IMAGE GENERATOR Generate realistic, studio- quality images IN PREVIEW TITAN MULTIMODAL EMBEDDINGS Search, recommendation, personalization TITAN TEXT LITE Summarization, copywriting, fine-tuning TITAN TEXT EXPRESS Open-ended text generation, conversational chat, RAG support N E W NEW NEW
  • 11. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Fine-tuning Cohere Command Lite, Meta Llama 2, Amazon Titan Text Lite & Express generally available Fine-tuning Anthropic Claude coming soon Continued pre-training for Amazon Titan Text Lite & Express in preview Amazon Bedrock customization capabilities
  • 12. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Automatically convert text documents into embeddings Store embeddings in your vector database Retrieve embeddings and augment prompts Knowledge Bases for Amazon Bedrock Fully-managed native support for retrieval augmented generation (RAG) GENERALLY AVAILABLE
  • 13. Cat Kitten Old Felin e Puppy Dog Young Canine Vectors are critical for customizing generative AI applications
  • 14. Vector support for Amazon DocumentDB Vector support for Amazon DynamoDB
  • 15. Redis Enterprise Cloud Vector Engine For Amazon OpenSearch Serverless C O M I N G S O O N MongoDB Pinecone Amazon Aurora C O M I N G S O O N Vector databases for Amazon Bedrock
  • 16. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Enable generative AI applications to take actions in just a few clicks Break down and orchestrates tasks and executes API calls on your behalf Securely access and retrieve company data Agents for Amazon Bedrock Execute multi-step tasks across company systems and data sources GENERALLY AVAILABLE
  • 17. Resolving tasks with Agents for Amazon Bedrock COMPLETES TASK REQUEST AMAZON BEDROCK AGENT FM Generate a sequence of steps FM EXECUTES PLAN 1 2 3 Information needed APIs to call and when to call them
  • 18. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Evaluate, compare, and select the best foundation model for any use case Model Evaluation on Amazon Bedrock IN PREVIEW
  • 19. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Easily configure harmful content filtering Apply your guardrails to any foundation model or agent Redact personally identifiable information (PII) in model responses (coming soon) Guardrails for Amazon Bedrock IN PREVIEW Safeguard your generative AI applications with your custom responsible AI policies
  • 20. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Drag, drop, and connect AWS resources using a visual canvas Use generative AI-based code suggestions to use any of 1,000+ CloudFormation resources AWS Application Composer is now part of the AWS Toolkit for VS Code AWS Application Composer in VS Code Visually compose infrastructure as code directly in your IDE GENERALLY AVAILABLE
  • 21.
  • 22. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Generative AI CDK Constructs github.com/awslabs/ generative-ai-cdk-constructs NEW
  • 23. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS SDKs for Rust & Kotlin GENERALLY AVAILABLE
  • 24. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. HTTP endpoint integration Native Amazon Bedrock integration New Test States API AWS Step Functions
  • 25. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon SageMaker Studio Code Editor A new IDE option based on Code-OSS GENERALLY AVAILABLE bedrock.py – sagemaker-user
  • 26. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Patterns view visualizes recurring patterns while querying your logs Compare mode helps you quickly find changes over time Anomaly detection evaluates incoming logs against historical baselines Amazon CloudWatch Pattern Analysis and Anomaly Detection GENERALLY AVAILABLE
  • 27. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon CloudWatch Application Signals IN PREVIEW
  • 28. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. BatchGetSecretValue identifies and retrieves secret groups with a single API call Use with list of secret names or ARNs, along with filter criteria, such as tags AWS Secrets Manager batch-retrieval of secrets GENERALLY AVAILABLE
  • 29. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Assess function code for security issues like injection risks, data leaks, and weak or missing encryption Actionable security findings including affected code snippets and remediation suggestions Amazon Inspector Lambda code scanning with generative AI GENERALLY AVAILABLE
  • 30. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Scans container images for security issues from within the CI/CD pipeline Works with CI/CD tools hosted in AWS, on-premises, or hybrid clouds Amazon Inspector container image security GENERALLY AVAILABLE
  • 31. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Continuous EC2 instance monitoring without the need for an agent Takes EBS volume snapshots to perform vulnerability analysis Amazon Inspector agentless vulnerability assessments for EC2 IN PREVIEW
  • 32. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Guard Duty ECS and EC2 runtime monitoring ECS: GA / EC2: IN PREVIEW
  • 33. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. IAM Access Analyzer simplified access inspection GENERALLY AVAILABLE
  • 34. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Unified Billing and Cost Management GENERALLY AVAILABLE Unified console with recommendations and insights to help understand your spend, identify issues, and save money
  • 35. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Management Console myApplications GENERALLY AVAILABLE Monitor and manage the cost, health, security posture, and performance of your applications
  • 36. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Compare forecasted usage to the free tier for each service to avoid unintended charges Programmatically track free tier usage against monthly usage limits AWS Free Tier usage API GENERALLY AVAILABLE
  • 37. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. A new log class for cost-effective log consolidation Best suited for logs that require infrequent querying, e.g. for forensic analysis Amazon CloudWatch Infrequent Access class GENERALLY AVAILABLE
  • 38. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Drag and drop automation actions and AWS APIs and connect them as steps Features a guided flow, best practice recommendations, and error highlighting Integrates with Amazon CodeGuru Security for embedded Python scripts AWS Systems Manager Automation low-code Runbook design GENERALLY AVAILABLE
  • 39. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. The fastest cloud object storage class for performance-critical applications Millions of access requests per minute with single-digit millisecond latency New bucket type, pinned to the Availability Zone of your choice Amazon S3 Express One Zone
  • 40. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Container Storage Interface (CSI) driver for Kubernetes now available Added support for the new S3 Express One Zone storage class Mountpoint for Amazon S3
  • 41. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. New Archive storage class optimized for long-lived file data that is accessed a few times a year or less Infrequent Access storage class price reduction by 36% Now supports up to 250,000 read and up to to 50,000 write IOPS per file system Amazon EFS
  • 42. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Now supports automatic archival of EBS Snapshots into the EBS Snapshot Archive Restore testing helps perform automated and periodic restore tests of backed up resources AWS Backup
  • 43. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Managed horizontal scale-out beyond the limits of a single database instance Amazon Aurora Limitless Database IN PREVIEW
  • 44. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Serverless Amazon ElastiCache configuration for Redis and Memcached Amazon ElastiCache Serverless GENERALLY AVAILABLE
  • 45. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Simplify query authoring by expressing queries in natural language Amazon Q generative SQL in Amazon Redshift GENERALLY AVAILABLE
  • 46. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Zero-ETL integrations with Amazon Redshift Amazon Aurora PostgreSQL Amazon RDS for MySQL Amazon DynamoDB AVAILABLE IN PREVIEW
  • 47. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Zero-ETL integrations Amazon OpenSearch with Amazon S3 Amazon DynamoDB with Amazon OpenSearch Amazon Athena with AWS CloudTrail DataLake AVAILABLE IN PREVIEW
  • 48. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Project Kuiper Private connectivity to AWS ANNOUNCEMENT Gateway stations with tracking, telemetry, and command terminals Fiber links On-premises / service provider networks Internet Amazon VPC Low Earth Orbit (LEO) satellite broadband network
  • 50. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Thank you! © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Thank you! © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved. Please complete the session survey in the mobile app Please complete the session survey in the mobile app