In Part 1 of this series, I enumerated a few obstacles for engineers taking vibe coding from side projects to production. Part 2 looked at AI usage from the manager's perspective: measuring adoption, understanding the gap, coaching to fill the gap. Both of those were "Day 1" problems: getting started, getting people on board, figuring out the tools. This article focuses on what comes next: the vib
This technical post walks through the design and implementation of Secure Playground: a local web app that simulates prompt-injection attacks against large language models and demonstrates simple defenses. Provide a minimal, reproducible environment to test payloads and defensive strategies. Make it easy to add new providers and run mutation-based red-team experiments. Offer a leaderboard and scor
What is Maven? => Maven automatically downloads required libraries from online repositories, so developers don’t need to manage JAR files manually. It follows a standard project structure, making projects easy to understand and maintain. => Maven also manages the build lifecycle, including compile, test, package, and deploy phases. Overall, Maven simplifies development by handling dependencies, b
Metasploitable2 - FTP Exploitation using vsftpd 2.3.4 Backdoor 1. Objective To identify and exploit a known vulnerability in an FTP service running on a vulnerable target machine using industry-standard reconnaissance and exploitation techniques. 2. Lab Environment Component Description Attacker Machine Kali Linux Target Machine Metasploitable2 Network Type Host-only / NAT
Introduction Wormhole4j is a Java implementation of the Wormhole index, an ordered in-memory data structure from the EuroSys '19 paper, "Wormhole: A Fast Ordered Index for In-memory Data." By using the strengths of hash tables, prefix trees, and B+ trees, it achieves a worst-case lookup complexity of O(log L), where L is the length of the key. This makes it very fast for both point lookups and r
A critical kernel privilege escalation that leaves no trace on disk — and how it works It started with a blog post. On April 29, 2026, Theori's research platform Xint Code quietly dropped a URL: copy.fail. Within hours, security teams across the industry were scrambling. A 732-byte Python script — shorter than most .gitignore files — was rooting every major Linux distribution in existence. No race
MCPwn Is Live. We Scanned the Supply Chains of 14 MCP Servers. Here's What We Found. April 18, 2026 MCPwn dropped this week. CVE-2026-33032 — CVSS 9.8, actively exploited, 2,600+ instances exposed. Two HTTP requests. No authentication. Full nginx server takeover. Then MCPwnfluence: CVE-2026-27825 and CVE-2026-27826. The most widely used Atlassian MCP server — SSRF chained with arbitrary file wri
This is Part 1 of a two-part series. Part 2 (coming soon): Connecting to spoke clusters from a controller using multicluster-runtime, driven by ClusterProfile. The Cluster Inventory API (multicluster.x-k8s.io) is driven by SIG-Multicluster and centered on the ClusterProfile resource. It only delivers value when something produces those ClusterProfiles. That something is a cluster manager. Today, t