Dissecting the Black Box: Circuit-Level Analysis of LLM Vulnerability Detection

Large language models LLMs can detect software vulnerabilities, but how do they actually identify vulnerable code? We address this question using mechanistic interpretability; analyzing the internal computations of a neural network to understand its reasoning process.Using Circuit Tracer on...

FixV2W: Correcting Invalid CVE-CWE Mappings with Knowledge Graph Embeddings

Accurate mapping between Common Vulnerabilities and Exposures CVE and Common Weakness Enumeration CWE entries is critical for effective vulnerability management and risk assessment. However, public databases, such as the National Vulnerability Database NVD, suffer from inconsistent and incomplete...

Byte-Level Generative Predictions for Forensics Multimedia Carving

Digital forensic investigations often face significant challenges when recovering fragmented multimedia files that lack file system metadata. While traditional file carving relies on signatures and discriminative deep learning models for fragment classification, these methods cannot reconstruct o...

CVE-2026-23354

In the Linux kernel, the following vulnerability has been resolved: x86/fred: Correct speculative safety in fredextint arrayindexnospec is no use if the result gets spilled to the stack, as it makes the believed safe-under-speculation value subject to memory predictions. For all practical purpose...

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...

Cybersecurity Predictions 2026: The Hype We Can Ignore (And the Risks We Can't)

As organizations plan for 2026, cybersecurity predictions are everywhere. Yet many strategies are still shaped by headlines and speculation rather than evidence. The real challenge isn't a lack of forecasts—it's identifying which predictions reflect real, emerging risks and which can safely be...

SpyCloud Unveils Top 10 Cybersecurity Predictions Poised to Disrupt Identity Security in 2026

Austin, TX/USA, 18th November 2025, CyberNewsWire...

Preparing for the Digital Battlefield of 2026: Ghost Identities, Poisoned Accounts, & AI Agent Havoc

BeyondTrust's annual cybersecurity predictions point to a year where old defenses will fail quietly, and new attack vectors will surge. Introduction The next major breach won't be a phished password. It will be the result of a massive, unmanaged identity debt. This debt takes many forms: it's the...

EUVD-2001-1122

Malware in sbrugna...

Unity Linux 20.1070e Security Update: kernel (UTSA-2025-414417)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2025-414417 advisory. Mis-trained branch predictions for return instructions may allow arbitrary speculative code execution under certain microarchitecture-dependent conditions. Tenable h...

Building Resilient Software Supply Chains: Inside the Enhanced Qualys Software Composition Analysis

In today’s software-driven economy, every organization, regardless of industry, is a software company. And increasingly, every software company is an open-source company. With open-source components OSS now comprising up to 80% of modern codebase, the software supply chain has emerged as one of t...

Threat predictions for industrial enterprises 2025

Key global cyberthreat landscape development drivers Hunt for innovations Innovations are changing our lives. Today, the world is on the threshold of another technical revolution. Access to new technologies is a ticket to the future, a guarantee of economic prosperity and political sovereignty...

AI, Web3 and Decentralization: Tech Trends Shaping 2025’s Altcoin Season

Prepare for the 2025 altcoin season: experts predict rising interest in altcoins like WorldCoin, driven by Web3, blockchain,…...

Webinar: Learn How to Stop Encrypted Attacks Before They Cost You Millions

Ransomware isn't slowing down—it's getting smarter. Encryption, designed to keep our online lives secure, is now being weaponized by cybercriminals to hide malware, steal data, and avoid detection. The result? A 10.3% surge in encrypted attacks over the past year and some of the most shocking...

2025 Cloud Security Predictions: Trends to Look Out for

Wizards share some of the cloud security trends to look out for in 2025...

AI Pulse: Top AI Trends from 2024 - A Look Back

In this edition of AI Pulse, let's look back at top AI trends from 2024 in the rear view so we can more clearly predicts AI trends for 2025 and beyond...

Navigating Choppy Waters: Top Security Predictions from Rapid7's 2025 Webinar

It's that time of year again — one year is ending and another is set to begin.. And what a year it's been for the security community! The sheer scale of incidents has left SecOps teams breathless, so thinking about what could be in store next year can be overwhelming. But there's no need to panic...

Consumer and privacy predictions for 2025

Overview of 2024 consumer cyberthreats and trends predictions Part of the Kaspersky Security Bulletin, our predictions for 2024 identified key consumer cyberthreats and trends shaped by global events, technological advances and evolving user behavior. Last year, we suggested that charity-related...

Advanced threat predictions for 2025

We at Kaspersky's Global Research and Analysis Team monitor over 900 APT advanced persistent threat groups and operations. At the end of each year, we take a step back to assess the most complex and sophisticated attacks that have shaped the threat landscape. These insights enable us to anticipat...

The Future of Pi Coin: Potential and Predictions

Discover Pi Coin, the Stanford-developed cryptocurrency revolutionizing mobile mining. Explore its potential, features, and predictions for 2025. Join the future of digital currency now!...