What is different between Pod managed identity and AKS managed identity

Both Pod Managed Identity and AKS Managed Identity are identity management solutions provided by Azure, but they have some key differences. Pod Managed Identity Pod Managed Identity is an Azure feature that provides an identity for a single Kubernetes pod. It allows the pod to access Azure resources without the need for credentials such as […]

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How is AKS workload identity different from AKS pod managed identity?

AKS workload identity and AKS pod managed identity both provide a way to manage access to Azure resources from within a Kubernetes cluster. However, there are some key differences between the two features. Scope AKS pod managed identity provides a managed identity for each individual pod within a Kubernetes cluster. This allows you to grant […]

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Production RAG Architecture: Building Scalable Vector Search Systems

Three months into production, our RAG system started failing at 2AM. Not gracefully—complete outages. The problem wasn’t the models or the embeddings. It was the architecture. After rebuilding it twice, here’s what I learned about building RAG systems that actually work in production. Figure 1: Production RAG Architecture Overview The Night Everything Broke It was […]

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CDA (Clinical Document Architecture): The XML Standard for Medical Documents

What is CDA and Why It Matters CDA Document Structure Sample CDA Document Structure .NET CDA Parsing Implementation CDA Document Generation Common CDA Sections (C-CDA) CDA vs FHIR Documents Standards and References Related Articles in This Series Conclusion

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Azure Machine Learning: A Solutions Architect’s Guide to Enterprise MLOps

The journey from experimental machine learning models to production-ready AI systems represents one of the most challenging transitions in modern software engineering. Having spent over two decades architecting enterprise solutions, I’ve witnessed the evolution from manual model deployment to sophisticated MLOps platforms. Azure Machine Learning stands at the forefront of this transformation, offering a comprehensive […]

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Difference between workload managed identity, Pod Managed Identity and AKS Managed Identity

Azure Kubernetes Service(AKS) offers several options for managing identities within Kubernetes clusters, including AKS Managed Identity, Pod Managed Identity, and Workload Managed Identity. Here’s a comparison of these three options: Key Features AKS Managed Identity Pod Managed Identity Workload Managed Identity Overview A built-in feature of AKS that allows you to assign an Azure AD […]

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