<table><tbody><tr><td><p></p></td></tr></tbody></table><p>As we celebrate International Women’s Day (IWD) this March, I had the privilege of attending the ‘Women in Tech’ User Group meetup in Shenzhen last weekend. I was inspired to see over 100 women in tech from different industries come together to discuss AI ethics from a female perspective. Together, we explored strategies such as reducing gender bias in AI systems and promoting diverse representation in model training data. In the <a href="https://dev.amazoncloud.cn/">AWS Cloud Lab</a>, participants used <a href="https://aws.amazon.com/bedrock/?nc2=type_a&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Bedrock</a> with <a href="https://aws.amazon.com/what-is/large-language-model/">large language models (LLMs)</a> to generate rose bloom videos, which was the most popular part of this meetup.</p><p class="c4">These gatherings are crucial to our efforts to engage more women in AI technology exploration and development, and to help make sure that the generative AI era evolves without gender bias. The collaborative spirit and technical curiosity displayed throughout the event is further proof that diverse teams truly build inclusive and effective solutions.</p><p>Speaking of vibrant community engagement, I also had the honor of presenting at <a href="https://community.cncf.io/events/details/cncf-kcd-beijing-presents-kcd-beijing-2025/">Kubernetes Community Day (KCD) Beijing 2025</a> this weekend. The enthusiasm <a href="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2025/03/20/global-ar-report-ardm-24-omdia-universe-cloud-container-management-services-photo.png"><img class="wp-image-94435 alignright" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2025/03/20/global-ar-report-ardm-24-omdia-universe-cloud-container-management-services-photo.png" alt="Omdia Universe: Cloud Container Management & Services 2024-25 report" width="340" height="328" /></a>for container technologies was remarkable, with nearly 300 developers gathering to share experiences and best practices.</p><p>During my keynote introducing the <a href="https://awslabs.github.io/data-on-eks/">DoEKS</a> project from <a href="https://aws.amazon.com/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Web Services (AWS)</a>, I was struck by the depth of interest in managed Kubernetes services. The audience’s questions revealed how widely adopted services such as <a href="https://aws.amazon.com/eks/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Elastic Kubernetes Service (Amazon EKS)</a> and <a href="https://aws.amazon.com/ecs/?nc2=type_a&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Elastic Container Service (Amazon ECS)</a> have become among Chinese developers building mission-critical applications.</p><p>This strong community interest aligns perfectly with findings from the <a href="https://pages.awscloud.com/rs/112-TZM-766/images/24-GLOBAL-en-US-omdia-other-ardm-omdia-universe-cloud-container-management-services-reprint.pdf">Omdia Universe: Cloud Container Management & Services 2024–25 report</a>. In this comprehensive evaluation of container management solutions hosted on public clouds, AWS was recognized as a Leader.</p><p>The report specifically highlights that AWS offers “widest range of options for working with Kubernetes or its own container management service, across cloud, edge, and on-premises environments.” You can read the <a href="https://aws.amazon.com/resources/analyst-reports/omdia/global-ar-report-ardm-24-omdia-universe-cloud-container-management-services/?trk=36baae34-e107-4879-ba82-68fd946648a0&amp;sc_channel=el">full report about AWS offerings</a> to learn more about our comprehensive container portfolio and how we’re helping builders deploy scalable, reliable containerized applications.</p><p><strong class="c5">Last Week’s launches</strong></p><p>In addition to the inspiring community events, here are some AWS launches that caught my attention.</p><p><strong>Amazon Q Business browser extension gets upgrades</strong> – The <a href="https://aws.amazon.com/q/business/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Q Business</a> browser extension now features significant enhancements designed to streamline browser-based tasks. Users gain access to their company’s indexed knowledge alongside web content, direct PDF support within the browser, image file attachment capabilities, and controls to remove irrelevant attachments from conversation context. The expanded context window accommodates larger web pages and more detailed prompts, resulting in more helpful responses. For advanced needs, the extension offers seamless transition to the full Amazon Q Business web experience with access to Actions and Amazon Q Apps. Review the <a href="https://docs.aws.amazon.com/amazonq/latest/qbusiness-ug/browser-extensions.html">Enhancing web browsing with Amazon Q Business</a> in the documentation for detailed setup instructions and feature descriptions to learn more about this announcement.</p><p><strong>Amazon Bedrock RAG evaluation is now generally available</strong> – Offering comprehensive assessment of both <a href="https://aws.amazon.com/bedrock/knowledge-bases/">Bedrock Knowledge Bases</a> and custom <a href="https://aws.amazon.com/what-is/retrieval-augmented-generation/">Retrieval Augmented Generation (RAG)</a> systems through LLM-as-a-judge methodology. The service evaluates retrieval quality and end-to-end generation with metrics for relevance, correctness, and hallucination detection, and the newly added support for custom RAG pipeline evaluations lets you bring your own input-output pairs and retrieved contexts directly into the evaluation job, along with new citation precision metrics and <a href="https://aws.amazon.com/bedrock/guardrails/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Bedrock Guardrails</a> integration for more flexible RAG system optimization. To learn more, visit the <a href="https://aws.amazon.com/bedrock/evaluations?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Bedrock Evaluations</a> page and <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html">What is Amazon Bedrock?</a> in the documentation.</p><p><strong>Amazon Nova expands Tool Choice options for Converse API</strong> – We’ve enhanced <a href="https://aws.amazon.com/ai/generative-ai/nova/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Nova</a> with expanded <a href="https://docs.aws.amazon.com/bedrock/latest/APIReference/API_runtime_ToolChoice.html">Tool Choice</a> capabilities for the <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/conversation-inference.html">Converse API</a>, giving developers more flexibility in building sophisticated AI applications. This update allows models to determine when to use tools to fulfill user requests more effectively. Learn more in the <a href="https://aws.amazon.com/about-aws/whats-new/2025/03/amazon-nova-expands-tool-converse-api/">announcement about expands Tool Choice options</a>.</p><p><strong>Amazon Bedrock Guardrails adds policy-based enforcement for responsible AI</strong> – Our builders can now enforce responsible AI policies at scale with Amazon Bedrock Guardrails’ new <a href="https://aws.amazon.com/iam/?nc2=type_a&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">AWS Identity and Access Management (IAM)</a> policy-based enforcement capabilities. This feature helps you to specify required guardrails through IAM policies using the <code>bedrock:GuardrailIdentifier</code>condition key, so that all model inference calls comply with your organization’s AI safety standards. When your teams make Amazon Bedrock Invoke or Converse API calls, requests are automatically rejected if they don’t include the mandated guardrails, providing consistent protection against undesirable content, sensitive information exposure, and model hallucinations. Refer to the <a href="https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails-permissions.html">Set up permissions to use Guaidrails for content filtering</a> in the technical documentation and the <a href="https://aws.amazon.com/bedrock/guardrails/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Bedrock Guardrails product page</a> to learn more about <a href="https://aws.amazon.com/about-aws/whats-new/2025/03/amazon-bedrock-guardrails-policy-based-enforcement-responsible-ai/">the announcement about policy based enforcement for responsible AI</a>.</p><p><strong>Next generation of Amazon Connect released</strong> – We’ve launched the next generation of <a href="https://aws.amazon.com/connect/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Connect</a>, featuring AI-powered interactions designed to strengthen customer relationships and improve business outcomes. This major update brings enhanced agent experiences, smarter customer interactions, and deeper operational insights to contact centers of all sizes. Learn more from the <a href="https://aws.amazon.com/blogs/contact-center/introducing-the-next-generation-of-amazon-connect/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">new launch post</a> in the AWS Contact Center Blog.</p><p><strong>Amazon Redshift Serverless introduces Current and Trailing release tracks</strong> – <a href="https://aws.amazon.com/redshift/redshift-serverless/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Redshift Serverless</a> now offers two release tracks to give users more control over their update cadence. The Current track delivers the most up-to-date certified release with the latest features and security updates, while the Trailing track remains on the previous certified release. This dual-track approach allows organizations to validate new releases on select <a href="https://docs.aws.amazon.com/redshift/latest/mgmt/serverless-workgroup-namespace.html">workgroups</a> before implementing them across production environments. Users can easily switch between tracks through the Amazon Redshift console, providing the flexibility to balance innovation with stability for mission-critical workloads. This capability is available in all <a href="https://docs.aws.amazon.com/glossary/latest/reference/glos-chap.html#region?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">AWS Regions</a> where Amazon Redshift Serverless is offered. Refer to <a href="https://docs.aws.amazon.com/redshift/latest/mgmt/tracks.html">Tracks for Amazon Redshift provisioned cluster and serverless work groups</a> to learn more about the <a href="https://docs.aws.amazon.com/redshift/latest/APIReference/API_MaintenanceTrack.html">Current and Trailing tracks</a> in Amazon Redshift Serverless.</p><p><strong>AWS WAF now supports URI fragment field matching</strong> – <a href="https://aws.amazon.com/waf/?nc2=type_a&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">AWS WAF</a> has expanded its capability to include URI fragment field matching, allowing security teams to create rules that inspect and match against the fragment portion of URLs. This enhancement enables more precise security controls for web applications that use URI fragments to identify specific sections within pages. Security professionals can now implement more targeted protections, such as restricting access to sensitive page elements, detecting suspicious navigation patterns, and enhancing bot mitigation by analyzing fragment usage patterns characteristic of automated attacks. This feature is available in all AWS Regions where AWS WAF is supported. For more information about URI field for matching, visit the <a href="https://docs.aws.amazon.com/waf/latest/developerguide/waf-chapter.html">AWS WAF Developer Guide</a>.</p><p>For a full list of AWS announcements, be sure to keep an eye on the <a href="https://aws.amazon.com/new">What’s New at AWS</a>.</p><p><strong class="c5">Other AWS news</strong></p><p>Here are some other additional projects and blog posts that you might find interesting.</p><p><strong>Build your generative AI skills at AWS Gen AI Lofts</strong> – AWS has established more than 10 global hubs offering training and networking for developers and startups in 2025, where you can gain practical, hands-on experience with the latest AI technologies. These revamped spaces feature dedicated zones where you can participate in workshops on prompt engineering, <a href="https://aws.amazon.com/what-is/foundation-models/">foundation model (FM)</a> selection, and implementing AI in production environments. If you’re near San Francisco, New York, Tokyo, or other major tech hubs with AWS Gen AI Lofts, stop by to access these free resources and accelerate your generative AI development skills. <a href="https://aws.amazon.com/startups/lp/aws-gen-ai-lofts?lang=en-US&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Check out all of the AWS Gen AI Loft locations and events</a> and to read <a href="https://www.aboutamazon.com/news/aws/generative-artificial-intelligence-skills-aws-lofts?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">5 ways to build your AI skills on AWS Gen AI Loft</a> to learn more.</p><p><strong><a href="https://aws.amazon.com/lambda/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">AWS Lambda</a>‘s architecture for billions of asynchronous invocations</strong> – A recent technical article reveals how AWS Lambda handles massive scale through sophisticated engineering approaches. The Lambda asynchronous invocation path employs multiple queuing strategies, consistent hashing for intelligent partitioning, and shuffle-sharding techniques to minimize noisy neighbor effects. The system relies on key observability metrics (AsyncEventReceived, AsyncEventAge, and AsyncEventDropped) to maintain optimal performance. These architectural decisions enable Lambda to process tens of trillions of monthly invocations across 1.5 million active customers while providing reliable scalability and performance isolation. For details read <a href="https://aws.amazon.com/blogs/compute/handling-billions-of-invocations-best-practices-from-aws-lambda/">Handling billions of invocations – best practices from AWS Lambda</a> in the AWS computing blog.</p><p>AWS is reducing prices by more than 11% for its <a href="https://aws.amazon.com/ec2/instance-types/u7i/">high-memory U7i instances</a> across all Regions and pricing models. The reduction applies to four instances: u7i-12tb.224xlarge, u7in-16tb.224xlarge, u7in-24tb.224xlarge, and u7in-32tb.224xlarge. The new On-Demand pricing, which covers shared, dedicated, and host tenancy options is retroactive, to March 1, 2025. For new Savings Plan purchases, pricing is effective immediately.</p><p><strong>Create your AWS Builder ID and reserve your alias –</strong> <a href="https://community.aws/builderid?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Builder ID</a> is a universal login credential that gives you access beyond the <a href="https://aws.amazon.com/console/?nc2=type_a&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">AWS Management Console</a> to <a href="https://aws.amazon.com/developer/tools/?nc2=type_a&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">AWS tools</a> and resources, including over 600 free training courses, community features, and developer tools such as <a href="https://aws.amazon.com/q/developer/?nc2=type_a&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Q Developer</a>.</p><p><strong class="c5">From community.aws</strong><br />Here are some of my favorite posts from <a href="https://community.aws/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">community.aws</a>.</p><p><a href="https://community.aws/content/2uY3Xf2WC5tSQcsBQgYQk9IQF1C/model-context-protocol-mcp-why-it-matters?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el"><strong>Model Context Protocol (MCP): why it matters</strong></a> – The recently introduced Model Context Protocol (MCP) creates a standardized way for AI applications to communicate with multiple FMs using consistent prompts and tools.</p><p><a href="https://community.aws/content/2uVl543Irg1pNRSkGY4yvth7Tmw/build-serverless-genai-apps-faster-with-amazon-q-developer-cli-agent?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el"><strong>Build serverless GenAI Apps faster with Amazon Q Developer CLI agent</strong></a> – Discover how Amazon Q Developer CLI Agent revolutionizes cloud development by building a complete serverless generative AI application in minutes instead of days.</p><p><a href="https://community.aws/content/2uLaePMiQZWbyHqmtiP9aKYoyls/automating-code-reviews-with-amazon-q-and-github-actions?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el"><strong>Automating code reviews with Amazon Q and GitHub actions</strong></a> – A new developer tutorial demonstrates how to integrate Amazon Q Developer with GitHub Actions to automatically analyze pull requests and provide AI-powered code feedback.</p><p><a href="https://community.aws/content/2uEDBYe4sj6tGUC6Gu4HUiIKt9h/deepseek-on-aws?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el"><strong>DeepSeek on AWS</strong></a> – A new technical guide demonstrates how to deploy <a href="https://www.deepseek.com/">DeepSeek’s</a> powerful open-source AI models on AWS infrastructure. The tutorial provides step-by-step instructions for setting up these cutting-edge models using <a href="https://aws.amazon.com/sagemaker/?nc2=type_a&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon SageMaker</a>, <a href="https://aws.amazon.com/ec2/?nc2=type_a&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Amazon Elastic Compute Cloud (Amazon EC2)</a> instances with GPUs, or through integration with Amazon Bedrock. The guide covers optimization techniques, sample applications, and best practices for balancing performance with cost efficiency.</p><p><strong class="c5">Upcoming AWS events</strong><br />Check your calendars and sign up for these upcoming AWS events.</p><p><a href="https://pulse.aws/survey/SCN4YQKS?did=tc_card&amp;amp&amp;trk=tc_card&amp;p=0?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el"><strong>Empowering Futures – Women Leading the Way in Tech and Non-Tech Careers</strong></a> – Whether you’re here to expand your professional circle, learn about the AWS Cloud or gain wisdom from inspiring speakers, this event has something for everyone. This is a public event open to everyone in the Seattle area—for free—on March 27, 2025.</p><p><a href="https://aws.amazon.com/kubernetes/kubecon-london-2025/?trk=3915116c-6cc8-48b2-a62b-2860bfce5ddc&amp;sc_channel=el&amp;amp&amp;trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el"><strong>AWS at KubeCon + CloudNativeCon London 2025</strong></a> – Join us at KubeCon London on April 1 – April 4 , at Excel booth S300 for live product demonstrations that help you simplify Kubernetes operations, optimize costs and performance, harness the power of <a href="https://aws.amazon.com/training/learn-about/machine-learning/">artificial learning and machine learning (AI/ML)</a>, and build scalable platform strategies.</p><p>That’s all for this week. Check back next Monday for another Weekly Roundup!</p><p>– <a href="http://www.linkedin.com/in/zhengyubin714">Betty</a></p><p>This post is part of our <a href="https://aws.amazon.com/blogs/aws/tag/week-in-review/?trk=d21a4eb6-d91f-4286-843a-d35b2a06a274&amp;sc_channel=el">Weekly Roundup</a> series. Check back each week for a quick roundup of interesting news and announcements from AWS!</p><hr /><p>How is the News Blog doing? Take this <a href="https://amazonmr.au1.qualtrics.com/jfe/form/SV_eyD5tC5xNGCdCmi">1 minute survey</a>!</p><p><em>(This <a href="https://amazonmr.au1.qualtrics.com/jfe/form/SV_eyD5tC5xNGCdCmi">survey</a> is hosted by an external company. AWS handles your information as described in the <a href="https://aws.amazon.com/privacy/">AWS Privacy Notice</a>. AWS will own the data gathered via this survey and will not share the information collected with survey respondents.)</em></p>
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