508 matches found
Containing a domain compromise: How predictive shielding shut down lateral movement
In this article 1. Predictive shielding overview 2. Attack chain overview 3. How predictive shielding changed the outcome 4. MITRE ATT&CK® techniques observed 5. Learn more In identity-based attack campaigns, any initial access activity can turn an already serious intrusion into a critical incide...
Containing a domain compromise: How predictive shielding shut down lateral movement
In this article 1. Predictive shielding overview 2. Attack chain overview 3. How predictive shielding changed the outcome 4. MITRE ATT&CK® techniques observed 5. Learn more In identity-based attack campaigns, any initial access activity can turn an already serious intrusion into a critical incide...
What is Predictive Threat Intelligence for Organizations?
You wouldn’t set sail across the ocean without checking the weather forecast. Meteorologists gather data on temperature, wind, and pressure systems to predict an incoming storm, giving you time to prepare. Predictive threat intelligence applies the same logic to cybersecurity. It collects and...
The threat hunter’s gambit
Welcome to this week's edition of the Threat Source newsletter. " Study hard what interests you the most in the most undisciplined, irreverent and original manner possible." ― Richard Feynman " I had discovered that learning something, no matter how complex, wasn't hard when I had a reason to wan...
Exploit for SQL Injection in Dolibarr
Nostradamus SQL injection exploitation tool with predictive...
SPARK: Secure Predictive Autoscaling for Robust Kubernetes
Achieving high availability and robust security in Kubernetes requires more than reactive scaling and standard perimeter firewalls. Traditional autoscalers, such as HPA, often fail to react quickly to traffic spikes and cannot distinguish between legitimate flash crowds and DDoS attacks. We prese...
Case study: How predictive shielding in Defender stopped GPO-based ransomware before it started
In this article 1. The growing threat: GPO abuse in ransomware operations 2. The incident 3. The results 4. The hardening dilemma: Why threat actors love operational mechanisms 5. Predictive shielding: Contextual, just-in-time hardening 6. Closing the gap 7. References Summary Microsoft Defender...
Case study: How predictive shielding in Defender stopped GPO-based ransomware before it started
In this article 1. The growing threat: GPO abuse in ransomware operations 2. The incident 3. The results 4. The hardening dilemma: Why threat actors love operational mechanisms 5. Predictive shielding: Contextual, just-in-time hardening 6. Closing the gap 7. References Summary Microsoft Defender...
Cyber-Resilient Digital Twins: Discriminating Attacks for Safe Critical Infrastructure Control
Industrial Cyber-Physical Systems ICPS face growing threats from cyber-attacks that exploit sensor and control vulnerabilities. Digital Twin DT technology can detect anomalies via predictive modelling, but current methods cannot distinguish attack types and often rely on costly full-system...
AMDS: Attack-Aware Multi-Stage Defense System for Network Intrusion Detection with Two-Stage Adaptive Weight Learning
Machine learning based network intrusion detection systems are vulnerable to adversarial attacks that degrade classification performance under both gradient-based and distribution shift threat models. Existing defenses typically apply uniform detection strategies, which may not account for...
Static Design to Adaptive Control: How Artificial Intelligence Improves Modern Material Handling Equipment Systems
AI enables material handling systems to adapt to demand volatility through predictive design, dynamic control, and smarter maintenance without replacing core engineering...
A High-Recall Cost-Sensitive Machine Learning Framework for Real-Time Online Banking Transaction Fraud Detection
Fraudulent activities on digital banking services are becoming more intricate by the day, challenging existing defenses. While older rule driven methods struggle to keep pace, even precision focused algorithms fall short when new scams are introduced. These tools typically overlook subtle shifts ...
New Microsoft e-book: 3 reasons point solutions are holding you back
While patchwork tools slow defenders down and impact visibility into potential cyberthreats, they’re an unfortunate reality for many organizations. As digital risk accelerates and attack surfaces multiply, security leaders are doing their best to stitch together point solutions while trying to...
An Empirical Analysis of Zero-Day Vulnerabilities Disclosed by the Zero Day Initiative
Zero-day vulnerabilities represent some of the most critical threats in cybersecurity, as they correspond to previously unknown flaws in software or hardware that are actively exploited before vendors can develop and deploy patches. During this exposure window, affected systems remain defenseless...
Future-Back Threat Modeling: A Foresight-Driven Security Framework
Traditional threat modeling remains reactive-focused on known TTPs and past incident data, while threat prediction and forecasting frameworks are often disconnected from operational or architectural artifacts. This creates a fundamental weakness: the most serious cyber threats often do not arise...
[SECURITY] Fedora 42 Update: qt5-qtvirtualkeyboard-5.15.18-1.fc42
The Qt Virtual Keyboard project provides an input framework and reference key board frontend for Qt 5. Key features include: Customizable keyboard layouts and styles with dynamic switching. Predictive text input with word selection. Character preview and alternative character view. Automatic...
[SECURITY] Fedora 42 Update: qt6-qtvirtualkeyboard-6.9.3-1.fc42
The Qt Virtual Keyboard project provides an input framework and reference key board frontend for Qt 6. Key features include: Customizable keyboard layouts and styles with dynamic switching. Predictive text input with word selection. Character preview and alternative character view. Automatic...
Towards Proactive Defense against Cyber Cognitive Attacks
Cyber cognitive attacks leverage disruptive innovations DIs to exploit psychological biases and manipulate decision-making processes. Emerging technologies, such as AI-driven disinformation and synthetic media, have accelerated the scale and sophistication of these threats. Prior studies primaril...
6 Essential AI Cybersecurity Tools for Your Stack
Is your security team spending more time chasing low-level alerts than hunting for genuine threats? It’s a common problem that leads to burnout and allows critical risks to slip through the cracks. The most significant advantage of AI cybersecurity tools is their ability to restore focus. By...
