A Beginner’s Guide to CI/CD and CI/CD Pipelines

Modern software development moves at a pace that would have been unthinkable a decade ago. Organizations push updates on demand, respond to vulnerabilities within minutes, and integrate new features at a relentless pace. This acceleration is driven by continuous integration and continuous delivery (CI/CD). To understand how CI/CD reshapes the security posture of modern organizations, … Read more

How AI is Revamping DevSecOps Processes

Artificial Intelligence is pushing DevSecOps into a new phase where security is no longer just about detecting vulnerabilities, but increasingly about resolving them automatically within the flow of software delivery. As many organizations are discovering, DevSecOps historically gave teams visibility into risk. AI is now turning that visibility into automated remediation. This evolution has taken … Read more

Vibe coding level UP

Last week my colleague Pieter suggested me a nice article about “Long-term DORA data reveals systemic performance plateaus and shifts, allowing organizations to connect improvements to architectural, cultural, and process changes.” So starting from my current level of Jira Lead Time Analyzer i developed in vibe coding, I tried to improve my report accordingly again … Read more

10 CI/CD Pipeline Mistakes That Slow Down Engineering Teams

In modern software delivery, CI/CD pipelines are the backbone of speed, consistency, and reliability. They help engineering teams build, test, and deploy code quickly while keeping releases predictable across environments. But as systems grow, pipelines often become a hidden bottleneck. What starts as a simple setup for a small project can gradually turn into a … Read more

Creating a secure offline BTC wallet

Introduction If you’re planning to hold a large amount of BTC for the long term, relying on a popular mobile wallet (for example, Trust Wallet) isn’t the safest choice. Because it stays online, a compromised phone can expose your funds and potentially cost you all your BTC. A better approach is to use an offline … Read more

Secure Multi-Team Kubernetes Access with Tailscale

Introduction You are an administrator of a large Kubernetes cluster shared by many teams. You want to grant each team access only to the resources they are permitted to use. In this guide, I’ll show you how to configure permissions with Tailscale and secure your Kubernetes API so you can provide access without exposing your … Read more

Replace MinIO with SeaweedFS on K8S S3 storage

Introduction SeaweedFS is a distributed object store and file system that can expose an S3-compatible API. It is useful when you want to replace MinIO with lighter self-hosted object storage for applications such as photo backups, static hosting, or internal services that expect S3. The reason to move away from MinIO is simple: the public … Read more

GitHub Copilot vs Amazon Q: My Real-World Experience

These past few days I’ve been working on extracting more valuable insights from Jira using AI, with the goal of building useful applications around that data. I started with Amazon Q, and honestly, the experience was impressive. In a short time, I had an app with a clean interface and a strong PDF report. If … Read more

Model Context Protocol: The Quiet Standard Changing How AI Connects to the World

Artificial intelligence is evolving fast, but one challenge keeps showing up again and again: connection.AI models are getting smarter, yet they still depend on fragmented, custom-built integrations to access tools, systems, and data. That means every new workflow often requires another layer of glue code, another adapter, or another brittle workaround. This is where Model … Read more

How to Use AI in DevOps: Real-World Applications, Tools, and Best Practices

Artificial intelligence is no longer a side topic in DevOps. It is now being applied to code generation, pull request review, anomaly detection, incident investigation, and infrastructure optimization across modern delivery pipelines . For teams running cloud-native platforms, the most useful question is not whether AI matters, but where it creates measurable value without adding unnecessary … Read more