
Introduction AI agents are moving out of the browser and into one of the most powerful environments on a computer: the command line. CLI-based AI agents can inspect repositories, read files, execute commands, install dependencies, interact with Git, call APIs, modify configuration files, and sometimes control large portions of a development environment. That power…

1. What Is Vibe Coding? Vibe coding is a modern style of software development where a person describes what they want in natural language, and an AI coding tool generates, edits, or fixes the code. Instead of writing every line manually, the user guides the AI through prompts, feedback, errors, and desired outcomes. The…

In any distributed system, logs are the only surviving witnesses when something goes wrong. Code can fail silently, containers can restart, agents can hang, and monitoring dashboards can mislead, but logs capture ground truth — or at least, that’s the assumption. In reality, logs are frequently the weakest security link, and adversaries know this.…

Virtualization is everywhere: cloud providers, enterprise datacenters, developer laptops, CI runners. It looks safe — each workload sits in its own virtual machine (VM), separated by the hypervisor. That visual separation lulls engineers into false confidence. Here’s the blunt truth: if the hypervisor breaks, your isolation is meaningless. Hypervisor-level exploits (VM escape, hypervisor compromise,…