Generative AI on AWS
Generative AI is a type of AI that can create new content and ideas, including conversations, stories, images, videos, and music. With generative AI on AWS, you can reinvent your applications, create entirely new customer experiences, drive unprecedented levels of productivity, and transform your business.
Recent questions
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- We are currently working with Nova Sonic to build AI agents for a healthcare application. These agents assist patients and are designed to detect signals of discomfort (such as pain, depression, or su...
- Whenever I try to add a user to Kiro, the operation fails with the following error: "Failed to create Kiro subscription for 1 user" "Your account is not authorized to make this call." The browser ne...
- Hi AWS Team, I am logged in as the root user on an AWS account (India/AISPL) and receiving the error "Your account is not authorized to perform this action" when trying to submit the Anthropic first-...
- Hello re:Post Support Team, I need an urgent internal escalation to the AISPL Marketplace Billing Desk. My support ticket has been unassigned with zero response for 5 days. * Case ID: [**************...
- I'm using a personal AWS account in us-east-1 for a development/hackathon project as a student and I'm unable to invoke any Amazon Bedrock Runtime model. Every InvokeModel request returns: ValidationE...
- On AWS Bedrock we currently have access to Claude 4.6, but as far as I understand, this version may be retired in the coming months. When we try to access Claude Opus 4.8, 5 or Fable, we receive the...
- I am an AISPL (AWS India) account holder with $1,000 Founder credits and $100 Free Tier credits active. I have been trying to access Amazon Bedrock Claude Sonnet 4.6 but the agreement status shows NOT...
- Hey, I recently created a new AWS account and submitted the required Anthropic use case information on August 5th around 10:00 am I'm still waiting for the request to be reviewed, and I haven't recei...
- I'm getting "ValidationException: Operation not allowed" whenever I try to use Anthropic Claude models (Haiku 4.5) on Bedrock, both via API and Playground, in US East (N. Virginia). My payment method ...
- Claude Sonnet 5 went Generally Available on AWS as of around July 1st with the global inference profile. Soon there after the US, EU, and AU geo regions and associated inference profile were released....
- On bedrock-mantle I cannot get any computer-use tool type accepted on `openai.gpt-5.4`. The [GPT-5.4 model card](https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-54.html), ho...
- I have an Amazon Bedrock model customization (fine-tuning) job that completed data validation almost immediately, but training has not started even after 24+ hours. Details: - Job name: marco-demo01-...
- I am configuring an Amazon Bedrock Knowledge Base with a SharePoint data source. During synchronization, the data source fails with the following error: Sync failed for data source - 'data-source-dig...
- Anthropic models are denied for our account even though the required use case declaration was submitted and is verifiably stored. I would like to know what is still missing, or whether the stored reco...
- I am unable to create a Kiro subscription (Pro+) for a user via the Kiro console. Error message: Failed to create Kiro subscription for 1 user Your account is not authorized to make this call. Accou...
- I'm an individual developer based in India trying to request access to Anthropic Claude models on Amazon Bedrock for a personal software development project (an algorithmic trading bot with Python-bas...
- Hi everyone, I'm facing an issue with Amazon Bedrock Anthropic models and would appreciate any guidance. ### Environment * Region: **ap-south-1** * SDK: * boto3: **1.43.36** * botocore: **1.43.36*...
- We are testing Amazon Bedrock AgentCore Gateway in `eu-central-1` with this configuration: - Gateway `supportedVersions=["2026-07-28"]` - Native MCP server target using the `DEFAULT` endpoint and `GA...
Recent Knowledge Center content
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Recent articles
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Ashwin SambidiSUPPORT ENGINEER
published 7 days ago0 votes163 views
You cannot see, select, or invoke an OpenAI GPT-5.x model such as openai.gpt-5.5 in Amazon Bedrock, or an inference call returns an HTTP 401 error stating that the model is not available for your acco...NiharSUPPORT ENGINEER
published 13 days ago0 votes99 views
Customers signing in to Kiro via app.kiro.dev using IAM Identity Center are unexpectedly redirected to aws.amazon.com/q/developer/. This occurs when the Kiro Sign-In application in IAM Identity Center...
Darius MousazadehEXPERT
published 14 days ago0 votes215 views
This article shows how to put cost governance around Amazon Bedrock so enterprises can safely give developers access to Claude and Claude Code. It walks through a field-tested pattern: team and user-l...ShravanEXPERT
published 19 days ago0 votes138 views
Organizations adopting Amazon Bedrock at scale struggle to attribute model-invocation costs to specific teams, detect LLM-native anomalies like tool-call loops, and investigate spend spikes fast enoug...WAZEXPERT
published 20 days ago0 votes117 views
Part 3 of a three-part series mapping the OWASP Top 10 for Agentic Applications 2026 to AWS security controls. This final part covers the system's dynamics once agents persist state and act autonomous...WAZEXPERT
published 20 days ago0 votes119 views
Part 2 of a three-part series mapping the OWASP Top 10 for Agentic Applications 2026 to AWS security controls. This part covers what the agent runs at runtime: ASI02 (tool misuse and abuse), ASI04 (ag...WAZEXPERT
published 20 days ago0 votes161 views
Part 1 of a three-part series mapping the OWASP Top 10 for Agentic Applications 2026 to AWS security controls. This part establishes the defense-in-depth framework and secures the agent's boundary wit...WAZEXPERT
published 20 days ago0 votes152 views
Claude Code's native Amazon Bedrock mode is built for Anthropic models and can't reach Z.AI's GLM 5. This article shows how to put a small Anthropic-compatible proxy between Claude Code and Amazon Bed...Alexandre CarlimEXPERT
published 21 days ago2 votes115 views
If you're building an application that calls MCP (Model Context Protocol) servers — say, an AI-powered support portal or an agentic workflow — you've probably hit HTTP 429 errors when traffic spikes. ...Radhika KanubaddhiEXPERT
published 23 days ago0 votes47 views
Five controlled experiments that isolate context window failure modes in production LLM agents. Each experiment changes one variable and measures the impact on answer correctness.Puneet AroraEXPERT
published 24 days ago0 votes141 views
Organizations planning workload migrations to AWS often underestimate the foundational work required before the first server moves. A well-architected multi-account landing zone is a prerequisite that...DarshikaEXPERT
published a month ago0 votes92 views
AWS Cloud Control API uses AWS CloudFormation resource providers, which may invoke additional API operations beyond the primary service API. As a result, GetResource for an Amazon Bedrock Agent can re...Sankalp H TEXPERT
published a month ago0 votes220 views
This article gives Amazon Q Developer Pro admins the direct AWS console steps to upgrade their users to a Kiro subscription, with links to official AWS and Kiro docs for pricing and further details. K...Sheng ChenEXPERT
published a month ago0 votes516 views
Example on how to deploy GLM-5.2 on Amazon EKS using vLLM, DLCs, P5en instances and FSx for LustreKartikEXPERT
published a month ago0 votes259 views
AWS DevOps Agent's release readiness review is native to GitHub and GitLab, but not to BitBucket Cloud. This article covers a bridge pattern (Amazon Bedrock AgentCore Gateway, Amazon Cognito, and a si...SolomonEXPERT
published a month ago0 votes142 views
This article demonstrates how to use Strands Agents lifecycle hooks to enforce deterministic rules that system prompts alone cannot guarantee. Covers four production patterns — authorization-failure s...JohnTEXPERT
published a month ago0 votes52 views
Learn how to parse AWS Trusted Advisor Organizational View reports with Python and use Amazon Bedrock Structured Outputs to identify cross-account risk patterns, prioritize findings by blast radius, a...- AWS OFFICIALUpdated 23 days ago0 votes274 viewsYou can use Kiro CLI with the AWS Model Context Protocol (MCP) Server to query AWS DevOps Agent investigations and review root cause findings. These tools can also help you provide additional context ...
Recent selections
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AWS OfficialMODERATOR
published a year ago0 votes398 views
This spotlight on Amazon Bedrock equips you with the skills and troubleshooting tips to get the most out of a dynamic service.Cheryl du PreezEXPERT
published a year ago0 votes1.2K views
How AWS Agentic AI tools are accelerating mainframe modernization- AWS OFFICIALUpdated 2 years ago0 votes89 viewsThis learning path is for DevOps engineers, researchers, operations analysts, data analysts, and business domain experts
- AWS OFFICIALUpdated 2 years ago0 votes111 viewsUse this selection as a learning path if you are a business decision maker and need to know how to use artificial intelligence technologies to improve your business operations.
- AWS OFFICIALUpdated 2 years ago0 votes183 viewsUse this learning path if you are a software developer interested in embedding ML predictions and AI services in your applications to solve a business problem.
- AWS OFFICIALUpdated 2 years ago0 votes85 viewsUse this learning path if you're a technical person who collects, cleans, and transforms data on a daily basis. You create machine learning models to make predictions. You are familiar with statistica...
Jonathan_DEXPERT
published 3 years ago3 votes16K views
How can you get started with Generative AI on AWS?
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Giovanni Lauria
EXPERTOsvaldo Marte
EXPERTAdeleke Adebowale .J.
EXPERTTushar Jagdale
EXPERTGunasekaran, Makendran
EXPERTkranthi putti
EXPERTAlex T
EXPERTVitor Castellani
EXPERTMina Gobrial
EXPERTHayato Kosugi
EXPERTOlawale Olaleye
EXPERT
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