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Live Signals

Threat surface, AI/ML signals.

Live

Threat Surface Pulse

Real-time snapshots from CISA KEV and other signals. Highlights exposed risk and trending CVEs.

  • Recent KEV additions
  • Exec-ready talking points
CVE-2013-3918Due 10/27/2025

Microsoft

Microsoft Windows contains an out-of-bounds write vulnerability in the InformationCardSigninHelper Class ActiveX control, icardie.dll. An attacker could exploit the vulnerability by constructing a specially crafted webpage. When a user views the webpage, the vulnerability could allow remote code execution. An attacker who successfully exploited this vulnerability could gain the same user rights as the current user. The impacted product could be end-of-life (EoL) and/or end-of-service (EoS). Users should discontinue product utilization.

CVE-2011-3402Due 10/27/2025

Microsoft

Microsoft Windows Kernel contains an unspecified vulnerability in the TrueType font parsing engine in win32k.sys in the kernel-mode drivers that allows remote attackers to execute arbitrary code via crafted font data in a Word document or web page.

CVE-2010-3765Due 10/27/2025

Mozilla

Mozilla Firefox, SeaMonkey, and Thunderbird contain an unspecified vulnerability when JavaScript is enabled. This allows remote attackers to execute arbitrary code via vectors related to nsCSSFrameConstructor::ContentAppended, the appendChild method, incorrect index tracking, and the creation of multiple frames, which triggers memory corruption.

CVE-2025-61882Due 10/27/2025

Oracle

Oracle E-Business Suite contains an unspecified vulnerability in the BI Publisher Integration component. The vulnerability allows unauthenticated attacker with network access via HTTP to compromise Oracle Concurrent Processing. Successful attacks can result in takeover of Oracle Concurrent Processing.

CVE-2014-6278Due 10/23/2025

GNU

GNU Bash contains an OS command injection vulnerability which allows remote attackers to execute arbitrary commands via a crafted environment.

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Live

AI/ML Signal Tracker

Tracks model releases, repos, and outages; summarizes impact for platform roadmaps.

  • Top moving repos
  • Signal strength
12/19/20252

mikehubers/Awesome-AI-For-Security

🛡️ Discover essential tools and resources that leverage AI for enhancing cybersecurity, focusing on modern technologies and their applications in security operations.

12/19/20250

RepiFahmiSidiq/Onchain-Security-Suite

🛡️ Strengthen Web3 security with our AI-driven token auditor and reputation engine, ensuring safer transactions and reliable smart contracts.

12/18/20251

prashantshukla01/Network_Security

This project aims to detect malicious network activity using Machine Learning-based Intrusion Detection. It focuses on analyzing network traffic data to classify whether behavior is normal or attack-related, helping organizations strengthen their cybersecurity posture.

12/14/20250

PeterHovng/HUTECH_DACN.CyberSecurity

Đồ án chuyên ngành - ngành An ninh mạng "Hệ thống phát hiện tấn công mạng trên AWS bằng Machine Learning (Network Intrusion Detection System - NIDS)"

12/13/20252

polymons/MCP-Security-Proxy

A project to test MCP voulnerabilities and defense strategies in a cloud-native Dockerized environment. This repository is part of my Bsc thesis in computer engineering at Óbuda University.

12/12/20252

AyoubElmortaji/Cloud-Security

Analysis and Detection of Threats in Cloud Environments Using Machine Learning Developed an anomaly detection model achieving 80% accuracy with Random Forest. This academic project, completed during my Cybersecurity & Cloud Computing studies at ENSAM Casablanca, focuses on identifying suspicious activities and threats in cloud logs using machine l

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