OpenAI and Microsoft have released GPT-5.2-Codex—the latest evolution of the Codex line specifically optimized for software development. With a 400,000 token context window, support for 50+ programming languages, and multimodal capabilities that process code, natural language, images, and diagrams simultaneously, Codex 5.2 represents a step-change in AI-assisted development. Available through Azure AI Foundry and GitHub […]
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Azure Platform
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 →Introduction to Docker and Containers: A Beginner’s Guide
Containers are a popular technology for developing and deploying applications. They provide an isolated runtime environment that runs an application and its dependencies, making it easier to package, deploy, and manage the application. Docker is a platform for managing containers that has become very popular in recent years. In this article, we’ll provide an introduction […]
Read more →Diving Deeper into Docker: Exploring Dockerfiles, Commands, and OCI Specifications
Docker is a popular platform for developing, packaging, and deploying applications. In the previous blog, we provided an introduction to Docker and containers, including their benefits and architecture. In this article, we’ll dive deeper into Docker, exploring Dockerfiles, Docker commands, and OCI specifications. Dockerfiles Dockerfiles are text files that contain instructions for building Docker images. […]
Read more →Azure Kubernetes Service (AKS) – Managed Identity
Azure Kubernetes Service (AKS) is a fully managed Kubernetes container orchestration service provided by Microsoft Azure. It allows users to quickly and easily deploy, manage, and scale containerized applications on Azure. AKS has been a popular choice among developers and DevOps teams for its ease of use and its ability to integrate with other Azure […]
Read more →AKS Workload Identity
AKS workload identity is a feature of Azure Kubernetes Service (AKS) that enables you to use Azure Active Directory (AAD) to manage access to Azure resources from within a Kubernetes cluster. In this blog post, we’ll explore how AKS workload identity works and how to use it with an example code. How does AKS workload […]
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