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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 trying to get interactive buttons using a CUSTOM_BOT. My architecture start a chat an invoke the custom bot (not lex) and the bot answer my messages hitting a webhook Lambda that takes the payl...
- We're using Agentcore Gateway with Lambda targets. We have cloudfront for a custom domain which is not simple due to the functions required. We desire to publish this MCP Server to the OpenAI marketp...
- Claude [now supports Structured Output via the `output_config.format` key](https://platform.claude.com/docs/en/build-with-claude/structured-outputs), but trying to use this with Mantle produces: ``` E...
- Hello, Does Amazon Transcribe from Management Console, CLI, API, SDK can get a real-time stream, transcribe it and return it as real-time stream with transcription ? If yes, could you please detail...
- If you are trying to swap your OpenAI or Anthropic pipelines over to the new **Project Mantle** endpoint on AWS Bedrock to run **Gemma 4**, save yourself the engineering hours and **don't do it**. In...
asked 13 hours ago
- Hello AWS Team and Community, I am writing here as a last resort after 6+ weeks of being completely blocked from using Amazon Bedrock, with no resolution through normal support channels. Account ID:...
- Hello, On 8 September 2026 I opened an Account and billing case (Marketplace → Marketplace Buyer Request, severity "General question") from my AWS account, subject "Bedrock model entitlement — OpenAI...
- According to docs one pricing dimension of AWS Managed Bedrock KnowledgeBases is Index Storage. Is there any CloudWatch metrics that gives this information? I see some data in Cost Explorer but no GB...
- I deployed a LangGraph agent to Bedrock AgentCore Runtime (us-east-1) via the AgentCore CLI. The agent works fine However, the GenAI Observability dashboard (Traces/Spans tabs) shows no traces or span...
- I'm trying to get access to Anthropic Claude models on Amazon Bedrock and I'm blocked at two related points: Bedrock Playground error: When I try to invoke any model in the Bedrock console Playground...
- I have a collection with ~2670 indexed faces (FaceModelVersion 7.0). When searching for a specific person using SearchFacesByImage (with their selfie as the search image), the search only finds about...
- Hello AWS Community / AWS Support, I am an individual student using a newly created AWS account, and I am trying to use Anthropic Claude models through Amazon Bedrock Playground. However, when I try...
- We have configured our AWS account's Bedrock data retention mode to none (confirmed via GetAccountDataRetention, both on the bedrock-runtime control plane and the bedrock-mantle endpoint), and have su...
- I followed the walkthrough in this AWS Big Data Blog post to connect the Apache Spark Troubleshooting Agent for Amazon EMR to AWS DevOps Agent as an MCP capability provider: https://aws.amazon.com/blo...
- Hello AWS Community, I am unable to invoke Amazon Nova Pro using Amazon Bedrock Runtime. Environment: * AWS CLI: 2.33.30 * OS: Windows 11 * Primary region tested: us-east-2 Model: * amazon.nova-p...
- Hi everyone, I've been trying to access Amazon Bedrock models for 9 days and keep getting Error 002 (account access restriction). I've done a full technical verification and everything is correctly...
- Hello AWS Community and Support Team, Our early-stage startup is currently completely blocked due to an Amazon Bedrock service suspension, and our core development pipeline has ground to a halt. A f...
- We have built a working CI/CD auto-remediation pipeline using AWS DevOps Agent and the GitHub MCP Server, based on the blog "Automate CI/CD troubleshooting with AWS DevOps Agent and GitHub". Our cu...
Recent Knowledge Center content
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Recent articles
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published 4 days ago0 votes38 views
A financial-services SRE team connected its self-managed APM to AWS DevOps Agent, then hit the real problem: the managed, AWS-hosted model reads that telemetry — and it holds regulated data. The artic...MikeLimEXPERT
published 6 days ago2 votes296 views
Configure Claude app to use Amazon BedrockMikeLimEXPERT
published 7 days ago2 votes189 views
Step by step guide to deploy LiteLLM based LLM Gateway on AWS- AWS OFFICIALUpdated 13 days ago1 votes145 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 14 days ago0 votes105 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 15 days ago0 votes59 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 16 days ago0 votes125 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 18 days ago0 votes98 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 20 days ago5 votes103 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 21 days ago0 votes79 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 25 days ago1 votes229 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 a month ago0 votes194 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 a month ago0 votes120 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 a month ago0 votes130 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 11 days ago0 votes256 viewsModernize gas leak detection systems in chemical manufacturing facilities using AWS IoT services and Amazon Bedrock.
- AWS OFFICIALUpdated a month ago0 votes224 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 a month ago0 votes120 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 votes693 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...
Recent selections
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- AWS OFFICIALUpdated 4 months ago0 votes555 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 votes308 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 votes326 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 votes172 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 votes223 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 votes432 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 votes1.4K views
How AWS Agentic AI tools are accelerating mainframe modernizationAWS OfficialEXPERT
published a year ago0 votes589 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 votes40.9K 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 votes197 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 votes97 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 votes287 viewsTurn on Amazon Connect features for your instances to help agents deliver more efficient and personalized customer service.
- AWS OFFICIALUpdated 2 years ago0 votes101 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
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