# Amazon OpenSearch Service

Published articles for Amazon OpenSearch Service.

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## Unified Knowledge Graph RAG on AWS: GraphRAG and LightRAG on one stack

DevFeed: [Unified Knowledge Graph RAG on AWS: GraphRAG and LightRAG on one stack](<https://devfeed.tech/articles/unified-knowledge-graph-rag-on-aws-graphrag-and-lightrag-on-one-stack-21545.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/opensource/unified-knowledge-graph-rag-on-aws-graphrag-and-lightrag-on-one-stack/>)

Author: Jonas Kim

Published: 2026-09-14T16:55:58Z

Content type: article

Language: en

Sources: [AWS Open Source Blog](<https://devfeed.tech/sources/aws-open-source-blog.md>)

Topics: [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Graphs](<https://devfeed.tech/topics/graphs.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Amazon OpenSearch Service](<https://devfeed.tech/topics/amazon-opensearch-service.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-opensearch-service](<https://devfeed.tech/tags/amazon-opensearch-service.md>), [aws](<https://devfeed.tech/tags/aws.md>), [knowledge-graph](<https://devfeed.tech/tags/knowledge-graph.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [rag](<https://devfeed.tech/tags/rag.md>), [retrieval](<https://devfeed.tech/tags/retrieval.md>), [search](<https://devfeed.tech/tags/search.md>), [vector-search](<https://devfeed.tech/tags/vector-search.md>)

### AI overview

This article presents a unified knowledge-graph RAG stack that brings Microsoft GraphRAG and HKUDS LightRAG together on Amazon Bedrock, Amazon Neptune, and Amazon OpenSearch Service. The shared stack supports common ingestion, indexing, caching, and multilingual handling while allowing the retrieval methodology to be selected per query.

### Source excerpt

Picture a compliance analyst staring at a few thousand contracts, amendments, and internal memos, trying to answer one question that sounds straightforward: "Which of our obligations are exposed if this one milestone slips?" The answer isn't written in any single document. It's stitched across three -- a master agreement that ties a payment to a [...]

## AWS Weekly Roundup: OpenAI GPT-6 Astra on Amazon Bedrock, Amazon Quick desktop GA, Kiro for students, and more (September 14, 2026)

DevFeed: [AWS Weekly Roundup: OpenAI GPT-6 Astra on Amazon Bedrock, Amazon Quick desktop GA, Kiro for students, and more (September 14, 2026)](<https://devfeed.tech/articles/aws-weekly-roundup-openai-gpt-6-astra-on-amazon-bedrock-amazon-quick-desktop-ga-kiro-for-students-and-more-september-14-2026-20786.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-weekly-roundup-openai-gpt-6-astra-on-amazon-bedrock-amazon-quick-desktop-ga-kiro-for-students-and-more-september-14-2026/>)

Author: Micah Walter

Published: 2026-09-14T15:56:33Z

Content type: news

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Frontier Model](<https://devfeed.tech/topics/frontier-model.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [context window](<https://devfeed.tech/topics/context-window.md>), [browser](<https://devfeed.tech/topics/browser.md>), [ChatGPT](<https://devfeed.tech/topics/chatgpt.md>), [codex](<https://devfeed.tech/topics/codex.md>), [macOS](<https://devfeed.tech/topics/macos.md>), [Windows](<https://devfeed.tech/topics/windows.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [amazon](<https://devfeed.tech/tags/amazon.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-elastic-block-store-amazon-ebs](<https://devfeed.tech/tags/amazon-elastic-block-store-amazon-ebs.md>), [amazon-opensearch-service](<https://devfeed.tech/tags/amazon-opensearch-service.md>), [amazon-quick-suite](<https://devfeed.tech/tags/amazon-quick-suite.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-outposts](<https://devfeed.tech/tags/aws-outposts.md>), [aws-transform](<https://devfeed.tech/tags/aws-transform.md>), [bedrock](<https://devfeed.tech/tags/bedrock.md>), [browser](<https://devfeed.tech/tags/browser.md>), [chatgpt](<https://devfeed.tech/tags/chatgpt.md>), [codex](<https://devfeed.tech/tags/codex.md>), [context-window](<https://devfeed.tech/tags/context-window.md>), [frontier-model](<https://devfeed.tech/tags/frontier-model.md>), [google-play](<https://devfeed.tech/tags/google-play.md>), [gpt](<https://devfeed.tech/tags/gpt.md>), [kiro](<https://devfeed.tech/tags/kiro.md>), [launch](<https://devfeed.tech/tags/launch.md>), [macos](<https://devfeed.tech/tags/macos.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [openai](<https://devfeed.tech/tags/openai.md>), [week-in-review](<https://devfeed.tech/tags/week-in-review.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

This AWS Weekly Roundup highlights the general availability of OpenAI GPT-6 Astra on Amazon Bedrock, describing its reasoning, writing, design, computer-use, browser-use, and million-token context-window capabilities. It also covers the Amazon Quick desktop app for macOS and Windows, including synchronized conversations and agents across desktop and mobile, plus other AWS launches and updates.

### Source excerpt

There's a particular energy to mid-September in New York. Pumpkin spice lattes are flowing, temperatures are dropping, and it's nearly sweater weather. The city is back at full speed, and so is the AWS launch calendar. This week that energy showed up in a new frontier model on Amazon Bedrock, a desktop app for Amazon [...]

## Build a unified AI agent architecture with DynamoDB and Bedrock

DevFeed: [Build a unified AI agent architecture with DynamoDB and Bedrock](<https://devfeed.tech/articles/build-a-unified-ai-agent-architecture-with-dynamodb-and-bedrock-4636.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/architecture/build-a-unified-ai-agent-architecture-with-dynamodb-and-bedrock/>)

Author: Dhananjay Karanjkar

Published: 2026-08-21T18:19:23Z

Content type: tutorial

Language: en

Sources: [AWS Architecture Blog](<https://devfeed.tech/sources/aws-architecture-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-dynamodb](<https://devfeed.tech/tags/amazon-dynamodb.md>), [amazon-opensearch-service](<https://devfeed.tech/tags/amazon-opensearch-service.md>), [ann](<https://devfeed.tech/tags/ann.md>), [api](<https://devfeed.tech/tags/api.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [data-architecture](<https://devfeed.tech/tags/data-architecture.md>), [database](<https://devfeed.tech/tags/database.md>), [embeddings](<https://devfeed.tech/tags/embeddings.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [retrieval](<https://devfeed.tech/tags/retrieval.md>), [search](<https://devfeed.tech/tags/search.md>), [streams](<https://devfeed.tech/tags/streams.md>), [sync](<https://devfeed.tech/tags/sync.md>), [vector](<https://devfeed.tech/tags/vector.md>)

### AI overview

A tutorial for building an Amazon Bedrock agent that uses one DynamoDB table for structured data and semantic vector search. DynamoDB Streams generates embeddings when content changes, keeping the vector index synchronized.

### Source excerpt

With native vector search in Amazon DynamoDB, you can store vector embeddings alongside your operational data in a single table. This post shows how to build a unified AI agent architecture where an Amazon Bedrock agent uses one DynamoDB table for both structured lookups and semantic search, with a DynamoDB Streams pipeline that keeps embeddings in sync.

## AWS Weekly Roundup: EC2 application status checks, IAM role manager, OpenAI Daybreak on Bedrock, and more (August 17, 2026)

DevFeed: [AWS Weekly Roundup: EC2 application status checks, IAM role manager, OpenAI Daybreak on Bedrock, and more (August 17, 2026)](<https://devfeed.tech/articles/aws-weekly-roundup-ec2-application-status-checks-iam-role-manager-openai-daybreak-on-bedrock-and-more-august-17-2026-4613.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-weekly-roundup-ec2-application-status-checks-iam-role-manager-openai-daybreak-on-bedrock-and-more-august-17-2026/>)

Author: Channy Yun (윤석찬)

Published: 2026-08-17T16:02:36Z

Content type: news

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [Amazon OpenSearch Service](<https://devfeed.tech/topics/amazon-opensearch-service.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [MCP](<https://devfeed.tech/topics/mcp.md>)

Tags: [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [amazon-elasticache](<https://devfeed.tech/tags/amazon-elasticache.md>), [amazon-opensearch-service](<https://devfeed.tech/tags/amazon-opensearch-service.md>), [amazon-sagemaker-jumpstart](<https://devfeed.tech/tags/amazon-sagemaker-jumpstart.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-certificate-manager](<https://devfeed.tech/tags/aws-certificate-manager.md>), [aws-client-vpn](<https://devfeed.tech/tags/aws-client-vpn.md>), [aws-identity-and-access-management-iam](<https://devfeed.tech/tags/aws-identity-and-access-management-iam.md>), [bedrock](<https://devfeed.tech/tags/bedrock.md>), [iam](<https://devfeed.tech/tags/iam.md>), [linux](<https://devfeed.tech/tags/linux.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [news](<https://devfeed.tech/tags/news.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [openai](<https://devfeed.tech/tags/openai.md>), [oracle-database-aws](<https://devfeed.tech/tags/oracle-database-aws.md>), [week-in-review](<https://devfeed.tech/tags/week-in-review.md>)

### AI overview

AWS Weekly Roundup highlights EC2 application status checks, automatic IAM role setup, OpenAI Daybreak on Amazon Bedrock, and updates involving OpenSearch, Valkey, and open source community events.

### Source excerpt

Last week, AWS contributors joined the OpenSearch and Valkey communities at Open Source Summit Korea 2026 and MCP DevSummit Seoul 2026 to meet open source developers and contributors. At the four-day event, community leaders and users of these Linux Foundation open source projects gathered to share knowledge, collaborate on solutions, and push the projects forward. [...]

## AWS Weekly Roundup: Claude Sonnet 5 on AWS, Amazon WorkSpaces for AI agents, AWS service availability updates, and more (July 6, 2026)

DevFeed: [AWS Weekly Roundup: Claude Sonnet 5 on AWS, Amazon WorkSpaces for AI agents, AWS service availability updates, and more (July 6, 2026)](<https://devfeed.tech/articles/aws-weekly-roundup-claude-sonnet-5-on-aws-amazon-workspaces-for-ai-agents-aws-service-availability-updates-and-more-july-6-2026-4612.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-sonnet-5-on-aws-amazon-workspaces-for-ai-agents-aws-service-availability-updates-and-more-july-6-2026/>)

Author: Daniel Abib

Published: 2026-07-06T15:46:43Z

Content type: news

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [Amazon WorkSpaces](<https://devfeed.tech/topics/amazon-workspaces.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [AWS CloudFormation](<https://devfeed.tech/topics/aws-cloudformation.md>), [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [amazon-elastic-kubernetes-service](<https://devfeed.tech/tags/amazon-elastic-kubernetes-service.md>), [amazon-opensearch-service](<https://devfeed.tech/tags/amazon-opensearch-service.md>), [amazon-sagemaker-ai](<https://devfeed.tech/tags/amazon-sagemaker-ai.md>), [amazon-workspaces](<https://devfeed.tech/tags/amazon-workspaces.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-certificate-manager](<https://devfeed.tech/tags/aws-certificate-manager.md>), [aws-cloudformation](<https://devfeed.tech/tags/aws-cloudformation.md>), [claude](<https://devfeed.tech/tags/claude.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [news](<https://devfeed.tech/tags/news.md>), [tls](<https://devfeed.tech/tags/tls.md>), [week-in-review](<https://devfeed.tech/tags/week-in-review.md>)

### AI overview

AWS weekly roundup covering Amazon WorkSpaces for AI agents, Claude Sonnet 5 availability, service availability updates, and recent launches including EC2 instances, CloudFormation Express mode, EKS Kubernetes rollbacks, and ACM ACME support.

### Source excerpt

A couple of editions ago I wrote about what I find so energizing about working with startups. Last week I got a fresh dose of it: I spent a few days with the AWS Startups team, listening to stories of founders talking about the problems they're actually solving. One story that stayed with me came [...]