Career Hub AI Governance Careers AI Security Specialist AI Security Specialist Overview Skills & Certs Career Path Action Center AI Security Specialist The adversarial ML and AI red-teaming specialist. Protects AI systems from attacks — not uses AI to protect systems. NIST identifies 4 attack categories against AI: evasion, poisoning, privacy attacks, and abuse attacks. […]
“`html Executive Summary The week of March 9, 2026 marks one of the highest-pressure threat weeks observed this quarter. Security teams face simultaneous pressure across four fronts: actively exploited infrastructure vulnerabilities, a Patch Tuesday releasing fixes for 77-84 vulnerabilities including two confirmed zero-days, escalating nation-state activity from Russian and Iranian actors, and an accelerating supply […]
“`html Executive Summary The week of March 2-12, 2026 produced a high-density threat environment demanding immediate attention across network infrastructure, mobile platforms, enterprise software, and the supply chain. The most urgent items are two Cisco Secure Firewall Management Center vulnerabilities carrying a perfect CVSS 10.0 score with no available workaround, and a VMware Aria Operations […]
“`html Executive Summary The week of February 23, 2026 presents an elevated risk posture across network infrastructure, mobile platforms, enterprise software, and the software supply chain. Security teams face concurrent pressure from multiple high-priority threats requiring immediate action. Two Cisco Secure Firewall Management Center vulnerabilities received CVSS 10.0 scores with no available workarounds, demanding emergency […]
“`html Executive Summary The week of February 9, 2026 presents an elevated threat posture driven by a convergence of nation-state activity, critical infrastructure targeting, and aggressively exploited vulnerabilities across widely deployed enterprise products. The most urgent threats requiring immediate action are CVE-2026-22719 (VMware Aria Operations RCE, CISA KEV deadline March 24), dual CVSS 10.0 vulnerabilities […]
Introduction The software engineering world doesn’t evolve smoothly. It lurches forward in discrete jumps, and we’re in the middle of one right now. AI coding tools started with autocomplete. Then came chatbots that could write functions if you described them carefully. Now we’ve got something different: agents that drive your terminal, read your filesystem, execute […]
A practitioner’s guide to the AI-driven development paradigm reshaping how software is built. Introduction: Vibe Code Meaning Software development has always evolved in step with the tools available to engineers. From assembly language to high-level languages, from waterfall to agile, each wave of change has redefined what it means to “write code.” The arrival of […]
Career Hub AI Governance Careers Director of AI Governance Director of AI Governance Overview Skills & Certs Career Path Action Center Director of AI Governance Define, build, and lead enterprise AI governance strategy. 51% of AI governance roles are in consulting and professional services (Axial Search 2026). This senior leadership role bridges technical AI teams, […]
Career Hub AI Governance Careers Data Governance Manager (AI) Data Governance Manager (AI) Overview Skills & Certs Career Path Action Center Data Governance Manager (AI) Govern the data that governs AI — ensuring quality, provenance, and compliance from training pipeline to production output. The “AI Data Governance Manager” as a dedicated title is still emerging; […]
Career Hub AI Governance Careers AI Privacy Engineer AI Privacy Engineer Overview Skills & Certs Career Path Action Center AI Privacy Engineer The technical privacy architect for AI/ML systems. OpenAI pays $380K–$460K total comp for privacy engineers. Glassdoor reports $172,554 average (96 salaries). IAPP members with multiple certifications earn 27% more than uncertified peers (IAPP […]