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
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.
SAP-samples/security-research-confounding-effects
This repository contains the source code for our paper "Broken Promises: Measuring Confounding Effects in Learning-based Vulnerability Discovery" that was accepted at AISec '23.
aw-junaid/Machine-Learning-For-Security
Explore ML for security: anomaly detection, malware classification, and threat prediction. Includes datasets, models, and tools for AI-driven cybersecurity solutions.
mominurr/Object-Detection-For-Security-And-Autonomous-Systems
Fastai-based object detection model for 11 different types of image classification
Alieshadas/AI-ML--CCTV-Security
Next-Gen CCTV: AI-Enhanced Monitoring for Proactive Threat Detection and Crowd Management.
mShubham18/NetworkSecurity
Network Security MLOps project for phishing detection using machine learning, Flask, and MongoDB. Implements automated ETL pipelines to process network data efficiently, featuring Docker deployment and a web-based phishing detection interface.