CI/CD automated what happens after code is written. Agentic repos automate the work around code: triage, upgrades, tests, and refactors. The key shift is that the output is not chat text; it is a reviewable PR with diffs, commands run, evidence, and rollback notes. Done right, the value is leverage without surrendering control because humans stay the merge gate.
vikonava 
Kubernetes for Production: What You Need to Know to Get Started
Kubernetes has become the industry-standard platform for deploying and managing containerized applications. Its popularity is well-earned, offering capabilities like self-healing, automated scaling, and zero-downtime deployments. But many developers hit a wall when moving from sandbox environments to real-world production setups. This post aims to simplify that jump by breaking down what Kubernetes is, how to use it, and the essential hardware and configuration needed for a reliable production deployment.