# aws

Published articles for aws.

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## Snap SPECS standalone AR glasses combine AI, real-time overlays, and hands-free apps

DevFeed: [Snap SPECS standalone AR glasses combine AI, real-time overlays, and hands-free apps](<https://devfeed.tech/articles/specs-standalone-ar-glasses-could-undercut-vr-headsets-sans-all-the-bulk-41375.md>)

Original publisher: [Read original article](<https://www.yankodesign.com/2026/09/17/specs-standalone-ar-glasses-could-undercut-vr-headsets-sans-all-the-bulk/>)

Author: Gaurav Sood

Published: 2026-09-17T18:20:01Z

Content type: article

Language: en

Sources: [Yanko Design](<https://devfeed.tech/sources/yanko-design.md>)

Topics: [immersive web](<https://devfeed.tech/topics/immersive-web.md>), [snap](<https://devfeed.tech/topics/snap.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [iOS](<https://devfeed.tech/topics/ios.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Shopify](<https://devfeed.tech/topics/shopify.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ar-vr](<https://devfeed.tech/tags/ar-vr.md>), [ar-vr-wearables-augmented-reality-smart-glasses](<https://devfeed.tech/tags/ar-vr-wearables-augmented-reality-smart-glasses.md>), [augmented-reality](<https://devfeed.tech/tags/augmented-reality.md>), [aws](<https://devfeed.tech/tags/aws.md>), [ios](<https://devfeed.tech/tags/ios.md>), [meta](<https://devfeed.tech/tags/meta.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [shopify](<https://devfeed.tech/tags/shopify.md>), [smart-glasses](<https://devfeed.tech/tags/smart-glasses.md>), [snap](<https://devfeed.tech/tags/snap.md>), [wearables](<https://devfeed.tech/tags/wearables.md>)

### AI overview

The article presents Snap's SPECS as standalone AR glasses with built-in computing, SPECS Intelligence AI, iOS support, and developer tools through Lens Studio. It describes enterprise exploration by NVIDIA, AWS, and Salesforce, plus real-time AR applications, translations, voice and gesture shopping, and streaming features. The article also notes limitations in perceived realism despite a 51-degree field of view.

### Source excerpt

SPECS standalone AR glasses could undercut VR headsets sans all the bulk Smart glasses and VR headsets have a big, gaping rift that a keen manufacturer could fill. Evan Spiegel has been working to bring the best of...

## Architecting a secure landing zone in the AWS European Sovereign Cloud

DevFeed: [Architecting a secure landing zone in the AWS European Sovereign Cloud](<https://devfeed.tech/articles/architecting-a-secure-landing-zone-in-the-aws-european-sovereign-cloud-31478.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/security/architecting-a-secure-landing-zone-in-the-aws-european-sovereign-cloud/>)

Author: Pablo Pagani

Published: 2026-09-16T21:20:48Z

Content type: article

Language: en

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

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [Infrastructure as code](<https://devfeed.tech/topics/infrastructure-as-code.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [SIEM, Security](<https://devfeed.tech/topics/siem-security.md>), [Incident response](<https://devfeed.tech/topics/incident-response.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-identity-and-access-management-iam](<https://devfeed.tech/tags/aws-identity-and-access-management-iam.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [eu](<https://devfeed.tech/tags/eu.md>), [europe](<https://devfeed.tech/tags/europe.md>), [incident-response](<https://devfeed.tech/tags/incident-response.md>), [infrastructure-as-code-iac](<https://devfeed.tech/tags/infrastructure-as-code-iac.md>), [partition](<https://devfeed.tech/tags/partition.md>), [security](<https://devfeed.tech/tags/security.md>), [security-blog](<https://devfeed.tech/tags/security-blog.md>), [security-identity-compliance](<https://devfeed.tech/tags/security-identity-compliance.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This article explains how to architect a secure, scalable landing zone in the AWS European Sovereign Cloud. It describes the aws-eusc partition boundary and covers governance, identity, logging, data protection, network design, CI/CD, artifact distribution, and incident response.

### Source excerpt

The AWS European Sovereign Cloud is a new, independent cloud for Europe, physically and logically separate from existing AWS Regions and operated within the European Union (EU). It provides the same services, features, and APIs as AWS commercial Regions, but runs as a distinct AWS partition (aws-eusc), with its own control plane, AWS Identity and [...]

## FIPS 140-3 support in OpenSearch

DevFeed: [FIPS 140-3 support in OpenSearch](<https://devfeed.tech/articles/fips-140-3-support-in-opensearch-31415.md>)

Original publisher: [Read original article](<https://opensearch.org/blog/fips-140-3-support-in-opensearch/>)

Author: Karsten Schnitter

Published: 2026-09-16T19:12:14Z

Content type: article

Language: en

Sources: [OpenSearch](<https://devfeed.tech/sources/opensearch.md>)

Topics: [fips 140-3](<https://devfeed.tech/topics/fips-140-3.md>), [opensearch](<https://devfeed.tech/topics/opensearch.md>), [Cryptography](<https://devfeed.tech/topics/cryptography.md>), [Encryption](<https://devfeed.tech/topics/encryption.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [blog](<https://devfeed.tech/tags/blog.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [cryptography](<https://devfeed.tech/tags/cryptography.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [fips](<https://devfeed.tech/tags/fips.md>), [fips-140-3](<https://devfeed.tech/tags/fips-140-3.md>), [opensearch](<https://devfeed.tech/tags/opensearch.md>), [security](<https://devfeed.tech/tags/security.md>), [technical](<https://devfeed.tech/tags/technical.md>)

### AI overview

This post explains OpenSearch support for a FIPS 140-3-compliant mode starting with version 3.6. It describes the validated cryptographic modules used for security-relevant operations, the collaboration involving SAP, SAS, and AWS, and how native FIPS mode differs from using a FIPS-validated TLS-terminating proxy.

### Source excerpt

OpenSearch now supports running in a mode compliant with FIPS 140-3, contributed through a multi-year collaboration between SAP, SAS, and AWS. The post FIPS 140-3 support in OpenSearch appeared first on OpenSearch.

## AWS reimagines the getting started experience

DevFeed: [AWS reimagines the getting started experience](<https://devfeed.tech/articles/aws-reimagines-the-getting-started-experience-31475.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-reimagines-the-getting-started-experience/>)

Author: Micah Walter

Published: 2026-09-16T17:50:14Z

Content type: release

Language: en

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

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [App](<https://devfeed.tech/topics/app.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-management-console](<https://devfeed.tech/tags/aws-management-console.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [developers](<https://devfeed.tech/tags/developers.md>), [free](<https://devfeed.tech/tags/free.md>), [getting-started](<https://devfeed.tech/tags/getting-started.md>), [launch](<https://devfeed.tech/tags/launch.md>), [news](<https://devfeed.tech/tags/news.md>), [permissions](<https://devfeed.tech/tags/permissions.md>), [project](<https://devfeed.tech/tags/project.md>), [team](<https://devfeed.tech/tags/team.md>)

### AI overview

AWS announces a simplified getting-started experience with sensible defaults, managed project environments, simplified permissions, and $100 in Free Tier credits for most new customers. Customers can later activate advanced AWS features without migrating.

### Source excerpt

AWS has reimagined the getting started experience with smart and sensible defaults to help developers get started fast so that they can focus on building. New customers can sign up and get started right away with $100 in Free Tier credits, managed project environments, and simplified team and resource permissions. If their workload evolves, customers can activate advanced features to access the full breadth and depth of AWS in one step, with no migration required.

## Build a serverless PII redaction pipeline with Amazon Bedrock Data Automation

DevFeed: [Build a serverless PII redaction pipeline with Amazon Bedrock Data Automation](<https://devfeed.tech/articles/build-a-serverless-pii-redaction-pipeline-with-amazon-bedrock-data-automation-31519.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/build-a-serverless-pii-redaction-pipeline-with-amazon-bedrock-data-automation/>)

Author: Samantha Stuart

Published: 2026-09-16T15:17:37Z

Content type: tutorial

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [pii](<https://devfeed.tech/topics/pii.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [AWS Step Functions](<https://devfeed.tech/topics/aws-step-functions.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Ansible](<https://devfeed.tech/topics/ansible.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-bedrock-data-automation](<https://devfeed.tech/tags/amazon-bedrock-data-automation.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [aws-step-functions](<https://devfeed.tech/tags/aws-step-functions.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [pii-redaction](<https://devfeed.tech/tags/pii-redaction.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [precision](<https://devfeed.tech/tags/precision.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial presents a serverless AWS pipeline for detecting and redacting personally identifiable information in scanned documents and images. It uses Amazon Bedrock Data Automation with a custom blueprint, AWS Step Functions, and AWS Lambda, with a token-matching quality check to improve recall on degraded and handwritten documents.

### Source excerpt

Learn how to automate end-to-end PII detection and redaction from scanned documents at scale using Amazon Bedrock Data Automation with a custom blueprint, AWS Step Functions, and AWS Lambda. A custom blueprint redacts sensitive fields with field-level precision, and a token matching quality check raises recall across degraded and handwritten documents.

## Cloud Sovereignty, Provider Risk, and Migration Options for EU Companies

DevFeed: [Cloud Sovereignty, Provider Risk, and Migration Options for EU Companies](<https://devfeed.tech/articles/beyond-the-hyperscalers-what-actually-protects-you-31468.md>)

Original publisher: [Read original article](<https://www.pulumi.com/blog/beyond-the-hyperscalers-what-actually-protects-you/>)

Author: Adam Gordon Bell

Published: 2026-09-16T13:00:00Z

Content type: opinion

Language: en

Sources: [Pulumi](<https://devfeed.tech/sources/pulumi.md>)

Topics: [Cloud](<https://devfeed.tech/topics/cloud.md>), [migration](<https://devfeed.tech/topics/migration.md>), [pulumi](<https://devfeed.tech/topics/pulumi.md>), [Security](<https://devfeed.tech/topics/security.md>), [scaleway](<https://devfeed.tech/topics/scaleway.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [azure](<https://devfeed.tech/tags/azure.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [customers](<https://devfeed.tech/tags/customers.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [migration](<https://devfeed.tech/tags/migration.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [pulumi](<https://devfeed.tech/tags/pulumi.md>), [scaleway](<https://devfeed.tech/tags/scaleway.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

This recorded discussion examines cloud sovereignty, legal and cost concerns for EU companies using major US cloud providers, and the practical tradeoffs of moving to European providers. Three guests discuss provider exposure, encryption and account shutdown risks, migration costs, and whether Pulumi and agentic infrastructure can make future moves easier.

### Source excerpt

Recorded September 3, 2026. Quotes are lightly edited for clarity. Maybe this sounds familiar. You run infrastructure at a company that isn't American. Your workloads are on AWS, Azure, or Google Cloud, probably more than one, because that is what everyone picked. Until recently nobody asked you where the data lives or who can reach it. Now you're getting questions. Legal wants to know what NIS2 means for where your systems run. Someone on the leadership team read that the US government locked the cloud accounts of judges at the International Criminal Court and wants to know if that could happen to you. Finance wants to know why the bill went up again. A customer's security review asked, in writing, which country your data sits in. So now you have questions of your own: If a US court or agency wants my data, can they get it from my provider without involving me? Does putting everything in an EU region change that? The big providers now sell "sovereign cloud" in Europe. Is that different, or a rename? If I encrypt everything and hold the keys myself, am I covered? Could my account be switched off one day? What would I do? Are Hetzner, OVH, and Scaleway usable for real workloads? How much cheaper are they once you count the migration? What should I be building on now so I can leave later if I need to? A migration like this used to be a multi-year project. Does Pulumi and agentic infrastructure change that? Is any of this worth the disruption, or should I leave what works alone? I put those questions to three people who have each dealt with this for real. One of them helps EU companies work out their exposure and builds the tooling to leave. Another has spent fifteen years sizing what cloud actually costs, and thinks most people should stay put. The third moved his company off AWS and onto a European provider. They don't agree on how big the risk is. The full hour is below. Don't just default to the hyperscalers Waldemar Kindler co-founded Think Ahead Technologies, whe

## AWS says wartime damage means some Middle East cloud resources are gone for good

DevFeed: [AWS says wartime damage means some Middle East cloud resources are gone for good](<https://devfeed.tech/articles/aws-says-wartime-damage-means-some-middle-east-cloud-resources-are-gone-for-good-30928.md>)

Original publisher: [Read original article](<https://www.theregister.com/off-prem/2026/09/16/aws-says-wartime-damage-means-some-middle-east-cloud-resources-are-gone-for-good/5296830>)

Author: Dan Robinson

Published: 2026-09-16T12:11:56Z

Content type: news

Language: en

Sources: [www.theregister.com - Articles](<https://devfeed.tech/sources/www-theregister-com-articles.md>)

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Availability](<https://devfeed.tech/topics/availability.md>)

Tags: [amazon](<https://devfeed.tech/tags/amazon.md>), [availability](<https://devfeed.tech/tags/availability.md>), [aws](<https://devfeed.tech/tags/aws.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [datacenter](<https://devfeed.tech/tags/datacenter.md>), [middle-east](<https://devfeed.tech/tags/middle-east.md>), [off-prem](<https://devfeed.tech/tags/off-prem.md>)

### AI overview

AWS says wartime damage has permanently removed some cloud resources in the Middle East after Iranian strikes overwhelmed regional redundancy in Bahrain and left one UAE Availability Zone inaccessible.

### Source excerpt

Iranian strikes overwhelmed regional redundancy in Bahrain and left one UAE Availability Zone inaccessible

## Honoring #IconsOfQuality: Mark Hrynczak

DevFeed: [Honoring #IconsOfQuality: Mark Hrynczak](<https://devfeed.tech/articles/honoring-iconsofquality-mark-hrynczak-27000.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-mark-hrynczak/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-16T08:20:52Z

Content type: opinion

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Loop Engineering](<https://devfeed.tech/topics/loop-engineering.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [site-reliability-engineering](<https://devfeed.tech/topics/site-reliability-engineering.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [atlassian](<https://devfeed.tech/topics/atlassian.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [atlassian](<https://devfeed.tech/tags/atlassian.md>), [aws](<https://devfeed.tech/tags/aws.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [quality](<https://devfeed.tech/tags/quality.md>), [sre](<https://devfeed.tech/tags/sre.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tooling](<https://devfeed.tech/tags/tooling.md>)

### AI overview

BrowserStack profiles Mark Hrynczak, Canva's Head of Quality and QA Director, discussing how distributed quality ownership, agentic testing, and AI-driven decision support can help engineering teams move faster while maintaining reliability.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to honour Icons of Quality.

## AWS STS simplifies session token size limits and adds session token size monitoring

DevFeed: [AWS STS simplifies session token size limits and adds session token size monitoring](<https://devfeed.tech/articles/aws-sts-simplifies-session-token-size-limits-and-adds-session-token-size-monitoring-26907.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/security/aws-sts-simplifies-session-token-size-limits-and-adds-session-token-size-monitoring/>)

Author: Rishi Tripathy

Published: 2026-09-15T22:21:59Z

Content type: release

Language: en

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

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Security](<https://devfeed.tech/topics/security.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [AWS CloudTrail](<https://devfeed.tech/topics/aws-cloudtrail.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [apis](<https://devfeed.tech/tags/apis.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudtrail](<https://devfeed.tech/tags/aws-cloudtrail.md>), [aws-security-token-service](<https://devfeed.tech/tags/aws-security-token-service.md>), [aws-sts](<https://devfeed.tech/tags/aws-sts.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [security](<https://devfeed.tech/tags/security.md>), [security-blog](<https://devfeed.tech/tags/security-blog.md>), [security-identity-compliance](<https://devfeed.tech/tags/security-identity-compliance.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [token](<https://devfeed.tech/tags/token.md>)

### AI overview

AWS Security Token Service has replaced its separate packed policy and overall session token limits with a single 4,096-byte limit. It now reports session token size and limit utilization in API responses, Amazon CloudWatch metrics, and AWS CloudTrail events.

### Source excerpt

AWS Security Token Service (AWS STS) has simplified session token size limits, giving you more room for your session policies and session tags. STS has replaced the packed policy size and the overall session token size limits with a single token size limit of 4,096 bytes. STS now reports session token size in API responses, [...]

## AWS agents will suggest your new flights. Code decides what gets booked.

DevFeed: [AWS agents will suggest your new flights. Code decides what gets booked.](<https://devfeed.tech/articles/aws-agents-will-suggest-your-new-flights-code-decides-what-gets-booked-26947.md>)

Original publisher: [Read original article](<https://thenewstack.io/aws-agents-deterministic-validation/>)

Author: Meredith Shubel

Published: 2026-09-15T21:27:21Z

Content type: news

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [AWS Step Functions](<https://devfeed.tech/topics/aws-step-functions.md>), [Amazon Bedrock AgentCore](<https://devfeed.tech/topics/amazon-bedrock-agentcore.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [airline](<https://devfeed.tech/tags/airline.md>), [amazon-bedrock-agentcore](<https://devfeed.tech/tags/amazon-bedrock-agentcore.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-step-functions](<https://devfeed.tech/tags/aws-step-functions.md>), [cloud-services](<https://devfeed.tech/tags/cloud-services.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>)

### AI overview

AWS published a Step Functions pattern for airline rebooking in which Amazon Bedrock AgentCore agents propose itineraries and compensation messages, while deterministic workflow steps validate proposals before reservations change or payments are issued.

### Source excerpt

AWS published a new Step Functions pattern this week that gives AI agents a role in airline rebooking while keeping The post AWS agents will suggest your new flights. Code decides what gets booked. appeared first on The New Stack.

## Your AI agents' reports and questions have a new inbox, courtesy of AWS

DevFeed: [Your AI agents' reports and questions have a new inbox, courtesy of AWS](<https://devfeed.tech/articles/your-ai-agents-reports-and-questions-have-a-new-inbox-courtesy-of-aws-26954.md>)

Original publisher: [Read original article](<https://www.theregister.com/ai-and-ml/2026/09/15/your-ai-agents-reports-and-questions-have-a-new-inbox-courtesy-of-aws/5296661>)

Author: Brandon Vigliarolo

Published: 2026-09-15T20:25:44Z

Content type: news

Language: en

Sources: [www.theregister.com - Articles](<https://devfeed.tech/sources/www-theregister-com-articles.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Bot](<https://devfeed.tech/topics/bot.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-and-ml](<https://devfeed.tech/tags/ai-and-ml.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [aws](<https://devfeed.tech/tags/aws.md>), [open-source](<https://devfeed.tech/tags/open-source.md>)

### AI overview

AWS is associated with a new inbox for AI agents' reports and questions. The article mentions Pizza Bot, a local application that provides an email-like interface for interacting with AI agents.

### Source excerpt

Pizza Bot runs locally and lets users interact with AI agents in an email-like interface. Perfect for blowing them off just like your human colleagues!

## Architecting resilient authentication with Amazon Cognito multi-Region replication

DevFeed: [Architecting resilient authentication with Amazon Cognito multi-Region replication](<https://devfeed.tech/articles/architecting-resilient-authentication-with-amazon-cognito-multi-region-replication-26906.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/security/architecting-resilient-authentication-with-amazon-cognito-multi-region-replication/>)

Author: Abrom Douglas

Published: 2026-09-15T19:00:52Z

Content type: tutorial

Language: en

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

Topics: [Amazon Cognito](<https://devfeed.tech/topics/amazon-cognito.md>), [Replication](<https://devfeed.tech/topics/replication.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [identity and access management](<https://devfeed.tech/topics/identity-and-access-management.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [JSON Web Tokens](<https://devfeed.tech/topics/jwt.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-cognito](<https://devfeed.tech/tags/amazon-cognito.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [aws](<https://devfeed.tech/tags/aws.md>), [failover](<https://devfeed.tech/tags/failover.md>), [identity-and-access-management](<https://devfeed.tech/tags/identity-and-access-management.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [replication](<https://devfeed.tech/tags/replication.md>), [security-blog](<https://devfeed.tech/tags/security-blog.md>), [security-identity-compliance](<https://devfeed.tech/tags/security-identity-compliance.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [token](<https://devfeed.tech/tags/token.md>)

### AI overview

This AWS article explains how Amazon Cognito multi-Region replication supports resilient authentication by replicating user pools across AWS Regions, with eventual consistency, failover, and interoperable sessions and JSON web tokens. It also covers preparation, architecture decisions, and failover strategies for B2C, B2B, and M2M use cases.

### Source excerpt

Your consumer identity and access management (CIAM) system is the foundation of your customer experience. It's how users sign in, access services, and engage with your applications. As your business scales across geographies, ensuring authentication is always available becomes a core architectural requirement. However, building multi-Region authentication has traditionally required complex custom replication solutions that [...]

## Build an AI-powered product tagging system with Amazon SageMaker serverless model customization

DevFeed: [Build an AI-powered product tagging system with Amazon SageMaker serverless model customization](<https://devfeed.tech/articles/build-an-ai-powered-product-tagging-system-with-amazon-sagemaker-serverless-model-customization-26940.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/build-an-ai-powered-product-tagging-system-with-amazon-sagemaker-serverless-model-customization/>)

Author: Linpo Guo

Published: 2026-09-15T16:11:36Z

Content type: tutorial

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Amazon SageMaker AI](<https://devfeed.tech/topics/amazon-sagemaker-ai.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>), [rlvr](<https://devfeed.tech/topics/rlvr.md>), [grpo](<https://devfeed.tech/topics/grpo.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [Reinforcement learning](<https://devfeed.tech/topics/reinforcement-learning.md>), [SDK](<https://devfeed.tech/topics/sdk.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [amazon-sagemaker](<https://devfeed.tech/tags/amazon-sagemaker.md>), [amazon-sagemaker-ai](<https://devfeed.tech/tags/amazon-sagemaker-ai.md>), [aws](<https://devfeed.tech/tags/aws.md>), [compute](<https://devfeed.tech/tags/compute.md>), [cost](<https://devfeed.tech/tags/cost.md>), [customization](<https://devfeed.tech/tags/customization.md>), [expert-400](<https://devfeed.tech/tags/expert-400.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [inference](<https://devfeed.tech/tags/inference.md>), [jobs](<https://devfeed.tech/tags/jobs.md>), [reinforcement-learning](<https://devfeed.tech/tags/reinforcement-learning.md>), [rlvr](<https://devfeed.tech/tags/rlvr.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This walkthrough shows how to build a product tagging system by customizing Qwen3-8B with supervised fine-tuning and reinforcement learning with verifiable rewards on Amazon SageMaker serverless model customization. It then deploys the optimized model for asynchronous inference to enrich retail catalogs.

### Source excerpt

Manually tagging thousands of catalog products is slow and inconsistent. This walkthrough shows how to customize Qwen3-8B with supervised fine-tuning (SFT) and reinforcement learning with verifiable rewards (RLVR) on Amazon SageMaker serverless model customization, then deploy it for asynchronous inference to build a cost-efficient product tagging system.

## Operationalizing least privilege: Automate IAM remediation through your CI/CD pipeline

DevFeed: [Operationalizing least privilege: Automate IAM remediation through your CI/CD pipeline](<https://devfeed.tech/articles/operationalizing-least-privilege-automate-iam-remediation-through-your-ci-cd-pipeline-26908.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/security/operationalizing-least-privilege-automate-iam-remediation-through-your-ci-cd-pipeline/>)

Author: Luis Pastor

Published: 2026-09-15T15:53:51Z

Content type: tutorial

Language: en

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

Topics: [AWS Identity and Access Management (IAM)](<https://devfeed.tech/topics/aws-identity-and-access-management-iam.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Infrastructure as code](<https://devfeed.tech/topics/infrastructure-as-code.md>), [AWS CloudFormation](<https://devfeed.tech/topics/aws-cloudformation.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudformation](<https://devfeed.tech/tags/aws-cloudformation.md>), [aws-cloudtrail](<https://devfeed.tech/tags/aws-cloudtrail.md>), [aws-iam](<https://devfeed.tech/tags/aws-iam.md>), [aws-identity-and-access-management-iam](<https://devfeed.tech/tags/aws-identity-and-access-management-iam.md>), [aws-organizations](<https://devfeed.tech/tags/aws-organizations.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [expert-400](<https://devfeed.tech/tags/expert-400.md>), [iam](<https://devfeed.tech/tags/iam.md>), [infrastructure-as-code-iac](<https://devfeed.tech/tags/infrastructure-as-code-iac.md>), [least-privilege](<https://devfeed.tech/tags/least-privilege.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [security](<https://devfeed.tech/tags/security.md>), [security-blog](<https://devfeed.tech/tags/security-blog.md>), [security-identity-compliance](<https://devfeed.tech/tags/security-identity-compliance.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This article describes an automated workflow for operationalizing least privilege in AWS. It explains how AWS IAM Access Analyzer identifies unused permissions and how remediation can be routed through different paths for infrastructure-as-code-managed, manually created, and unused IAM principals.

### Source excerpt

The principle of least privilege is straightforward to articulate but challenging to maintain at scale. When teams first deploy applications to AWS, they often grant broader permissions than strictly necessary; it's faster to get things working, and the plan is always to tighten permissions later. But later rarely comes. Permissions accumulate, AWS Identity and Access [...]

## New in Symfony 8.2: KeyManagement Component

DevFeed: [New in Symfony 8.2: KeyManagement Component](<https://devfeed.tech/articles/new-in-symfony-8-2-keymanagement-component-26604.md>)

Original publisher: [Read original article](<https://symfony.com/blog/new-in-symfony-8-2-keymanagement-component>)

Author: Javier Eguiluz

Published: 2026-09-15T07:11:00Z

Content type: release

Language: en

Sources: [Symfony Blog](<https://devfeed.tech/sources/symfony-blog.md>)

Topics: [Symfony](<https://devfeed.tech/topics/symfony.md>), [Encryption](<https://devfeed.tech/topics/encryption.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Azure](<https://devfeed.tech/topics/azure.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [api](<https://devfeed.tech/tags/api.md>), [article](<https://devfeed.tech/tags/article.md>), [aws](<https://devfeed.tech/tags/aws.md>), [azure](<https://devfeed.tech/tags/azure.md>), [backend](<https://devfeed.tech/tags/backend.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [features](<https://devfeed.tech/tags/features.md>), [google](<https://devfeed.tech/tags/google.md>), [hashicorp-vault](<https://devfeed.tech/tags/hashicorp-vault.md>), [kms](<https://devfeed.tech/tags/kms.md>), [new-features](<https://devfeed.tech/tags/new-features.md>), [openssl](<https://devfeed.tech/tags/openssl.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [symfony](<https://devfeed.tech/tags/symfony.md>)

### AI overview

Symfony 8.2 introduces an experimental KeyManagement component that provides one API for AWS KMS, Azure Key Vault, Google Cloud KMS, and HashiCorp Vault. It supports direct and envelope encryption, local development backends, provider bridges, console commands, debug-toolbar integration, and Doctrine support.

### Source excerpt

This is the first article in a series showcasing the most important new features introduced by Symfony 8.2, which will be released at the end of November 2026. Contributed...

## How Delphi ships 100 times a day with its Python backend on Vercel

DevFeed: [How Delphi ships 100 times a day with its Python backend on Vercel](<https://devfeed.tech/articles/how-delphi-ships-100-times-a-day-with-its-python-backend-on-vercel-26923.md>)

Original publisher: [Read original article](<https://vercel.com/blog/how-delphi-ships-100-times-a-day-with-its-python-backend-on-vercel>)

Author: Kevin Sundstrom

Published: 2026-09-15T04:00:00Z

Content type: article

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [Python](<https://devfeed.tech/topics/python.md>), [Vercel](<https://devfeed.tech/topics/vercel.md>), [Back end](<https://devfeed.tech/topics/backend.md>), [feature flags](<https://devfeed.tech/topics/feature-flags.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [airflow](<https://devfeed.tech/topics/airflow.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [backend](<https://devfeed.tech/tags/backend.md>), [docker](<https://devfeed.tech/tags/docker.md>), [feature-flags](<https://devfeed.tech/tags/feature-flags.md>), [python](<https://devfeed.tech/tags/python.md>), [vercel](<https://devfeed.tech/tags/vercel.md>), [workflow](<https://devfeed.tech/tags/workflow.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

A Vercel case study describes how Delphi rebuilt its Python backend on Vercel after previously using AWS, ECS, Docker Desktop, and local databases. The move gave the team a shared deployment workflow, faster onboarding, and more than 100 production deploys per day, while Vercel Workflows and Queues support long-running work and background jobs.

### Source excerpt

Delphi on Vercel 10 engineers with no dedicated infrastructure role Everyone ships code, including product and design 100+ production deploys a day behind feature flags Delphi builds digital minds. They capture what someone has written, recorded, and taught, so anyone can tap that expertise on demand. Delphi is "a destination where you can find and interact with interesting minds," says founding engineer Spencer Schoeben. Nobody has built a digital mind network before, so Delphi figures out what to build by shipping features and watching how people use them. That only works if the product is fast to change. "If we are going to win, we need to have an excellent developer and agentic experience," Spencer says. "Otherwise, we could not adapt to how fast our user's demands change." Delphi's frontend had run on Vercel since day one. "The frontend has always been easy," Spencer says, "but the backend was a nightmare." Six months ago, the team rebuilt its Python backend on Vercel as well. Today the whole team ships to production 100+ times a day. Building a Python backend that's easy to work onThe backend slowed every change Delphi's backend previously ran on AWS, with ECS, Docker Desktop, and local databases. In the earliest days, the setup worked because the team was small and much of the context lived in people's heads. As Delphi grew, that made onboarding slower than the team wanted: getting a new engineer to their first deploy took a full day of environment setup. Delphi could have fixed that without leaving AWS. But fixing it properly would have meant designing and owning the infrastructure themselves, and the team didn't want to own infrastructure at all. "That is not our current goal as a company," Spencer says. After moving the backend to Vercel, new engineers could get to production much faster, with the same deploy workflow the rest of the team used every day. Workflows and Queues made the move possible When Delphi was founded, Vercel Workflows and Vercel Queues

## Amazon Linux 2027 Enters Public Preview with SELinux Enforcing by Default

DevFeed: [Amazon Linux 2027 Enters Public Preview with SELinux Enforcing by Default](<https://devfeed.tech/articles/amazon-linux-2027-enters-public-preview-with-selinux-enforcing-by-default-26598.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/amazon-linux-2027-preview/>)

Author: Steef-Jan Wiggers

Published: 2026-09-15T03:40:00Z

Content type: news

Language: en

Sources: [InfoQ](<https://devfeed.tech/sources/infoq.md>)

Topics: [Linux](<https://devfeed.tech/topics/linux.md>), [SELinux](<https://devfeed.tech/topics/selinux.md>), [migration](<https://devfeed.tech/topics/migration.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Kernel](<https://devfeed.tech/topics/kernel.md>), [amazon](<https://devfeed.tech/topics/amazon.md>)

Tags: [amazon](<https://devfeed.tech/tags/amazon.md>), [amazon-linux-2027-preview](<https://devfeed.tech/tags/amazon-linux-2027-preview.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [architecture-design](<https://devfeed.tech/tags/architecture-design.md>), [aws](<https://devfeed.tech/tags/aws.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [development](<https://devfeed.tech/tags/development.md>), [devops](<https://devfeed.tech/tags/devops.md>), [ec2](<https://devfeed.tech/tags/ec2.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [linux](<https://devfeed.tech/tags/linux.md>), [migration](<https://devfeed.tech/tags/migration.md>), [news](<https://devfeed.tech/tags/news.md>), [operating-systems](<https://devfeed.tech/tags/operating-systems.md>), [preview](<https://devfeed.tech/tags/preview.md>), [selinux](<https://devfeed.tech/tags/selinux.md>), [x86-64](<https://devfeed.tech/tags/x86-64.md>)

### AI overview

AWS has released Amazon Linux 2027 in public preview with SELinux enforcing by default. The change may require application and migration work because policies that only logged violations on AL2023 can block applications on AL2027. The release has no announced AL2023 end-of-support date, general-availability date, or in-place migration path.

### Source excerpt

AWS has released Amazon Linux 2027 in public preview, built on the AL2023 baseline with kernel 7.1 and SELinux in enforcing mode by default. Applications that pass on AL2023's permissive mode may fail under enforcing. The announcement gives no AL2023 end-of-support date, no GA date, and no in-place migration path. By Steef-Jan Wiggers

## Abnormal AI: Amazon Bedrock AgentCore for agentic email security at scale

DevFeed: [Abnormal AI: Amazon Bedrock AgentCore for agentic email security at scale](<https://devfeed.tech/articles/abnormal-ai-amazon-bedrock-agentcore-for-agentic-email-security-at-scale-21546.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/abnormal-ai-amazon-bedrock-agentcore-for-agentic-email-security-at-scale/>)

Author: Aswin Vasudevan

Published: 2026-09-14T21:22:45Z

Content type: article

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Amazon Bedrock AgentCore](<https://devfeed.tech/topics/amazon-bedrock-agentcore.md>), [threat detection](<https://devfeed.tech/topics/threat-detection.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Security](<https://devfeed.tech/topics/security.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [API](<https://devfeed.tech/topics/api.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS CloudTrail](<https://devfeed.tech/topics/aws-cloudtrail.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [amazon-bedrock-agentcore](<https://devfeed.tech/tags/amazon-bedrock-agentcore.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-s3](<https://devfeed.tech/tags/amazon-s3.md>), [analysis](<https://devfeed.tech/tags/analysis.md>), [api](<https://devfeed.tech/tags/api.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudtrail](<https://devfeed.tech/tags/aws-cloudtrail.md>), [code](<https://devfeed.tech/tags/code.md>), [customer-solutions](<https://devfeed.tech/tags/customer-solutions.md>), [data](<https://devfeed.tech/tags/data.md>), [data-processing](<https://devfeed.tech/tags/data-processing.md>), [security](<https://devfeed.tech/tags/security.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [threat-detection](<https://devfeed.tech/tags/threat-detection.md>)

### AI overview

Abnormal AI uses Amazon Bedrock AgentCore Code Interpreter as an ephemeral, serverless compute scratch pad for real-time inline email threat detection. The article describes its sandbox isolation, networking and file-handling options, preloaded Python capabilities, observability integrations, and use at billion-message scale.

### Source excerpt

Learn how Abnormal AI deployed Amazon Bedrock AgentCore Code Interpreter as an ephemeral compute scratch pad for the agents behind its real-time email threat detection at billion-message scale, plus the sandbox design decisions and practical lessons for builders deploying Code Interpreter in production.

## Manage end-user OAuth consent for AI agents with Amazon Bedrock AgentCore

DevFeed: [Manage end-user OAuth consent for AI agents with Amazon Bedrock AgentCore](<https://devfeed.tech/articles/manage-end-user-oauth-consent-for-ai-agents-with-amazon-bedrock-agentcore-21549.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/manage-end-user-oauth-consent-for-ai-agents-with-amazon-bedrock-agentcore/>)

Author: Swara Gandhi

Published: 2026-09-14T20:35:45Z

Content type: tutorial

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Amazon Bedrock AgentCore](<https://devfeed.tech/topics/amazon-bedrock-agentcore.md>), [OAuth](<https://devfeed.tech/topics/oauth.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS CloudTrail](<https://devfeed.tech/topics/aws-cloudtrail.md>), [GitHub](<https://devfeed.tech/topics/github.md>), [Slack](<https://devfeed.tech/topics/slack.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [ide](<https://devfeed.tech/topics/ide.md>)

Tags: [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-bedrock-agentcore](<https://devfeed.tech/tags/amazon-bedrock-agentcore.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudtrail](<https://devfeed.tech/tags/aws-cloudtrail.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [github](<https://devfeed.tech/tags/github.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [kiro](<https://devfeed.tech/tags/kiro.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [oauth](<https://devfeed.tech/tags/oauth.md>), [slack](<https://devfeed.tech/tags/slack.md>), [visual-studio-code](<https://devfeed.tech/tags/visual-studio-code.md>)

### AI overview

This tutorial explains how Amazon Bedrock AgentCore Identity's Consent portal manages end-user OAuth consent and session binding for AI agents. It covers configuring GitHub and Slack targets through an AgentCore Gateway, storing user tokens, supporting IDE and MCP clients, and reviewing activity in AWS CloudTrail.

### Source excerpt

Amazon Bedrock AgentCore Identity now offers a Consent portal, a managed web experience and session binding endpoint for AgentCore Gateway. This post walks through provisioning a portal, configuring GitHub and Slack 3LO targets, and the end-user consent flow, and shows how to review activity in AWS CloudTrail.

## 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 [...]

## Resolve Amazon Aurora PostgreSQL lock contention with Database Insights: Part 2

DevFeed: [Resolve Amazon Aurora PostgreSQL lock contention with Database Insights: Part 2](<https://devfeed.tech/articles/resolve-amazon-aurora-postgresql-lock-contention-with-database-insights-part-2-20842.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/resolve-amazon-aurora-postgresql-lock-contention-with-database-insights-part-2/>)

Author: Sameer Kumar

Published: 2026-09-14T16:02:16Z

Content type: tutorial

Language: en

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

Topics: [Amazon Aurora](<https://devfeed.tech/topics/amazon-aurora.md>), [Amazon CloudWatch](<https://devfeed.tech/topics/amazon-cloudwatch.md>), [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Database](<https://devfeed.tech/topics/database.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS CloudFormation](<https://devfeed.tech/topics/aws-cloudformation.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-aurora](<https://devfeed.tech/tags/amazon-aurora.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-ec2](<https://devfeed.tech/tags/amazon-ec2.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-cloudformation](<https://devfeed.tech/tags/aws-cloudformation.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [performance](<https://devfeed.tech/tags/performance.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [rds-for-postgresql](<https://devfeed.tech/tags/rds-for-postgresql.md>), [simulation](<https://devfeed.tech/tags/simulation.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial explains how to diagnose and resolve lock contention in Amazon Aurora PostgreSQL using Amazon CloudWatch Database Insights. It demonstrates Lock Analysis and the Lock Tree visualization for identifying blocking sessions, then covers immediate fixes, configuration changes, optimistic concurrency control, asynchronous processing, SKIP LOCKED, and row splitting.

### Source excerpt

Part 1 showed how row lock contention degrades Amazon Aurora PostgreSQL throughput. In Part 2, use Amazon CloudWatch Database Insights and its Lock Tree to pinpoint blocking sessions, then resolve contention with query termination, timeout parameters, and architectural patterns such as SKIP LOCKED and row splitting that restore throughput.

## 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 [...]

## The generative AI customization spectrum: From prompt engineering to custom models on AWS

DevFeed: [The generative AI customization spectrum: From prompt engineering to custom models on AWS](<https://devfeed.tech/articles/the-generative-ai-customization-spectrum-from-prompt-engineering-to-custom-models-on-aws-21550.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/the-generative-ai-customization-spectrum-from-prompt-engineering-to-custom-models-on-aws/>)

Author: Bhavya Sruthi Sode

Published: 2026-09-14T15:47:12Z

Content type: tutorial

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Prompt Engineering](<https://devfeed.tech/topics/prompt-engineering.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [foundation-models](<https://devfeed.tech/topics/foundation-models.md>), [Anthropic Claude](<https://devfeed.tech/topics/anthropic-claude.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [llama](<https://devfeed.tech/topics/llama.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [ai](<https://devfeed.tech/tags/ai.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [anthropic-claude](<https://devfeed.tech/tags/anthropic-claude.md>), [aws](<https://devfeed.tech/tags/aws.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [chain-of-thought](<https://devfeed.tech/tags/chain-of-thought.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [foundation-models](<https://devfeed.tech/tags/foundation-models.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [llama](<https://devfeed.tech/tags/llama.md>), [nova](<https://devfeed.tech/tags/nova.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [prompt-engineering](<https://devfeed.tech/tags/prompt-engineering.md>), [rag](<https://devfeed.tech/tags/rag.md>)

### AI overview

This AWS article presents an eight-step decision framework for customizing generative AI workloads. It compares progressively more involved approaches, including prompt engineering, Retrieval Augmented Generation (RAG), fine-tuning, continued pre-training, and custom models such as Amazon Nova Forge, emphasizing that teams should start with the simplest approach and escalate when greater control or domain specificity is required.

### Source excerpt

Pick the right generative AI customization approach on AWS with an 8-step decision framework, from prompt engineering and RAG to fine-tuning, continued pre-training, and Amazon Nova Forge. Start simple and escalate only when you must.

## Solana: Building, Proving and Earning Trust in Public

DevFeed: [Solana: Building, Proving and Earning Trust in Public](<https://devfeed.tech/articles/solana-building-proving-and-earning-trust-in-public-17467.md>)

Original publisher: [Read original article](<https://solana.com/news/solana-building-trust-in-public>)

Author: Jacob Creech

Published: 2026-09-14T11:00:00Z

Content type: article

Language: en

Sources: [Solana News Feed](<https://devfeed.tech/sources/solana-news-feed.md>)

Topics: [Network](<https://devfeed.tech/topics/network.md>), [Critical Infrastructure](<https://devfeed.tech/topics/critical-infrastructure.md>), [incident](<https://devfeed.tech/topics/incident.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Transactions](<https://devfeed.tech/topics/transactions.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [aws](<https://devfeed.tech/tags/aws.md>), [blockchain](<https://devfeed.tech/tags/blockchain.md>), [blockchain-technology](<https://devfeed.tech/tags/blockchain-technology.md>), [building](<https://devfeed.tech/tags/building.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [crypto](<https://devfeed.tech/tags/crypto.md>), [crypto-news](<https://devfeed.tech/tags/crypto-news.md>), [cryptocurrency](<https://devfeed.tech/tags/cryptocurrency.md>), [defi](<https://devfeed.tech/tags/defi.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [incident](<https://devfeed.tech/tags/incident.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [network](<https://devfeed.tech/tags/network.md>), [nfts](<https://devfeed.tech/tags/nfts.md>), [outages](<https://devfeed.tech/tags/outages.md>), [podcasts](<https://devfeed.tech/tags/podcasts.md>), [routing](<https://devfeed.tech/tags/routing.md>), [solana](<https://devfeed.tech/tags/solana.md>), [solana-ecosystem](<https://devfeed.tech/tags/solana-ecosystem.md>), [technology](<https://devfeed.tech/tags/technology.md>), [transactions](<https://devfeed.tech/tags/transactions.md>), [uptime](<https://devfeed.tech/tags/uptime.md>), [web3](<https://devfeed.tech/tags/web3.md>)

### AI overview

Solana describes how repeated public testing, transparent incident reporting, and corrective engineering have strengthened trust in the network. It highlights a 2026 routing failure that took nearly 29% of network stake offline while blocks and transactions continued, followed by recovery of the infrastructure provider in just over 30 minutes. The article also cites validator capacity improvements, stake-weighted quality of service, and a redesigned transaction scheduler as examples of resilience work.

### Source excerpt

Solana has maintained 100% uptime since February 2024, including when a routing failure took nearly 29% of network stake offline.

[Next page](<https://devfeed.tech/tags/aws.md?cursor=WyIyMDI2LTA5LTE0VDExOjAwOjAwKzAwOjAwIiwgIjU4ZWM5NTE3LTIxM2YtNGI5Zi05MzM5LTY0MTBlMTY1MjlhOSJd>)