On the Effectiveness of Mutational Grammar Fuzzing

Posted by Ivan Fratric Mutational grammar fuzzing is a fuzzing technique in which the fuzzer uses a predefined grammar that describes the structure of the samples. When a sample gets mutated, the mutations happen in such a way that any resulting samples still adhere to the grammar rules, thus the...

TraceGuard: Process-Guided Firewall against Reasoning Backdoors in Large Language Models

The deployment of Large Reasoning Models LRMs in high-stakes decision-making pipelines has introduced a novel and opaque attack surface: reasoning backdoors. In these attacks, the model's intermediate Chain-of-Thought CoT is manipulated to provide a linguistically plausible but logically fallacio...

AMDS: Attack-Aware Multi-Stage Defense System for Network Intrusion Detection with Two-Stage Adaptive Weight Learning

Machine learning based network intrusion detection systems are vulnerable to adversarial attacks that degrade classification performance under both gradient-based and distribution shift threat models. Existing defenses typically apply uniform detection strategies, which may not account for...

pwn-claude-plugin

pwn-claude-plugin Claude Code plugin for binary exploitation...

Moderate: Red Hat Security Advisory: OpenShift Container Platform 4.12.82 CNF vRAN extras topology aware lifecycle manager update

An update for topology-aware-lifecycle manager is available for Red Hat OpenShift Container Platform 4.12. Red Hat OpenShift Container Platform is Red Hat's cloud computing Kubernetes application platform solution designed for on-premise or private cloud deployments. This advisory contains the...

Routing-Aware Explanations for Mixture of Experts Graph Models in Malware Detection

Mixture-of-Experts MoE offers flexible graph reasoning by combining multiple views of a graph through a learned router. We investigate routing-aware explanations for MoE graph models in malware detection using control flow graphs CFGs. Our architecture builds diversity at two levels. At the node...

Webinar: How Modern SOC Teams Use AI and Context to Investigate Cloud Breaches Faster

Cloud attacks move fast — faster than most incident response teams. In data centers, investigations had time. Teams could collect disk images, review logs, and build timelines over days. In the cloud, infrastructure is short-lived. A compromised instance can disappear in minutes. Identities rotat...

Resource-Aware Deployment Optimization for Collaborative Intrusion Detection in Layered Networks

Collaborative Intrusion Detection Systems CIDS are increasingly adopted to counter cyberattacks, as their collaborative nature enables them to adapt to diverse scenarios across heterogeneous environments. As distributed critical infrastructure operates in rapidly evolving environments, such as...

Optimizing Agent Planning for Security and Autonomy

Indirect prompt injection attacks threaten AI agents that execute consequential actions, motivating deterministic system-level defenses. Such defenses can provably block unsafe actions by enforcing confidentiality and integrity policies, but currently appear costly: they reduce task completion...

KRONE: Hierarchical and Modular Log Anomaly Detection

Log anomaly detection is crucial for uncovering system failures and security risks. Although logs originate from nested component executions with clear boundaries, this structure is lost when they are stored as flat sequences. As a result, state-of-the-art methods risk missing true dependencies...

RedSage: A Cybersecurity Generalist LLM

Cybersecurity operations demand assistant LLMs that support diverse workflows without exposing sensitive data. Existing solutions either rely on proprietary APIs with privacy risks or on open models lacking domain adaptation. To bridge this gap, we curate 11.8B tokens of cybersecurity-focused...

AI-Powered Forensics, at Cloud Speed

Reviewing Wiz’s approach to forensics in the cloud era, and announcing the public preview of AI-powered, context-aware forensics capabilities...

CVE-2025-64097

NervesHub is a web service that allows users to manage over-the-air OTA firmware updates of devices in the field. A vulnerability present starting in version 1.0.0 and prior to version 2.3.0 allowed attackers to brute-force user API tokens due to the predictable format of previously issued tokens...

CVE-2025-64097

NervesHub (OTA firmware management service) is affected by CVE-2025-64097 due to tokens used for user/API authentication having a predictable format from 1.0.0 up to 2.3.0. The root cause is insufficient entropy in tokens, allowing brute-forcing to gain unauthorized access to user accounts or API...

S-DAPT-2026: A Stage-Aware Synthetic Dataset for Advanced Persistent Threat Detection

The detection of advanced persistent threats APTs remains a crucial challenge due to their stealthy, multistage nature and the limited availability of realistic, labeled datasets for systematic evaluation. Synthetic dataset generation has emerged as a practical approach for modeling APT campaigns...

CVE-2019-20385

The CSV upload feature in /supervisor/procesacarga.php on Logaritmo Aware CallManager 2012 devices allows upload of .php files with a text/ content type. The PHP code can then be executed by visiting a /supervisor/csv/ URI...

CVE-2024-39315

Pomerium is an identity and context-aware access proxy. Prior to version 0.26.1, the Pomerium user info page at /.pomerium unintentionally included serialized OAuth2 access and ID tokens from the logged-in user's session. These tokens are not intended to be exposed to end users. This issue may be...

CVE-2025-1074

A vulnerability, which was classified as problematic, was found in Webkul QloApps 1.6.1. Affected is the function logout of the file /en/?mylogout of the component URL Handler. The manipulation leads to cross-site request forgery. It is possible to launch the attack remotely. The exploit has been...

awesome-panel-extensions (>=20200722.1.0, <=20201022.1.0), dataprep (>=0.2.7, <=0.2.9) +2 more potentially affected by CVE-2026-21883 via bokeh (2.1.1)

bokeh PYPI version 2.1.1 is affected by a known vulnerability. The following packages have a transitive dependency on bokeh and may be impacted: - awesome-panel-extensions =20200722.1.0, =0.2.7, =0.3.0, =0.0.14, =0.0.17 Source cves: CVE-2026-21883 Source advisory: OSV:GHSA-793V-589G-574V...

A Critical Analysis of the Medibank Health Data Breach and Differential Privacy Solutions

This paper critically examines the 2022 Medibank health insurance data breach, which exposed sensitive medical records of 9.7 million individuals due to unencrypted storage, centralized access, and the absence of privacy-preserving analytics. To address these vulnerabilities, we propose an...