<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Security Engineering on CybersecurityOS</title><link>http://www.cybersecurityos.net/tags/security-engineering/</link><description>Recent content in Security Engineering on CybersecurityOS</description><generator>Hugo</generator><language>en-us</language><lastBuildDate>Sun, 10 May 2026 00:00:00 +0000</lastBuildDate><atom:link href="http://www.cybersecurityos.net/tags/security-engineering/index.xml" rel="self" type="application/rss+xml"/><item><title>SPECTRA: AI-Powered Vulnerability Triage That Actually Works for Security Teams</title><link>http://www.cybersecurityos.net/posts/os-weekly/spectra-overview-claude-ai-security/</link><pubDate>Sun, 10 May 2026 00:00:00 +0000</pubDate><guid>http://www.cybersecurityos.net/posts/os-weekly/spectra-overview-claude-ai-security/</guid><description>&lt;p>Security teams are not losing the fight because of bad tools. They&amp;rsquo;re losing it because of volume.&lt;/p>
&lt;p>In 2025, &lt;a href="https://securityboulevard.com/2026/03/46-vulnerability-statistics-2026-key-trends-in-discovery-exploitation-and-risk/">131 new CVEs were disclosed every single day&lt;/a> — up from 113 per day the year prior. Meanwhile, the &lt;a href="https://www.isc2.org/Insights/2025/12/2025-ISC2-Cybersecurity-Workforce-Study">global cybersecurity workforce gap has reached 4.8 million unfilled positions&lt;/a>, and &lt;a href="https://deepstrike.io/blog/cybersecurity-skills-gap">budget cuts — not lack of talent — are now the primary driver of security team understaffing&lt;/a>. The signal is buried in the noise, and analysts spend more hours normalizing scanner outputs and writing summaries than actually remediating risk.&lt;/p></description></item><item><title>From Security Engineer to Security Leader: What Changes?</title><link>http://www.cybersecurityos.net/posts/os-weekly/sec-eng-to-sec-leader/</link><pubDate>Sat, 28 Mar 2026 00:00:00 +0000</pubDate><guid>http://www.cybersecurityos.net/posts/os-weekly/sec-eng-to-sec-leader/</guid><description>&lt;p>Most people think the jump from Security Engineer to Security Leader is just a promotion.&lt;/p>
&lt;p>It’s not.&lt;/p>
&lt;p>It’s a complete shift in how you think, how you make decisions, and how you create impact.&lt;/p>
&lt;p>If you approach leadership the same way you approached engineering, you’ll feel stuck, overwhelmed, and constantly pulled back into the weeds.&lt;/p>
&lt;p>Here’s what actually changes.&lt;/p>
&lt;hr>
&lt;h2 id="1-you-stop-solving-problems--and-start-defining-them">1. You Stop Solving Problems — And Start Defining Them&lt;/h2>
&lt;p>As an engineer, your value comes from solving clearly defined problems:&lt;/p></description></item></channel></rss>