ide-task-rce

⚡ IDE Folder-Open RCE: Automatic Task Execution Vulnerability...

DeepStage: Learning Autonomous Defense Policies against Multi-Stage APT Campaigns

This paper presents DeepStage, a deep reinforcement learning DRL framework for adaptive, stage-aware defense against Advanced Persistent Threats APTs. The enterprise environment is modeled as a partially observable Markov decision process POMDP, where host provenance and network telemetry are fus...

Learning the APT Kill Chain: Temporal Reasoning over Provenance Data for Attack Stage Estimation

Advanced Persistent Threats APTs evolve through multiple stages, each exhibiting distinct temporal and structural behaviors. Accurate stage estimation is critical for enabling adaptive cyber defense. This paper presents StageFinder, a temporal graph learning framework for multi-stage attack...

Redteam-Automation

🔴 AI-Driven Red Team Simulation Framework A production-ready...

When SPNs Go Rogue: Detection and Remediation with Trellix NDR

When SPNs Go Rogue: Detection and Remediation with Trellix NDR By Maulik Maheta and Henry Bernabe · February 10, 2026 Executive summary Service Principal Names SPNs are essential for Kerberos authentication in Active Directory AD, but misconfigurations, such as assigning SPNs to standard user...

Metasploit Wrap-Up 02/06/2026

Google Summer of Code 2026 Our very own Jack Heysel has added some documentation which outlines the Metasploit Framework project ideas for GSoC 2026. For anyone interested in applying please see GSoC-How-To-Apply documentation, or reach out on slack to any of the following GSoC mentors on Slack v...

Turning threat reports into detection insights with AI

Security teams routinely need to transform unstructured threat knowledge, such as incident narratives, red team breach-path writeups, threat actor profiles, and public reports into concrete defensive action. The early stages of that work are often the slowest. These include extracting tactics,...

Turning threat reports into detection insights with AI

Security teams routinely need to transform unstructured threat knowledge, such as incident narratives, red team breach-path writeups, threat actor profiles, and public reports into concrete defensive action. The early stages of that work are often the slowest. These include extracting tactics,...

Constructing Multi-Label Hierarchical Classification Models for MITRE ATT&CK Text Tagging

MITRE ATT&CK is a cybersecurity knowledge base that organizes threat actor and cyber-attack information into a set of tactics describing the reasons and goals threat actors have for carrying out attacks, with each tactic having a set of techniques that describe the potential methods used in these...

Key Insights on SHADOW-AETHER-015 and Earth Preta from the 2025 MITRE ATT&CK Evaluation with Trend Vision One™

This blog discusses notable modern TTPs observed from SHADOW-AETHER-015 and Earth Preta, from Trend Research™ monitoring and Trend Vision One™ intelligence. These findings support the performance of TrendAI™ in the 2025 MITRE ATT&CK Evaluations...

Key Insights on SHADOW-AETHER-015 and Earth Preta from the 2025 MITRE ATT&CK Evaluation with TrendAI Vision One™

This blog discusses notable modern TTPs observed from SHADOW-AETHER-015 and Earth Preta, from TrendAI Research™ monitoring and TrendAI Vision One™ intelligence. These findings support the performance of TrendAI™ in the 2025 MITRE ATT&CK Evaluations...

Metasploit 2025 Annual Wrap-Up

Hard to believe it's that time again, and that Metasploit Framework will see the dawn of another Annual Wrap-Up and a New Year. All of the metrics and modules you see here would in large part not be possible without the dedicated community members who care about the Framework and its mission on a...

cyber-security-lab-soc-vapt-beginner

Cyber Security Practice Lab — Beginner SOC + VAPT This begin...

Silent Domain Hijack: Detecting DCSync with Trellix NDR

Silent Domain Hijack: Uncovering the DCSync Attack and Detecting with Trellix NDR By Maulik Maheta and Chao Sun · December 10, 2025 Executive summary DCSync is one of the most powerful and stealthy techniques an attacker can use once they have gained access to an Active Directory AD environment...

Trend Vision One™ Stacks Up Against Scattered Spider and Mustang Panda in 2025 MITRE ATT&CK® Evaluations

Enterprise 2025 introduces the first full cloud adversary emulation and expanded multi-platform testing, focusing on two advanced threat areas: Scattered Spider’s cloud-centric attacks and Mustang Panda’s long-term espionage operations...

Detecting Ambiguity Aversion in Cyberattack Behavior to Inform Cognitive Defense Strategies

Adversaries hackers attempting to infiltrate networks frequently face uncertainty in their operational environments. This research explores the ability to model and detect when they exhibit ambiguity aversion, a cognitive bias reflecting a preference for known versus unknown probabilities. We...

Endpoint Security Agent: A Comprehensive Approach to Real-Time System Monitoring and Threat Detection

As cyber threats continue to evolve in complexity and frequency, robust endpoint protection is essential for organizational security. This paper presents "Endpoint Security Agent: A Comprehensive Approach to Real-time System Monitoring and Threat Detection" a modular, real-time security solution...

SUSE CVE-2025-12198

REJECT DO NOT USE THIS CANDIDATE NUMBER. ConsultIDs: none. Reason: This candidate was withdrawn by its CNA. Further investigation showed that it was not a security issue. Notes: Based on the analysis by MITRE and review of community feedback, the reported conditions represent expected and...

SUSE CVE-2025-12199

REJECT DO NOT USE THIS CANDIDATE NUMBER. ConsultIDs: none. Reason: This candidate was withdrawn by its CNA. Further investigation showed that it was not a security issue. Notes: Based on the analysis by MITRE and review of community feedback, the reported conditions represent expected and...

UBUNTU-CVE-2025-12200

Rejected reason: REJECT DO NOT USE THIS CANDIDATE NUMBER. ConsultIDs: none. Reason: This candidate was withdrawn by its CNA. Further investigation showed that it was not a security issue. Notes: Based on the analysis by MITRE and review of community feedback, the reported conditions represent...