GitLab monorepo CI done right: from a monolithic pipeline to tag-routed Runners
Introduction We had a monorepo. Frontend, three backend services, a couple of shared libraries, all living in one repo. Great for developers who want to change an API and its call
🐇 RabbitMQTest — A Simple RabbitMQ Demo in C#
The RabbitMQTest repository is a C# project that demonstrates how to use RabbitMQ for message queuing. It brings the producer–consumer pattern to life, showing how a producer strea
Kubernetes Cluster Backup & Restore on S3 Bucket using Velero
Introduction Someone deletes a namespace by accident. A migration goes sideways and you need last week's cluster state back, not just today's. A node group gets torn down before a
From Naive RAG to Production-Grade Agent: The 6-Stage Architecture of an Enterprise AI Assistant
Introduction Large Language Model (LLM) applications are evolving beyond single prompt-and-response setups. While basic Retrieval-Augmented Generation (RAG) scripts work well fo
Reporting Without the Panic: A Script’s Perspective
Can You Trust the Report Sitting in Your Inbox? Every marketing team knows this morning. A report is due. Someone is jumping between five platforms, exporting numbers by hand, pa
Beyond the Ticket: How the Global Lottery is Reimagining Customer Experience for the Connected Era
Introduction From banking and retail to healthcare, legacy industries are being reshaped by digital transformation. One sector that often goes unnoticed but offers some of the mos
Instant Zephyr Test Cases from Jira Stories with Kiro
As test automation engineers, we have been striving to minimize this time difference between feature specification and test coverage for years. A conventional approach may involve
Spec-Driven Development Using AI Agents: A Smarter Way to Build Software
Let's Start With a Honest Question How many times have you jumped straight into coding, only to realize halfway through that you misunderstood the requirement? Or worse — you buil
Building a Scalable OTT Player for Apple TV: Architecture and Best Practices
Introduction As streaming services continue to evolve, users expect a seamless and feature-rich viewing experience across all devices, including Apple TV. While AVPlayerViewContro
Apple Intelligence Explained: How On-Device AI and Foundation Models Work
Introduction Apple has been introduced Apple intelligence for making your application faster, smarter and personalized. Apple intelligence is an new experience for users that prov
