Real-world enterprise ML implementations in healthcare diagnostics and financial fraud detection. Explore RAG and LLM integration patterns, ML maturity frameworks, and strategic recommendations for building ML-enabled organizations.
Read more →Month: March 2025
LLM Security: Defense Patterns for Production Applications (Part 2 of 2)
Introduction: LLM applications face unique security challenges—prompt injection, data leakage, jailbreaking, and harmful content generation. Traditional security measures don’t address these AI-specific threats. This guide covers defensive techniques for production LLM systems: input sanitization, prompt injection detection, output filtering, rate limiting, content moderation, and audit logging. These patterns help you build LLM applications that are […]
Read more →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 […]
Read more →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 […]
Read more →MLOps Best Practices: Building Production Machine Learning Pipelines That Scale
Master MLOps practices for production machine learning systems. Learn data versioning, experiment tracking with MLflow, CI/CD for ML, model registry governance, and monitoring strategies for AWS, Azure, and GCP.
Read more →EMR Modernization: Migrating from Legacy HL7 v2 to FHIR
Executive Summary Migrating from HL7 v2 to FHIR is one of the most critical modernization challenges facing healthcare IT. With billions of HL7 v2 messages processed daily across hospital EMRs, the transition requires careful planning using proven patterns like Strangler Fig, FHIR Facade, and Dual-Write strategies. 🏥 HEALTHCARE INTEROPERABILITY SERIES This article is part of […]
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