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Insights Lab

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-2024-8069Due 9/15/2025

Citrix

Citrix Session Recording contains a deserialization of untrusted data vulnerability that allows limited remote code execution with privilege of a NetworkService Account access. Attacker must be an authenticated user on the same intranet as the session recording server.

CVE-2025-43300Due 9/11/2025

Apple

Apple iOS, iPadOS, and macOS contain an out-of-bounds write vulnerability in the Image I/O framework.

CVE-2025-54948Due 9/8/2025

Trend Micro

Trend Micro Apex One Management Console (on-premise) contains an OS command injection vulnerability that could allow a pre-authenticated remote attacker to upload malicious code and execute commands on affected installations.

CVE-2025-8876Due 8/20/2025

N-able

N-able N-Central contains a command injection vulnerability via improper sanitization of user input.

CVE-2025-8875Due 8/20/2025

N-able

N-able N-Central contains an insecure deserialization vulnerability that could lead to command execution.

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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
12/16/20252

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.

12/16/20251

vittipum/CyberSecurity-Network-Sniffer

🛡️ A lightweight Python-based network scanner that detects and lists all devices on your local network using IP and MAC addresses. Built with Scapy for cybersecurity and network analysis tasks.

12/16/20250

RepiFahmiSidiq/Onchain-Security-Suite

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

12/14/20250

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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