Towards Hierarchical Cyber Defense with Large Language Models: From Planning to Execution

An autonomous cyber defender trained with reinforcement learning RL is typically tied to the network on which it was trained, limiting its ability to generalize as network scale changes. Hierarchical RL reduces decision complexity by separating strategic targeting from tactical execution, but it...

IntelligentProcessLifecycle

IntelligentProcessLifecycle 활성 사이버 방어자의 지능형 프로세스 수명주기 설명 이 GitHub 저장소는 보안 운영 서비스의 오탐false positive 및 오류 범주와 관련된 포스터 파일을 호스팅합니다. 목표는 보안운영센터SOC 보고서를 위한 오픈소스 보고 표준을 정의하는 것입니다. 여기에 게시된 KPI는 운영 사이버 방어 작업의 지속적 개선에 관련된 통계를 생성하는 데 초점을 맞추고 있습니다. 이 정보는 FIRST 2020에서 Eireann Leverett리스크 관리에 관한 자신의 경험을 접목한 인물...

CVE-2026-4772

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

EUVD-2026-41370

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4772 Stored XSS in TR7's WAF-ASP

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4772 Stored XSS in TR7's WAF-ASP

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4770

The CVE-2026-4770 entry concerns TR7 Cyber Defense Inc. Web Application Firewall (WAF). The affected component is the Web Application Firewall, with versions from 1.0.42.239 up to, but not including, 1.4.0.117. The vulnerability is a DOM-Based Cross-Site Scripting (XSS) issue arising from imprope...

CVE-2026-4770 DOM-Based XSS in TR7's WAF-ASP

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. Web Application Firewall allows DOM-Based XSS. This issue affects Web Application Firewall: from v1.0.42.239 before v1.4.0.117...

EUVD-2026-41369

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. Web Application Firewall allows DOM-Based XSS. This issue affects Web Application Firewall: from v1.0.42.239 before v1.4.0.117...

PT-2026-55203

Missing authentication for critical function vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Authentication Abuse. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4772: Improper Neutralization of Input During Web Page Generation

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4767: Missing Authentication for Critical Function

Missing authentication for critical function vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Authentication Abuse. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

PT-2026-55196

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. Web Application Firewall allows DOM-Based XSS. This issue affects Web Application Firewall: from v1.0.42.239 before v1.4.0.117...

CVE-2026-4770: Improper Neutralization of Input During Web Page Generation

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. Web Application Firewall allows DOM-Based XSS. This issue affects Web Application Firewall: from v1.0.42.239 before v1.4.0.117...

A Red Teaming Framework for Evaluating Robustness of AI-Enabled Security Orchestration, Automation, and Response Systems

AI-enabled Security Orchestration, Automation, and Response SOAR systems increasingly employ autonomous agents for cyber defense, yet their resilience to adaptive adversaries is underexplored. We introduce an autonomous red teaming framework that integrates large language models LLMs with...

CVE-2026-31431: Copy Fail vulnerability enables Linux root privilege escalation across cloud environments

In this article 1. Vulnerability details 2. Mitigation and protection guidance 3. Microsoft Defender XDR detections 4. References 5. Learn more Microsoft Defender is investigating a high-severity local privilege escalation vulnerability CVE-2026-31431 affecting multiple major Linux distributions...

Safeguarding Skies: Airport Cybersecurity in the Digital Age

The aviation industry faces significant vulnerabilities from both physical and cybersecurity threats, highlighting the urgent need for enhanced cybersecurity measures amid increasingly sophisticated attacks. This paper systematically reviews emerging threats at airports, analyzing real-world...

Cyber Defense Benchmark: Agentic Threat Hunting Evaluation for LLMs in SecOps

We introduce the Cyber Defense Benchmark, a benchmark for measuring how well large language model LLM agents perform the core SOC analyst task of threat hunting: given a database of raw Windows event logs with no guided questions or hints, identify the exact timestamps of malicious events. The...

Event-Driven Temporal Graph Networks for Asynchronous Multi-Agent Cyber Defense in NetForge_RL

The transition of Multi-Agent Reinforcement Learning MARL policies from simulated cyber wargames to operational Security Operations Centers SOCs is fundamentally bottlenecked by the Sim2Real gap. Legacy simulators abstract away network protocol physics, rely on synchronous ticks, and provide clea...

GPL Odorizers GPL750

RISK EVALUATION Successful exploitation of this vulnerability could allow a low privileged remote attacker to manipulate register values, which would result in too much or too little odorant being injected into a gas line. 2. RECOMMENDED PRACTICES CISA recommends users take defensive measures to...