Executive Summary This case study explores the development of DooLittle Health Patient Timeline Explorer, a modern healthcare application that demonstrates enterprise-grade architecture patterns for FHIR-compliant patient data visualization. Built as a proof-of-concept, this project showcases best practices in full-stack development, cloud-native deployment, and healthcare interoperability standards. 🏥 HEALTHCARE INTEROPERABILITY SERIES This article is part of […]
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Production Model Deployment Patterns: From REST APIs to Kubernetes Orchestration in Python
After deploying hundreds of ML models to production across startups and enterprises, I’ve learned that model deployment is where most AI projects fail. Not because the models don’t work—but because teams underestimate the engineering complexity of serving predictions reliably at scale. This article shares production-tested deployment patterns from REST APIs to Kubernetes orchestration. 1. The […]
Read more →Security as Code: Why the Best DevSecOps Teams Treat Vulnerabilities Like Bugs, Not Afterthoughts
The first time I watched a security vulnerability slip through our CI/CD pipeline and make it to production, I felt the same sinking feeling every engineer knows: that moment when you realize the system you trusted has a blind spot. It was 2019, and we had what we thought was a mature DevOps practice. Automated […]
Read more →DIY LLMOps: Building Your Own AI Platform with Kubernetes and Open Source
Build a production-grade LLMOps platform using open source tools. Complete guide with Kubernetes deployments, GitHub Actions CI/CD, vLLM model serving, and Langfuse observability.
Read more →Azure Container Apps: A Solutions Architect’s Guide to Serverless Containers
Azure Container Apps represents Microsoft’s serverless container platform, offering Kubernetes-like capabilities without cluster management complexity, powered by KEDA auto-scaling and native Dapr integration. Container Apps Architecture Platform Comparison Key Features Feature Description Use Case Revisions Immutable snapshots of app version Blue-green, canary deployments Traffic Splitting Route % traffic to different revisions A/B testing, gradual rollouts […]
Read more →Mastering Google Cloud Platform: A Complete Architecture Guide for Enterprise Developers
Google Cloud Platform (GCP) provides a comprehensive suite of cloud computing services for enterprise developers. This guide covers the essential architecture patterns, services, and best practices that every developer needs to master for building production-grade applications on GCP. GCP Resource Hierarchy Understanding GCP’s resource hierarchy is fundamental to designing secure, manageable enterprise architectures. Resources are […]
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