Security of World-Model-Based Embodied AI: A Lifecycle of Threats, Defenses, and Evaluation

World models give embodied AI a predictive core: they compress observations into states, simulate action-conditioned futures, and enable planning beyond reactive control. This predictive layer, however, opens a new security boundary-compromise can propagate from data, sensors, prompts, or feedbac...

Xalgorix Autonomous AI Pentesting Agent 4.5.114

Most scanners detect. Xalgorix proves. An autonomous LLM agent works a full pentest methodology, then an independent verifier re-exploits every finding before it's reported - so you get proof, not a pile of maybes to triage. Self-hosted, private, and bring-your-own-LLM. Built in Go + TypeScript...

Linux Distros Unpatched Vulnerability : CVE-2026-58043

The Linux/Unix host has one or more packages installed that are impacted by a vulnerability without a vendor supplied patch available. - A flaw in Node.js Permission Model enforcement can over-grant filesystem access across radix-tree prefix boundaries. Under --permission, an attacker who is...

PT-2026-66013

Name of the Vulnerable Software and Affected Versions Google Chrome versions prior to 151.0.7922.72 Description A use after free issue in the DOM Document Object Model allows a remote attacker to execute arbitrary code within a sandbox by inducing the user to open a specially crafted HTML page. U...

PT-2026-66519

Name of the Vulnerable Software and Affected Versions IBM Langflow OSS versions 1.0.0 through 1.10.1 Description Unauthenticated remote code execution is possible via environment variable injection in the MCP Model Context Protocol stdio launcher. The issue occurs in the...

PT-2026-66407

Name of the Vulnerable Software and Affected Versions Node.js versions 22.x Node.js versions 24.x Node.js versions 26.x Description A flaw in the Permission Model enforcement allows the trace events.createTracing.enable function to write trace logs outside the boundaries defined by the...

Cybersecurity Detection Classification with Reasoning-Enabled Language Models

A major issue in Security Operations Centers SOCs is alert fatigue, as the number of detections reported is more than staff can triage in a given day. Prior work prompts or fine-tunes large language models LLMs to emit a triage label directly, but does not train them to reason about whether a...

Strategy Phasing of Cyber Attacks on Digital Substations

Digital substations that comply with IEC 61850 have improved the operational efficiency of modern power systems. However, adversaries can abuse IEC 61850 communication to manipulate circuit breaker operations in substations, which can result in severe system impacts. These cyber attacks are craft...

PT-2026-66439

Name of the Vulnerable Software and Affected Versions Node.js versions 22.x Node.js versions 24.x Description A flaw in the HTTP/2 handling allows retained header blocks to evade maxSessionMemory, which can lead to remote memory exhaustion. Memory exhaustion occurs when a system consumes all...

CVE-2026-58043: Improper Access Control

A flaw in Node.js Permission Model enforcement can over-grant filesystem access across radix-tree prefix boundaries. Under --permission, an attacker who is granted access to one path can abuse boundary handling to read from or write to paths outside the intended filesystem allowlist. This...

CVE-2026-56847: Excessive Use of Unconditional Branching

A flaw in Node.js Permission Model enforcement allows traceevents.createTracing.enable Writes Trace Logs Outside --allow-fs-write. This can lead to confidentiality impact or bypass of the intended security boundary under affected configurations. This vulnerability affects Node.js 22.x, 24.x, and...

PT-2026-66440

Name of the Vulnerable Software and Affected Versions Node.js versions 22.x Node.js versions 24.x Node.js versions 26.x Description A flaw in HTTP/2 handling allows the nghttp2 session mem send function to be called re-entrantly while nghttp2 session mem recv is executing. This sequence leads to ...

SGLang contains six different vulnerabilities including RCE, data exfiltration, and credential disclosure

Overview Six vulnerabilities have been discovered within the SGLang project, including remote code execution RCE, server-side request forgery SSRF, local file read, credential leakage, and model weight exfiltration on a target server. Exploitation does not require authentication in most cases, an...

nodejs: Node.js: Permission Model flaw allows trace logs to bypass filesystem write restrictions

A flaw in the Node.js Permission Model allows traceevents.createTracing.enable to bypass --allow-fs-write restrictions and write trace logs outside intended paths, potentially leading to unauthorized information disclosure...

nodejs: Node.js: Unauthorized filesystem access due to Permission Model enforcement flaw

A flaw in the Node.js Permission Model allows attackers to bypass --permission restrictions, enabling unauthorized read or write access to files and directories...

nodejs: Node.js: Permission Model flaw allows trace logs to bypass filesystem write restrictions

A flaw in the Node.js Permission Model allows traceevents.createTracing.enable to bypass --allow-fs-write restrictions and write trace logs outside intended paths, potentially leading to unauthorized information disclosure...

nodejs: Node.js: Unauthorized filesystem access due to Permission Model enforcement flaw

A flaw in the Node.js Permission Model allows attackers to bypass --permission restrictions, enabling unauthorized read or write access to files and directories...

CVE-2026-67431

MCP Ruby SDK is the official Ruby SDK for Model Context Protocol servers and clients. Prior to 0.23.0, MCP::Server::Transports::StreamableHTTPTransport in the mcp gem does not bind a session ID to a session owner, allowing an attacker with a stolen session ID to send tools/call requests that...

CVE-2026-67430

MCP Ruby SDK is the official Ruby SDK for Model Context Protocol servers and clients. Prior to 0.23.0, MCP::Server::Transports::StreamableHTTPTransport in the mcp gem does not expire sessions by default, so repeated initialize requests retain unbounded ServerSession objects and can exhaust proces...

CVE-2026-63119

MCP Ruby SDK is the official Ruby SDK for Model Context Protocol servers and clients. Prior to 0.23.0, MCP::Server::Transports::StdioTransport and MCP::Client::Stdio in the mcp gem use IOgets without a byte limit, allowing a peer that sends data without a newline to exhaust process memory. This...