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Machine Learning & AI
AWS offers the broadest and deepest set of machine learning services and supporting cloud infrastructure, putting machine learning in the hands of every developer, data scientist and expert practitioner. AWS is helping more than one hundred thousand customers accelerate their machine learning journey.
Recent questions
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- I am looking for some documentation or examples to use strands-dynamodb-storage that is described at https://aws.amazon.com/blogs/database/introducing-strands-dynamodb-storage-durable-agent-storage-fo...
- The usage has been checked, and no unauthorized users are accessing the LLM's. But I am waiting already for a week to allow to continue to work on our critical project.
- We received an email titled "Action Required: Amazon Bedrock Service Suspended". It says our access to Bedrock was suspended because AWS "could not validate important details" about our account, and t...
- Hi AWS Community Team, I opened billing case **************** on September 2nd regarding an unexpected charge from an idle SageMaker endpoint. The endpoint has been completely deleted, but the case is...
- Dear community, I am trying to use Nova 2 Lite model on Bendrock. However, I am getting operation not allowed errrors. I have all the necessary permissions, my AWS account is almost 2 years old and w...
- Hello AWS Community & AWS Team, Our startup has an active $10,000 AWS Activate grant on our account (ending in 6720). We have also completed our payment setup with Invoicing as advised by Marketplace...
- I am testing Amazon Nova Sonic in us-east-1 using the Bedrock Runtime InvokeModelWithBidirectionalStream API. AWS allows me to create an application inference profile sourced from both amazon.nova-son...
- Hi everyone, A few days ago I got an email from AWS saying my account was put on hold because they couldn't verify some account/payment information. They asked me to submit documents or the account c...
- Two content-block shapes are rejected by the Converse API for the GPT-5.6 family even though the underlying models accept them through the Responses API. Both look like gaps in the Converse-to-OpenAI ...
- I work in the automotive industry and im pretty new to AI agent development. I work for a global car company that are going to add AI capabilities to multiple systems and applications. The target is A...
asked 6 days ago
- **Summary** `google.gemma-4-31b` on Bedrock (Mantle OpenAI-compatible endpoint, eu-central-1) reliably drops digits from numbers that contain consecutive repeated digits. Numbers without repeated dig...
- All Bedrock invocations fail on four member accounts of my AWS Organization with: ValidationException: Error 002: Access to Bedrock models is not allowed for this account The distribution of fai...
- Amazon Bedrock bearer-token API requests consistently return HTTP 403 AccessDeniedException in eu-west-2 (Europe London). Environment: Amazon Bedrock, eu-west-2 Model: Amazon Nova Lite (amazon.nova-...
- Hello AWS re:Post Team & Community, I am attempting to subscribe/assign a user to Amazon Q Developer Pro, but I keep receiving the error: "Failed to create Kiro subscription for 1 user. Your account ...
- Hi all, When signing into AmazonQ with my Kiro account, it automatically keeps signing into a different AWSBuilder account (same email, though the one with the pro subscription is a "log in with goog...
- I am getting the following error when trying to use Amazon Bedrock: ```text ValidationException: Error 002: Access to Bedrock models is not allowed for this account ``` I am trying to use **Amazon N...
- We are trying to use Claude Opus 5 on Amazon Bedrock from Asia Pacific (Sydney), ap-southeast-2. The Australian inference profile is visible and active: au.anthropic.claude-opus-5 We also tested: ...
- I have a new model architecture called Functor models, the idea applies to many model types in the micro and SLM spaces. A functor model learns by modifications to its function rather than parameters....
asked 13 days ago
Recent Knowledge Center content
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Recent articles
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MikeLimEXPERT
published 10 hours ago2 votes90 views
Configure Claude app to use Amazon BedrockMikeLimEXPERT
published a day ago2 votes73 views
Step by step guide to deploy LiteLLM based LLM Gateway on AWS- AWS OFFICIALUpdated 7 days ago1 votes97 viewsLearn how to build an assistant that students can use to get answers to their questions. The assistant is based on your institution’s own documents, with citations and policy guardrails.
Dubey, ShubhenduEXPERT
published 8 days ago0 votes87 views
AWS Agent Registry is now generally available, but most teams meet it mid-sprawl: dozens of agents and MCP tools scattered across accounts, with no shared inventory, no cross-team discovery, and no au...published 9 days ago0 votes47 views
Privately reach Amazon Bedrock AgentCore (Runtime and Memory) from a self-hosted EKS agent authenticated with IRSA/SigV4, inside a no-egress VPC. Covers the AWS STS interface endpoint and regional STS...Mario SagethEXPERT
published 10 days ago0 votes102 views
This article shows how to use reinforcement fine-tuning (RFT) on Amazon Bedrock to improve an open-weight model's ability to generate correct, tool-specific Tcl automation scripts for semiconductor an...N_AgarwalEXPERT
published 12 days ago0 votes72 views
AWS Continuum launched in June 2026 as the new umbrella for AWS's security capabilities — yet no community guide exists on re:Post to help practitioners understand which capability to use when or how ...Rakesh Reddy PanyalaEXPERT
published 14 days ago5 votes87 views
This article provides comprehensive guidance for connecting local IDEs (Visual Studio Code, Kiro, and Cursor) to Amazon SageMaker Unified Studio Spaces using remote access. It addresses a common custo...Harish MandhadiEXPERT
published 15 days ago0 votes62 views
Amazon Bedrock now natively attributes every inference cost to the IAM principal that made the call. This post shows engineers and FinOps teams how to set it up and query it.Li_XEXPERT
published 19 days ago1 votes167 views
Amazon Bedrock Guardrails throttles on three independent quota dimensions — requests per second, text units per second per policy, and maximum input size per request. This article shows how to tell wh...AWS-User-2366522EXPERT
published 20 days ago0 votes171 views
Amazon Connect AI Agents reach business systems through Bedrock AgentCore Gateway as MCP tools. When any link in that chain is misconfigured, nothing errors: the gateway namespace simply never appears...N_AgarwalEXPERT
published 20 days ago0 votes106 views
Customers deploying AI models on AWS frequently ask: "Should I use Bedrock or SageMaker AI for inference?" The answer depends on their control requirements, model type, cost model preference, and arch...
Ashwin SambidiSUPPORT ENGINEER
published 21 days ago0 votes110 views
AWS Support asked me for a request ID for an OpenAI model call that failed, was slow, or returned an incomplete response. I make the call from the Codex CLI, the Codex IDE extension, or the ChatGPT de...- AWS OFFICIALUpdated 5 days ago0 votes239 viewsModernize gas leak detection systems in chemical manufacturing facilities using AWS IoT services and Amazon Bedrock.
- AWS OFFICIALUpdated 23 days ago0 votes215 viewsThis article shows you how to use Amazon CloudWatch and AWS DevOps Agent to build an automated cost spike detection pipeline for Amazon Bedrock.
N_AgarwalEXPERT
published 23 days ago0 votes106 views
Customers scaling agentic AI workloads often see token costs grow faster than business value — a single frontier model handling all tasks (routing, classification, summarization, generation) drives hi...Ashwin SambidiSUPPORT ENGINEER
published a month ago0 votes601 views
You cannot find or invoke an OpenAI GPT-5.4, GPT-5.5, or GPT-5.6 Luna, Sol, or Terra model on the endpoint that you are using, or a bedrock-mantle request returns an HTTP 401 error stating that the mo...NiharSUPPORT ENGINEER
published a month ago1 votes150 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...
Recent selections
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- AWS OFFICIALUpdated 4 months ago0 votes527 viewsAWS Transform custom uses agentic AI to define and run reusable code transformations across your repositories, with both CLI and web interfaces. Use this Selection to learn how AWS Transform custom wo...
- AWS OFFICIALUpdated 4 months ago0 votes299 viewsAWS Transform for full-stack Windows modernization uses agentic AI to transform .NET Framework applications, UI frameworks, and SQL Server databases into cloud-native solutions running on Linux, Amazo...
- AWS OFFICIALUpdated 4 months ago0 votes317 viewsAWS Transform for mainframe uses agentic AI to analyze, document, refactor, and test mainframe applications, cutting modernization timelines from years to months. Use this Selection to learn how the m...
- AWS OFFICIALUpdated 4 months ago0 votes158 viewsAWS Transform for VMware uses agentic AI to discover, plan, and execute VMware migrations to AWS at scale. Use the information in this Selection to learn how the VMware migration agent works, see cust...
- AWS OFFICIALUpdated 4 months ago0 votes216 viewsAWS Transform is an agentic AI service that accelerates enterprise migration and modernization. Use this Selection to understand what AWS Transform is, set it up in your account, and follow announceme...
AWS OfficialMODERATOR
published a year ago0 votes425 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 ago1 votes1.3K views
How AWS Agentic AI tools are accelerating mainframe modernizationAWS OfficialEXPERT
published a year ago0 votes588 views
This spotlight on Amazon Connect equips you with the skills and troubleshooting tips to get the most out of AWS’s AI-powered contact center.- AWS OFFICIALUpdated a month ago14 votes40.3K viewsThe AWS Trust & Safety Center provides curated knowledge of AWS resources that can assist you in your cloud journey.
Jonathan_DEXPERT
published 2 years ago2 votes2.2K views
This selection provides a curated list of resources to get started with Amazon Q Developer.Jonathan_DEXPERT
published 2 years ago2 votes2.7K views
This selection provides a curated list of resources to get started with Amazon Q Business.- AWS OFFICIALUpdated 2 years ago0 votes97 viewsThis learning path is for DevOps engineers, researchers, operations analysts, data analysts, and business domain experts
- AWS OFFICIALUpdated 2 years ago0 votes115 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 votes194 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 votes96 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...
- AWS OFFICIALUpdated 2 years ago0 votes285 viewsTurn on Amazon Connect features for your instances to help agents deliver more efficient and personalized customer service.
- AWS OFFICIALUpdated 2 years ago0 votes99 viewsLearn how you can leverage Amazon Connect and Amazon Lex capabilities for fast and seamless interactions.
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
EXPERTSedat SALMAN
EXPERTAdeleke Adebowale .J.
EXPERTLeeroy Hannigan
EXPERTShahed Kazi (@shajam)
EXPERTTushar Jagdale
EXPERTIndranil Banerjee AWS
EXPERTMassimilianoAWS
EXPERTGunasekaran, Makendran
EXPERTThanniru Anil Kumar
EXPERTAlex T
EXPERTVitor Castellani
EXPERT
Learn AWS faster by following popular topics
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