SoK: Measuring What Matters for Closed-Loop Security Agents

Cybersecurity is a relentless arms race, with AI driven offensive systems evolving faster than traditional defenses can adapt. Research and tooling remain fragmented across isolated defensive functions, creating blind spots that adversaries exploit. Autonomous agents capable of integrating, explo...

A Cybersecurity AI Agent Selection and Decision Support Framework

This paper presents a novel, structured decision support framework that systematically aligns diverse artificial intelligence AI agent architectures, reactive, cognitive, hybrid, and learning, with the comprehensive National Institute of Standards and Technology NIST Cybersecurity Framework CSF...

MALF: A Multi-Agent LLM Framework for Intelligent Fuzzing of Industrial Control Protocols

Industrial control systems ICS are vital to modern infrastructure but increasingly vulnerable to cybersecurity threats, particularly through weaknesses in their communication protocols. This paper presents MALF Multi-Agent LLM Fuzzing Framework, an advanced fuzzing solution that integrates large...

FalseCrashReducer: Mitigating False Positive Crashes in OSS-Fuzz-Gen Using Agentic AI

Fuzz testing has become a cornerstone technique for identifying software bugs and security vulnerabilities, with broad adoption in both industry and open-source communities. Directly fuzzing a function requires fuzz drivers, which translate random fuzzer inputs into valid arguments for the target...

Security Bulletin: Vulnerabilities in IBM Java included with IBM Tivoli Composite Application Manager for Applications WebSphere MQ Monitoring Agent

Summary Vulnerabilities in IBM SDK Java Technology Edition that is shipped as part of agent framework in ITCAM for Applications WebSphere MQ Monitoring Agent. CVEs: CVE-2025-50106, CVE-2025-30749. Vulnerability Details CVEID:CVE-2025-50106 DESCRIPTION: Vulnerability in the Oracle Java SE, Oracle...

TOTOLINK X18 命令注入漏洞

TOTOLINK X18 is a Mesh WiFi 6 router system from TOTOLINK Taiwan, which supports WiFi 6 technology and optimizes home network coverage through the mesh function. TOTOLINK X18 suffers from a command injection vulnerability that stems from the mac parameter in the setEasyMeshAgentCfg function faili...

CVE-2025-34207

Vasion Print formerly PrinterLogic Virtual Appliance Host prior to 22.0.1049 and Application prior to 20.0.2786 VA and SaaS deployments configure the SSH client within Docker instances with the following options: UserKnownHostsFile=/dev/null, StrictHostKeyChecking=no, and ForwardAgent yes. These...

How Agentic AI Powers Seamless Audit Readiness with Agent Chang

Audits are rarely simple. Security and compliance teams often find themselves buried in repetitive, time-consuming tasks—collecting logs from multiple systems, exporting reports from various tools, and manually reconciling data in spreadsheets. Evidence must be traced back to the correct controls...

Red Teaming Program Repair Agents: When Correct Patches Can Hide Vulnerabilities

LLM-based agents are increasingly deployed for software maintenance tasks such as automated program repair APR. APR agents automatically fetch GitHub issues and use backend LLMs to generate patches that fix the reported bugs. However, existing work primarily focuses on the functional correctness ...

MAVUL: Multi-Agent Vulnerability Detection Via Contextual Reasoning and Interactive Refinement

The widespread adoption of open-source software OSS necessitates the mitigation of vulnerability risks. Most vulnerability detection VD methods are limited by inadequate contextual understanding, restrictive single-round interactions, and coarse-grained evaluations, resulting in undesired model...

Amazon Linux 2 : amazon-ssm-agent, --advisory ALAS2-2025-3010 (ALAS-2025-3010)

The version of amazon-ssm-agent installed on the remote host is prior to 3.3.3050.0-1. It is, therefore, affected by multiple vulnerabilities as referenced in the ALAS2-2025-3010 advisory. The net/http package accepted data in the chunked transfer encoding containing an invalid chunk-size line...

CVE-2025-59956 AgentAPI exposed user chat history via a DNS rebinding attack

AgentAPI is an HTTP API for Claude Code, Goose, Aider, Gemini, Amp, and Codex. Versions 0.3.3 and below are susceptible to a client-side DNS rebinding attack when hosted over plain HTTP on localhost. An attacker can gain access to the /messages endpoint served by the Agent API. This allows for th...

CVE-2025-59956

The CVE-2025-59956 entry concerns AgentAPI (GitHub project for Claude Code, Goose, Aider, Gemini, Amp, Codex). Affected: 0.3.3 and earlier, when served over plain HTTP on localhost, enabling a client-side DNS rebinding attack that can access the /messages endpoint and exfiltrate local data (messa...

CVE-2025-34207

Vasion Print formerly PrinterLogic Virtual Appliance Host prior to 22.0.1049 and Application prior to 20.0.2786 VA and SaaS deployments configure the SSH client within Docker instances with the following options: UserKnownHostsFile=/dev/null, StrictHostKeyChecking=no, and ForwardAgent yes. These...

CVE-2025-34207

Vasion Print formerly PrinterLogic Virtual Appliance Host prior to 22.0.1049 and Application prior to 20.0.2786 VA and SaaS deployments configure the SSH client within Docker instances with the following options: UserKnownHostsFile=/dev/null, StrictHostKeyChecking=no, and ForwardAgent yes. These...

GHSA-W64R-2G3W-W8W4 Coder AgentAPI exposed user chat history via a DNS rebinding attack

Summary AgentAPI prior to version 0.4.0 was susceptible to a client-side DNS rebinding attack when hosted over plain HTTP on localhost. Impact An attacker could have gained access to the /messages endpoint served by the Agent API. This allowed for the unauthorized exfiltration of sensitive user...

Coder AgentAPI exposed user chat history via a DNS rebinding attack

Summary AgentAPI prior to version 0.4.0 was susceptible to a client-side DNS rebinding attack when hosted over plain HTTP on localhost. Impact An attacker could have gained access to the /messages endpoint served by the Agent API. This allowed for the unauthorized exfiltration of sensitive user...

CVE-2025-34207 Vasion Print (formerly PrinterLogic) Insecure SSH Client Configuration

Vasion Print formerly PrinterLogic Virtual Appliance Host prior to 22.0.1049 and Application prior to 20.0.2786 VA and SaaS deployments configure the SSH client within Docker instances with the following options: UserKnownHostsFile=/dev/null, StrictHostKeyChecking=no, and ForwardAgent yes. These...

CVE-2025-34207 Vasion Print (formerly PrinterLogic) Insecure SSH Client Configuration

Vasion Print formerly PrinterLogic Virtual Appliance Host prior to 22.0.1049 and Application prior to 20.0.2786 VA and SaaS deployments configure the SSH client within Docker instances with the following options: UserKnownHostsFile=/dev/null, StrictHostKeyChecking=no, and ForwardAgent yes. These...

Important: amazon-ssm-agent

Issue Overview: The net/http package accepted data in the chunked transfer encoding containing an invalid chunk-size line terminated by a bare LF. When used in conjunction with a server or proxy which incorrectly interprets a bare LF in a chunk extension as part of the extension, this could permi...