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
RARLAB
RARLAB WinRAR contains a path traversal vulnerability allowing an attacker to execute code in the context of the current user.
Microsoft
Microsoft Windows Cloud Files Mini Filter Driver contains a use after free vulnerability that can allow an authorized attacker to elevate privileges locally.
D-Link
D-Link Routers contains a buffer overflow vulnerability that has a high impact on confidentiality, integrity, and availability. The impacted products could be end-of-life (EoL) and/or end-of-service (EoS). Users should discontinue product utilization.
Array Networks
Array Networks ArrayOS AG contains an OS command injection vulnerability that could allow an attacker to execute arbitrary commands.
Meta
Meta React Server Components contains a remote code execution vulnerability that could allow unauthenticated remote code execution by exploiting a flaw in how React decodes payloads sent to React Server Function endpoints. Please note CVE-2025-66478 has been rejected, but it is associated with CVE-2025- 55182.
AI/ML Signal Tracker
Tracks model releases, repos, and outages; summarizes impact for platform roadmaps.
- Top moving repos
- Signal strength
ai-infra-curriculum/ai-infra-security-learning
AI Infrastructure Security Engineer Learning Track - ML infrastructure security, model security, and compliance
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.
Fatemerjn/Security-and-privacy-in-machine-learning
Experiments at the intersection of ML security & privacy: adversarial attacks/defenses (FGSM/PGD, adversarial training), differential privacy (DP-SGD, ε–δ), federated learning privacy (secure aggregation), and auditing (membership/model inversion). PyTorch notebooks + eval scripts.
PeterHovng/HUTECH_DACS.CyberSecurity
Nghiên cứu khoa học & Đồ án cơ sở - ngành An ninh mạng "Hệ thống phát hiện và phòng chống tấn công Web bằng Machine Learning (Web Intrusion Detection System - WIDS)"
SomdattaNag/Security-Screening-System
A face recognition based real-time security screening system.
aziz-4212/AI-Machine-Learning-Security-System
Sistem keamanan berbasis kecerdasan buatan yang mengintegrasikan Phishing Website Detector dan AI Intrusion Detection System untuk melindungi dari ancaman cybersecurity.