Operationalizing Cyber Attack Prediction: A Gap-Prioritized Framework with Dataset and Model Selection Guidelines

While AI and machine learning for cyber attack prediction have advanced, a critical gap persists between theoretical research and practical operational deployment. Building on Ankalaki et al. 2025, this paper provides a comprehensive analysis of 150+ benchmark datasets and 200+ studies to identif...

Astra Linux - уязвимость в libgd2

In the GD Graphics Library also known as LibGD, from version 2.2.5 onwards, there is a heap-based buffer over-read issue in tiffWriter within the gdtiff.c file. NOTE: The vendor states that “In my opinion, this issue should not have a CVE, since the GD and GD2 formats are documented as ‘obsolete’...

The Kill Chain Is Obsolete When Your AI Agent Is the Threat

In September 2025, Anthropic disclosed that a state-sponsored threat actor used an AI coding agent to execute an autonomous cyber espionage campaign against 30 global targets. The AI handled 80-90% of tactical operations on its own, performing reconnaissance, writing exploit code, and attempting...

Strings in the maze: Finding hidden strengths and gaps in your team

Welcome to this week's edition of the Threat Source newsletter. "The truth about the world, he said, is that anything is possible... For existence has its own order and that no man's mind can compass, that mind itself being but a fact among others." ― Cormac McCarthy, "Blood Meridian" Earlier thi...

EUVD-2025-14650

Malicious code in bioql PyPI...

PT-2024-21893 · Linux · Linux Kernel

Name of the Vulnerable Software and Affected Versions: Linux kernel affected versions not specified Description: A data-race issue has been identified in the Linux kernel, specifically around the sysctl netrom obsolescence count initialiser in the netrom component. Recommendations: At the moment,...

OESA-2022-1613 gd security update

The gd graphics library allows your code to quickly draw images complete with lines, arcs, text, multiple colors, cut and paste from other images, and flood fills, and to write out the result as a PNG or JPEG file. The most common applications of GD involve website development, although it can be...

UBUNTU-CVE-2021-40145

gdImageGd2Ptr in gdgd2.c in the GD Graphics Library aka LibGD through 2.3.2 has a double free. NOTE: the vendor's position is "The GD2 image format is a proprietary image format of libgd. It has to be regarded as being obsolete, and should only be used for development and testing purposes...

CloudBees Jenkins Role-based Authorization Strategy Plugin Privilege Obsolete Vulnerability

CloudBees Jenkins Hudson Labs is the United States CloudBees company's set of Java-based development of continuous integration tools. The product is mainly used to monitor the continuous software version release/testing projects and some timed tasks . Audit Trail Plugin is used in one of the audi...

End of line: supporting IoT in the home

Trouble is potentially brewing in Internet of Things IoT land, even if the consequences may still be a little way off. System updates and issues surrounding expiring certificates will pose problems for manufacturers and headaches for consumers. System updates for fun and profit One of the first...

PHOENIX CONTACT RAD-80211-XD

1. EXECUTIVE SUMMARY CVSS v3 9.9 ATTENTION: Exploitable remotely/low skill level to exploit Vendor: Phoenix Contact Equipment: RAD-80211-XD Vulnerability: Command Injection 2. RISK EVALUATION Successful exploitation of this vulnerability could allow an attacker to execute system level commands...

Apple and Samsung fined millions for intentionally slowing down old smartphones

By Waqas The Italian Competition Authority AGCM has fined Apple and Samsung a whopping 5 million Euros $5.7m - £4.4m and 10 million Euros $11.4m - £8.84m. for what it called "planned obsolescence" of their smartphones. If you have ever noticed how your old iPhone or Samsung device had performance...

openSUSE Security Update : util-linux (openSUSE-2016-1446)

This update for util-linux fixes the following issues : - Consider redundant slashes when comparing paths bsc982331, util-linux-libmount-ignore-redundant-slashes.patch, affects backport of util-linux-libmount-cifs-ismounted.patch. - Use upstream compatibility patches for --show-pt-geometry with...

CVE-1999-0662

A system-critical program or library does not have the appropriate patch, hotfix, or service pack installed, or is outdated or obsolete...