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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-2024-49039Due 12/3/2024

Microsoft

Microsoft Windows Task Scheduler contains a privilege escalation vulnerability that can allow an attacker-provided, local application to escalate privileges outside of its AppContainer, and access privileged RPC functions.

CVE-2019-16278Due 11/28/2024

Nostromo

Nostromo nhttpd contains a directory traversal vulnerability in the http_verify() function in a non-chrooted nhttpd server allowing for remote code execution.

CVE-2024-51567Due 11/28/2024

CyberPersons

CyberPanel contains an incorrect default permissions vulnerability that allows a remote, unauthenticated attacker to execute commands as root.

CVE-2024-43093Due 11/28/2024

Android

Android Framework contains an unspecified vulnerability that allows for privilege escalation.

CVE-2024-5910Due 11/28/2024

Palo Alto Networks

Palo Alto Networks Expedition contains a missing authentication vulnerability that allows an attacker with network access to takeover an Expedition admin account and potentially access configuration secrets, credentials, and other data.

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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
12/23/20250

RepiFahmiSidiq/Onchain-Security-Suite

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

12/23/20252

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.

12/21/202544

zimingttkx/Network-Security-Based-On-ML

🛡️ 基于机器学习的网络安全威胁检测系统 | 完整的端到端ML项目,包含数据处理、模型训练、Web界面和API服务 | 适合初学者学习的实战项目 | Python + FastAPI + Scikit-learn + XGBoost

12/19/202543

Western-OC2-Lab/AutoML-and-Adversarial-Attack-Defense-for-Zero-Touch-Network-Security

This repository includes code for the AutoML-based IDS and adversarial attack defense case studies presented in the paper "Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis" published in IEEE Transactions on Network and Service Management.

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)"

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