Last year, I deployed an AI model to a mobile device. The first attempt failed—the model was too large, inference was too slow, and battery drain was unacceptable. After optimizing 15+ models for edge deployment using ONNX Runtime, I’ve learned what works. Here’s the complete guide to running AI models on-device with ONNX Runtime. Figure […]
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Azure Kubernetes Service (AKS): A Solutions Architect’s Guide to Enterprise Container Orchestration
After two decades of deploying and managing containerized workloads across enterprises, I’ve watched Kubernetes evolve from a complex orchestration tool into the de facto standard for container management. Azure Kubernetes Service (AKS) represents Microsoft’s fully managed Kubernetes offering, and having architected dozens of AKS deployments, I can share the patterns and practices that separate successful […]
Read more →Serverless Event Processing with Google Cloud Functions: From HTTP Triggers to Event-Driven Architectures
Introduction: Google Cloud Functions provides a fully managed, event-driven serverless compute platform that scales automatically from zero to millions of invocations. This comprehensive guide explores Cloud Functions’ enterprise capabilities, from HTTP triggers and event-driven architectures to security controls, VPC connectivity, and cost optimization. After building serverless architectures across all major cloud providers, I’ve found Cloud […]
Read more →Designing Enterprise VPC Networks on Google Cloud: From Zero Trust to Global Scale
Introduction: Google Cloud VPC networking provides the foundation for secure, scalable, and globally distributed cloud architectures. This comprehensive guide explores VPC’s enterprise capabilities, from global VPC design and shared VPC architectures to Private Google Access, Cloud NAT, and zero-trust network security. After designing network architectures for enterprises across all major cloud providers, I’ve found GCP’s […]
Read more →Cloud VM Showdown: Choosing Between GCP Compute Engine, AWS EC2, and Azure Virtual Machines
Introduction: Choosing the right virtual machine platform is one of the most consequential decisions in cloud architecture, directly impacting performance, cost, and operational complexity for years to come. This comprehensive comparison examines GCP Compute Engine, AWS EC2, and Azure Virtual Machines through the lens of enterprise requirements—evaluating compute options, pricing models, networking capabilities, and operational […]
Read more →Anthropic Claude SDK: Building AI Applications with Advanced Reasoning and 200K Context
Introduction: Anthropic’s Claude SDK provides developers with access to one of the most capable and safety-focused AI model families available. Claude models are known for their exceptional reasoning abilities, 200K token context windows, and strong performance on complex tasks. The SDK offers a clean, intuitive API for building applications with tool use, vision capabilities, and […]
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