How AI is Quietly Changing How We Build Software?
AI now slips into every build step: LLMs draft backlog tickets, code models autocomplete functions and tests, RL speeds up CI, smart classifiers pick only the tests your diff needs, Bayesian watchers guard canary releases, and embedding clusters surface new errors with LLM runbooks to fix them—shrinking feedback loops while you keep coding.
🔧 Designing Resilient AWS Networks: Mastering VPC Fundamentals (Copy)
In the world of cloud infrastructure, many networking issues in AWS boil down to one common root: misconfigured or misunderstood VPCs. Whether you're architecting a high-availability system, securing workloads, or setting up hybrid connectivity, mastering the fundamentals of AWS VPCs is non-negotiable.
This article explores the VPC as the foundational building block of cloud network design — and how getting it right unlocks scalability, security, and resilience in your architecture.
🚀 From Code to Kubernetes: Deploying Microservices at Scale! 🚀
When I began my software engineering journey, writing clean code seemed like the whole game. But as I stepped into building pipelines, deploying services, and architecting systems, I realized the true challenge: seeing the full lifecycle — from code to Kubernetes. Each layer, from writing modular code and automating CI/CD to orchestrating containers with Kubernetes and ensuring observability, plays a crucial role in delivering scalable, resilient software. This post breaks down that journey layer by layer, helping developers step back and see the entire system, not just their slice of it.