CSTS: A Canonical Security Telemetry Substrate for AI-Native Cyber Detection

AI-driven cybersecurity systems often fail under cross-environment deployment due to fragmented, event-centric telemetry representations. We introduce the Canonical Security Telemetry Substrate CSTS, an entity-relational abstraction that enforces identity persistence, typed relationships, and...

ACORN-IDS: Adaptive Continual Novelty Detection for Intrusion Detection Systems

Intrusion Detection Systems IDS must maintain reliable detection performance under rapidly evolving benign traffic patterns and the continual emergence of cyberattacks, including zero-day threats with no labeled data available. However, most machine learning-based IDS approaches either assume...

SafeLine WAF: Open Source Web Application Firewall with Zero-Day Detection and Bot Protection

From zero-day exploits to large-scale bot attacks — the demand for a powerful, self-hosted, and user-friendly web application security solution has never been greater. SafeLine is currently the most starred open-source Web Application Firewall WAF on GitHub, with over 16.4K stars and a rapidly...

De-risk the Software Supply Chain by Expanding Unparalleled Detection Coverage With Qualys VMDR and Software Composition Analysis

QIDs/CVEs When it comes to cybersecurity, speed is key in getting an edge over attackers. But when you consider that vulnerabilities weaponize 24 days faster than then they are remediated on average, cybersecurity stakeholders have a lot of catching up to do. While there are many ways defenders c...

Empower Your Security Team With Our Robust Script Library

Introduction Qualys Custom Assessment and Remediation CAR lets you leverage your same Qualys Cloud Agent for custom detection and remediation measures. Yes, the same agent you rely on for VMDR, Patch Management, Policy Compliance, EDR, or FIM can now be used for custom detection and response...

Zero Trust + Deception: Join This Webinar to Learn How to Outsmart Attackers!

Cybersecurity is constantly evolving, but complexity can give hostile actors an advantage. To stay ahead of current and future attacks, it's essential to simplify and reframe your defenses. Zscaler Deception is a state-of-the-art next-generation deception technology seamlessly integrated with the...

Real-Time Phishing Protections

In my previous blogs, I wrote about how phishing is no longer just an email problem, how the industrialization of phishing is being driven by the easy availability and low cost of phishing toolkits, and how current phishing defenses are being bypassed by attackers. In this post, I'm going to...

Drupalgeddon3: Third Critical Flaw Discovered

For the third time in the last 30 days, Drupal site owners are forced to patch their installations. As the Drupal team noted a few days ago, new versions of the Drupal CMS were released, to patch one more critical RCE vulnerability affecting Drupal 7 and 8 core. The vulnerability, code-named...