A cautious analysis of AI security frameworks after OpenAI’s July 2026 incident, focusing on classification, containment, and disclosure.
AI Model Vulnerabilities Risk Lesson Plan
AI Model Vulnerabilities lesson plan using 2026 vulnerability reports to teach evidence checks, severity limits, and patch-risk reasoning.
IoT Security Basics: Why Smart Devices Get Hacked
We install microcontrollers inside refrigerators, doorbells, and thermostats. These smart devices offer incredible convenience, but we often forget to secure them. When you build a circuit on a breadboard, the risk stops at your desk. When you connect that same circuit to the internet, it becomes an Internet of Things Continue Reading
LiteLLM Gateway Vulnerabilities: Technical Risk
LiteLLM Gateway Vulnerabilities exposed privilege, SSRF, SQLi, and supply chain risks. Technical recap with cautious mitigation priorities.
Vulnerability Management Lesson for Cyber Risk
Build a Vulnerability Management Lesson with breach-cost evidence, remediation timing, and safe classroom analysis for cyber risk.
AI Testing Framework and Cybersecurity Policy
AI Testing Framework analysis for cybersecurity policy: review timing, open-weight exemptions, lab limits, and gaps for defenders.
CISA Vulnerability Bulletins: What Changed
CISA Vulnerability Bulletins ended on September 28, 2026. Learn what changed for CVE tracking, risk signals, and patch queues.
Server Chip Disruptions Lesson Plan for Classes
Use this server chip disruptions lesson plan to teach lead times, component bottlenecks, price effects, and evidence-based tradeoff analysis.
Ransomware Threats in Critical Infrastructure
Ransomware threats require tested backups, secure remote access, OT zero trust, and clear recovery planning for infrastructure teams.
PHP2Shell Vulnerabilities and CISA Response
PHP2Shell Vulnerabilities prompted CISA patch orders for affected PHP web services. See what changed and how teams taught risk safely.