AEGIS: From Clues to Verdicts -- Graph-Guided Deep Vulnerability Reasoning Via Dialectics and Meta-Auditing

Large Language Models LLMs are increasingly adopted for vulnerability detection, yet their reasoning remains fundamentally unsound. We identify a root cause shared by both major mitigation paradigms agent-based debate and retrieval augmentation: reasoning in an ungrounded deliberative space that...

Quiz sites trick users into enabling unwanted browser notifications

Our support team flagged a number of customers who suspected their device might be infected with malware, but Malwarebytes scans came up empty. When the customers provided screenshots, our Malware Removal Support team quickly recognized the format as web push notifications. The reason the scans...

PT-2026-14: Integer underflow leads to Remote Code Execution in Yokogawa Centum VP

The vulnerability was identified in Centum VP, versions R1.07.00 or earlier. The discovered vulnerability allows an attacker to achieve remote code execution via an integer underflow that lets malicious input manipulate internal calculations and trigger execution of the code. Vulnerability status...

ZAST.AI Raises $6M Pre-A to Scale "Zero False Positive" AI-Powered Code Security

January 5, 2026, Seattle, USA — ZAST.AI announced the completion of a $6 million Pre-A funding round. This investment came from the well-known investment firm HH Capital, bringing ZAST.AI's total funding close to $10 million. This marks a recognition from leading capital markets of a new solution...

Hydra: Robust Hardware-Assisted Malware Detection

Malware detection using Hardware Performance Counters HPCs offers a promising, low-overhead approach for monitoring program behavior. However, a fundamental architectural constraint, that only a limited number of hardware events can be monitored concurrently, creates a significant bottleneck,...

RPP: A Certified Poisoned-Sample Detection Framework for Backdoor Attacks under Dataset Imbalance

Deep neural networks are highly susceptible to backdoor attacks, yet most defense methods to date rely on balanced data, overlooking the pervasive class imbalance in real-world scenarios that can amplify backdoor threats. This paper presents the first in-depth investigation of how the dataset...

Our PR team awarded me the “The Best Positive Speaker 2025” metal pin for public speaking, articles, and media commentary

Our PR team awarded me the “The Best Positive Speaker 2025” metal pin for public speaking, articles, and media commentary. Huge thanks to my colleagues for this! I’m very pleased. 😇 The collection is growing. 😉 This time, the pin is styled like the Friends sitcom logo. It’s made of metal, coated...

Uncovering and Understanding FPR Manipulation Attack in Industrial IoT Networks

In the network security domain, due to practical issues -- including imbalanced data and heterogeneous legitimate network traffic -- adversarial attacks in machine learning-based NIDSs have been viewed as attack packets misclassified as benign. Due to this prevailing belief, the possibility of...

CentOS 9 : kernel-5.14.0-658.el9

The remote CentOS Linux 9 host has packages installed that are affected by a vulnerability as referenced in the kernel-5.14.0-658.el9 build changelog. - In the Linux kernel, the following vulnerability has been resolved: dlm: prevent NPD when writing a positive value to eventdone douevent returns...

SUSE CVE-2025-68751

In the Linux kernel, the following vulnerability has been resolved: s390/fpu: Fix false-positive kmsan report in fpuvstl A false-positive kmsan report is detected when running ping command. An inline assembly instruction 'vstl' can write varied amount of bytes depending on value of 'index'...

CVE-2025-68751

In the Linux kernel, the following vulnerability has been resolved: s390/fpu: Fix false-positive kmsan report in fpuvstl A false-positive kmsan report is detected when running ping command. An inline assembly instruction 'vstl' can write varied amount of bytes depending on value of 'index'...

UBUNTU-CVE-2025-68751

In the Linux kernel, the following vulnerability has been resolved: s390/fpu: Fix false-positive kmsan report in fpuvstl A false-positive kmsan report is detected when running ping command. An inline assembly instruction 'vstl' can write varied amount of bytes depending on value of 'index'...

CVE-2025-68751

In the Linux kernel, the following vulnerability has been resolved: s390/fpu: Fix false-positive kmsan report in fpuvstl A false-positive kmsan report is detected when running ping command. An inline assembly instruction 'vstl' can write varied amount of bytes depending on value of 'index'...

CVE-2025-68751 s390/fpu: Fix false-positive kmsan report in fpu_vstl()

In the Linux kernel, the following vulnerability has been resolved: s390/fpu: Fix false-positive kmsan report in fpuvstl A false-positive kmsan report is detected when running ping command. An inline assembly instruction 'vstl' can write varied amount of bytes depending on value of 'index'...

CVE-2025-68751

In the Linux kernel, the following vulnerability has been resolved: s390/fpu: Fix false-positive kmsan report in fpuvstl A false-positive kmsan report is detected when running ping command. An inline assembly instruction 'vstl' can write varied amount of bytes depending on value of 'index'...

CVE-2025-68751

CVE-2025-68751 concerns a false-positive KMSAN warning in the Linux kernel’s s390/fpu code (fpu_vstl). The inline assembly instruction vstl can write a variable number of bytes depending on runtime values; compile-time constraints cause the kmsan instrumentation to track only 1 byte, producing sp...

CVE-2025-68751 s390/fpu: Fix false-positive kmsan report in fpu_vstl()

In the Linux kernel, the following vulnerability has been resolved: s390/fpu: Fix false-positive kmsan report in fpuvstl A false-positive kmsan report is detected when running ping command. An inline assembly instruction 'vstl' can write varied amount of bytes depending on value of 'index'...

Unity Linux 20.1060a / 20.1070a Security Update: kernel (UTSA-2025-992734)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2025-992734 advisory. In the Linux kernel, the following vulnerability has been resolved: mm: krealloc: Fix MTE false alarm in dokrealloc This patch addresses an issue introduced by commi...

Linux kernel 安全漏洞

Linux kernel is the kernel used by Linux, the open source operating system of the Linux Foundation in the United States. A security vulnerability exists in Linux kernel that stems from an unnecessary warning in ringbuffermapgetreader that could lead to a false positive...

EUVD-2025-203371

An issue was discovered in Wekan The Open Source kanban board system up to version 18.15, fixed in 18.16. Authorization flaw in card update handling allows board members and potentially other authenticated users to add/remove arbitrary user IDs in vote.positive / vote.negative arrays, enabling vo...