A Framework for Formalizing LLM Agent Security

Security in LLM agents is inherently contextual. For example, the same action taken by an agent may represent legitimate behavior or a security violation depending on whose instruction led to the action, what objective is being pursued, and whether the action serves that objective. However,...

GHSA-8G75-Q649-6PV6 OpenClaw's system.run approvals did not bind mutable script operands across approval and execution

OpenClaw's system.run approval flow did not bind mutable interpreter-style script operands across approval and execution. A caller could obtain approval for an execution such as sh ./script.sh, rewrite the approved script before execution, and then execute different content under the previously...

OpenClaw's system.run approvals did not bind mutable script operands across approval and execution

OpenClaw's system.run approval flow did not bind mutable interpreter-style script operands across approval and execution. A caller could obtain approval for an execution such as sh ./script.sh, rewrite the approved script before execution, and then execute different content under the previously...

Taming OpenClaw: Security Analysis and Mitigation of Autonomous LLM Agent Threats

Autonomous Large Language Model LLM agents, exemplified by OpenClaw, demonstrate remarkable capabilities in executing complex, long-horizon tasks. However, their tightly coupled instant-messaging interaction paradigm and high-privilege execution capabilities substantially expand the system attack...

Incremental Federated Learning for Intrusion Detection in IoT Networks under Evolving Threat Landscape

The expansion of Internet of Things IoT devices has increased the attack surface of networks, necessitating a robust and adaptive intrusion detection systems. Machine learning based systems have been considered promising in enhancing the detection performance. Federated learning settings enabled ...

GHSA-7XMQ-G46G-F8PV OpenClaw: Sandbox media TOCTOU could read files outside sandbox root

Summary Sandbox media handling had a time-of-check/time-of-use gap: media paths could be validated first and read later through a separate path. A symlink retarget between those steps could cause reads outside sandboxRoot. Impact Affected versions could permit host file reads outside the intended...

A Systematic Study of LLM-Based Architectures for Automated Patching

Large language models LLMs have shown promise for automated patching, but their effectiveness depends strongly on how they are integrated into patching systems. While prior work explores prompting strategies and individual agent designs, the field lacks a systematic comparison of patching...

ThreatFormer-IDS: Robust Transformer Intrusion Detection with Zero-Day Generalization and Explainable Attribution

Intrusion detection in IoT and industrial networks requires models that can detect rare attacks at low false-positive rates while remaining reliable under evolving traffic and limited labels. Existing IDS solutions often report strong in-distribution accuracy, but they may degrade when evaluated ...

CVE-2025-12116

The Drift theme for WordPress is vulnerable to Stored Cross-Site Scripting via the post title in all versions up to, and including, 1.5.0 due to insufficient input sanitization and output escaping. This makes it possible for authenticated attackers, with Contributor-level access and above, to...

CVE-2025-12116

The Drift theme for WordPress is vulnerable to Stored Cross-Site Scripting via the post title in all versions up to, and including, 1.5.0 due to insufficient input sanitization and output escaping. This makes it possible for authenticated attackers, with Contributor-level access and above, to...

CVE-2025-12116

The CVE-2025-12116 entry maps to the Drift WordPress theme vulnerability: Stored Cross-Site Scripting via the post title in versions up to 1.5.0. Exploitation requires authenticated access at Contributor level or higher, permitting injection of scripts that run when pages are loaded. Public fix i...

CVE-2025-12116 Drift <= 1.5.0 - Authenticated (Contributor+) Stored Cross-Site Scripting via Post Title

The Drift theme for WordPress is vulnerable to Stored Cross-Site Scripting via the post title in all versions up to, and including, 1.5.0 due to insufficient input sanitization and output escaping. This makes it possible for authenticated attackers, with Contributor-level access and above, to...

CVE-2025-12116 Drift <= 1.5.0 - Authenticated (Contributor+) Stored Cross-Site Scripting via Post Title

The Drift theme for WordPress is vulnerable to Stored Cross-Site Scripting via the post title in all versions up to, and including, 1.5.0 due to insufficient input sanitization and output escaping. This makes it possible for authenticated attackers, with Contributor-level access and above, to...

WordPress plugin Drift 跨站脚本漏洞

WordPress and WordPress plugins are both products of the WordPress Foundation. WordPress is a blog platform developed using the PHP language. This platform allows for the creation of personal blog websites on servers based on PHP and MySQL. A WordPress plugin is an application that can be install...

PT-2026-20578

Name of the Vulnerable Software and Affected Versions Drift versions prior to 1.5.1 Description The Drift theme for WordPress is susceptible to Stored Cross-Site Scripting through the post title. Insufficient input sanitization and output escaping allow authenticated attackers with...

WordPress Drift plugin <= 1.5.0 - Authenticated (Contributor+) Stored Cross-Site Scripting via Post Title vulnerability

Authenticated Contributor+ Stored Cross-Site Scripting via Post Title vulnerability discovered by Peter Thaleikis in WordPress Theme Drift versions = 1.5.0...

Empirical Analysis of Adversarial Robustness and Explainability Drift in Cybersecurity Classifiers

Machine learning ML models are increasingly deployed in cybersecurity applications such as phishing detection and network intrusion prevention. However, these models remain vulnerable to adversarial perturbations small, deliberate input modifications that can degrade detection accuracy and...

Unity Linux 20.1060a / 20.1070a Security Update: kernel (UTSA-2026-003586)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2026-003586 advisory. In the Linux kernel through 5.3.8, f-fmt.sdr.reserved is uninitialized in rcardrifgfmtsdrcap in drivers/media/platform/rcardrif.c, which could cause a memory...

MiracleLinux 4 : krb5-1.10.3-10.AXS4.1 (AXSA:2013-280:01)

The remote MiracleLinux 4 host has packages installed that are affected by multiple vulnerabilities as referenced in the AXSA:2013-280:01 advisory. Kerberos V5 is a trusted-third-party network authentication system, which can improve your network's security by eliminating the insecure practice of...

Why Serverless Risk Demands Identity-Aware Security at Cloud Scale

Key Takeaways Serverless shifts security risk from infrastructure to identity, permissions, and configuration, where small design choices can have an outsized impact. Short-lived cloud credentials reduce persistence but remain powerful; when exposed, they enable authenticated access, escalation,...