Timo Schmidt

🤖 ⭐ A MCP server for AWS HealthLake FHIR interactions bridges AI assistants and agents to AWS HealthLake databases, providing tools for reading/writing medical records and AWS HealthLake management through MCP. It streamlines healthcare AI development from complex custom integrations to simple tool usage, with features like read-only mode built in. This offers a standardized, tested pathway for AI assistants to work with AWS HealthLake data. Try it today. 🔖 https://go.aws/3JI7nvt Amazon Web Services (AWS) #AWS #generativeAI #agenticAI

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𝐇𝐨𝐰 𝐌𝐮𝐥𝐭𝐢-𝐂𝐥𝐨𝐮𝐝 𝐀𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐑𝐞𝐟𝐞𝐫𝐞𝐧𝐜𝐞 𝐀𝐫𝐜𝐡𝐢𝐭𝐞𝐜𝐭𝐮𝐫𝐞 𝐖𝐨𝐫𝐤𝐬❗ In today's dynamic cloud landscape, flexibility and redundancy are key. That's why I'm excited to share how the Microsoft team has leveraged the Serverless Framework to achieve multi-cloud magic and enhance our dataflow. 𝐃𝐚𝐭𝐚𝐟𝐥𝐨𝐰: User’s app can seamlessly connect from any source to our gateway app, which distributes requests equally between Azure and AWS clouds. This dual-cloud architecture ensures robustness and availability. Plus, all responses are routed through the API Manager gateway, guaranteeing a smooth user experience. 𝐓𝐡𝐞 𝐒𝐞𝐫𝐯𝐞𝐫𝐥𝐞𝐬𝐬 𝐅𝐫𝐚𝐦𝐞𝐰𝐨𝐫𝐤: The heart of our multi cloud solution! It simplifies infrastructure concerns, automating deployments to support GitOps. With a manifest-based approach, this approach driving serverless solutions across multiple clouds with ease. 𝐀𝐳𝐮𝐫𝐞 𝐈𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧: To make Azure a part of our multi cloud strategy, this approach equipped with Node.js, Azure Functions, and the Serverless Multi Cloud Library. The Azure Functions Serverless Plugin extends the Serverless Framework capabilities for Azure, ensuring parity with AWS Lambda. 𝐂𝐈/𝐂𝐃 𝐰𝐢𝐭𝐡 𝐆𝐢𝐭𝐎𝐩𝐬: This Architecture implementing GitOps-driven serverless builds, tests, and deployments, streamlining our development workflow. Building from Git, quality gates for tests, and seamless deployment across cloud providers make us more agile and efficient. 𝐏𝐨𝐭𝐞𝐧𝐭𝐢𝐚𝐥 𝐔𝐬𝐞 𝐂𝐚𝐬𝐞𝐬: Imagine writing client-side applications for multiple platforms using a cloud-agnostic API from the Serverless Multi Cloud Library. Deploy functional microservices across multiple cloud platforms, or use a cloud-agnostic app without worrying about the underlying infrastructure. 𝐁𝐥𝐮𝐞-𝐆𝐫𝐞𝐞𝐧 𝐃𝐞𝐩𝐥𝐨𝐲𝐦𝐞𝐧𝐭: This Architecture has the best of Blue-Green Deployment into the multicloud realm. Each cloud platform hosts two duplicate sets of microservices, creating active-passive environments for increased availability. The multi cloud setup ensures high availability and minimizes risks, all thanks to the power of Serverless. In a world where multicloud is the future, this architecture pioneering with Serverless Framework and embracing multicloud excellence. Cloudairy can help you design, manage, and discuss multi-cloud architectures in a user-friendly and collaborative way. It offers a visual interface to: ✅𝐆𝐞𝐧𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐀𝐈 𝐌𝐚𝐠𝐢𝐜: Bring your ideas to life with our AI-powered flowchart generator. ✅𝐑𝐞𝐚𝐥-𝐭𝐢𝐦𝐞 𝐂𝐨𝐥𝐥𝐚𝐛𝐨𝐫𝐚𝐭𝐢𝐨𝐧: Work seamlessly with your team, no matter where they are. ✅𝐓𝐞𝐦𝐩𝐥𝐚𝐭𝐞𝐬: Accelerate your design with 500+ pre-built cloud architecture templates. 𝐒𝐢𝐠𝐧 𝐮𝐩 𝐟𝐨𝐫 𝐭𝐡𝐞 𝐂𝐥𝐨𝐮𝐝𝐚𝐢𝐫𝐲 𝐭𝐨𝐝𝐚𝐲❗ https://lnkd.in/e2zNP8Zp #cloudcomputing #aws #azure #cloud #cloudairy

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AWS' Guillermo Ruiz will dive into Top-Down Microarchitecture Analysis to surface the real causes of latency in containerized applications during a highly technical #P99CONF session. Using real-world examples, attendees will analyze workloads running on modern CPUs, all from within a Kubernetes context. https://lnkd.in/ebDnC332 #ScyllaDB

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🚀 Amazon Neptune just leveled up! 👉 https://go.aws/4mZdkT5 Exciting news for graph database developers — #AmazonNeptune v1.4.5 now runs on AWS Graviton4-powered R8g instances, delivering lower latency & improved price-performance. ⚡Up to 4.7× better price-performance for write workloads ⚡Up to 3.7× better price-performance for read workloads ⚡62% lower P99 latency for openCypher queries ⚡58% lower P99 latency for Gremlin queries Why settle for a "trust me, bro" claim? We encourage you to run your own benchmarks & experience these benefits. #AWSDatabases #AWSforData

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Zadara was built from the ground up as a multi-tenant cloud, aligning natively with NVIDIA’s recommendations. Here’s how Zadara meets and exceeds the reference design expectations: -Native Multi-Tenancy -Full-Stack Workload Support -Per-Tenant Kubernetes Environments -Elastic Resource Allocation -Global Edge Presence Read more: https://lnkd.in/eTCu6rTF

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Day-one Kubernetes support for PostgreSQL 18 is here. In his latest blog, Gabriele Bartolini (CloudNativePG maintainer, PostgreSQL contributor, & EDB VP, Chief Architect of Kubernetes) shows you how to deploy a Postgres 18 cluster right now using CloudNativePG and the new minimal container image. He covers key features for cloud-native environments, including asynchronous I/O for major performance gains, built-in OAuth 2.0 authentication, and the new extension_control_path parameter for trusted, declarative extension management. Read his walkthrough: https://lnkd.in/eYYFNYD2 #PostgreSQL18 #Kubernetes #CNPG #Postgres #DevOps #OpenSource #k8s #DoK

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When Kubernetes first took off, everything started with one question: Where will your cluster live? No matter the size of your environment or the tools you used, every setup began with a host cluster. It was the foundation you couldn’t skip, until now. With our latest release, that dependency disappears. It’s a fully self-contained control plane that runs anywhere: in a CI pipeline, on a laptop, or on bare metal, giving teams a fast and portable way to start Kubernetes instantly. In this deep dive, Saiyam Pathak walks through how Standalone vCluster simplifies the entire stack, removing layers of setup, vendors, and overhead, and why it marks a new chapter in Kubernetes tenancy. 🎥 Watch the full video: https://lnkd.in/ghCQ59CP #Kubernetes #vCluster #CloudNative #PlatformEngineering #MultiTenancy

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Why the OI4 was the odd one out in ContainerDays 25 At ContainerDays 2025 in Hamburg, the spotlight was on Kubernetes, DevOps, AI, ML, GoLang and cloud-native. OI4 stood apart. We brought industrial automation to a stage usually reserved for pure IT. What we showed: - The Software Defined Automation (SDA) project that connects operational technology with container and cloud ecosystems - Real industrial equipment on site to demonstrate the bridge between physical machines and containerized software - A clear path forward for combining standards, orchestration, and edge computing to make automation scalable and vendor-independent 👉 Read more here: https://lnkd.in/eaZYabhj

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