Stealthy and Adjustable Text-Guided Backdoor Attacks on Multimodal Pretrained Models

Multimodal pretrained models are vulnerable to backdoor attacks, yet most existing methods rely on visual or multimodal triggers, which are impractical since visually embedded triggers rarely occur in real-world data. To overcome this limitation, we propose a novel Text-Guided Backdoor TGB attack...

Your LLM Agent Can Leak Your Data: Data Exfiltration Via Backdoored Tool Use

Tool-use large language model LLM agents are increasingly deployed to support sensitive workflows, relying on tool calls for retrieval, external API access, and session memory management. While prior research has examined various threats, the risk of systematic data exfiltration by backdoored...

MA-IDS: Multi-Agent RAG Framework for IoT Network Intrusion Detection with an Experience Library

Network Intrusion Detection Systems NIDS face important limitations. Signature-based methods are effective for known attack patterns, but they struggle to detect zero-day attacks and often miss modified variants of previously known attacks, while many machine learning approaches offer limited...

CVE-2026-23442

In the Linux kernel, the following vulnerability has been resolved: ipv6: add NULL checks for idev in SRv6 paths in6devget can return NULL when the device has no IPv6 configuration e.g. MTU IPV6MINMTU or after NETDEVUNREGISTER. Add NULL checks for idev returned by in6devget in both...

HTTPS Fetch, Windows shellcode stage, Bind TCP Stager (RC4 Stage Encryption, Metasm)

Fetch and execute an x86 payload from an HTTPS server. Custom shellcode stage. Listen for a connection Module Options msf use payload/cmd/windows/https/x86/custom/bindtcprc4 msf payloadbindtcprc4 show actions ...actions... msf payloadbindtcprc4 set ACTION msf payloadbindtcprc4 show options ...sho...

HTTP Fetch, Windows shellcode stage, Reverse TCP Stager (RC4 Stage Encryption, Metasm)

Fetch and execute an x86 payload from an HTTP server. Custom shellcode stage. Connect back to the attacker Module Options msf use payload/cmd/windows/http/x86/custom/reversetcprc4 msf payloadreversetcprc4 show actions ...actions... msf payloadreversetcprc4 set ACTION msf payloadreversetcprc4 show...

HTTP Fetch, Windows shellcode stage, Bind IPv6 TCP Stager (Windows x86)

Fetch and execute an x86 payload from an HTTP server. Custom shellcode stage. Listen for an IPv6 connection Windows x86 Module Options msf use payload/cmd/windows/http/x86/custom/bindipv6tcp msf payloadbindipv6tcp show actions ...actions... msf payloadbindipv6tcp set ACTION msf payloadbindipv6tcp...

CI4MS: Backup Management Full Account Takeover for All-Roles & Privilege-Escalation via Stored DOM Blind XSS

Summary Vulnerability: Stored DOM Blind XSS via Backup Management Filename Persistent Payload Injection - Stored Cross-Site Scripting Blind XSS via Unsanitized Backup Filename in Backup Management Description The application fails to properly sanitize user-controlled input when handling backup...

Incorrect Authorization

Overview Affected versions of this package are vulnerable to Incorrect Authorization via the getBookmark function. An attacker can retrieve sensitive content from password-protected documents by sending unauthenticated requests to the /api/bookmark/getBookmark endpoint, which improperly authorize...

CVE-2026-2286 CVE-2026-2286

CrewAI contains a server-side request forgery vulnerability that enables content acquisition from internal and cloud services, facilitated by the RAG search tools not properly validating URLs provided at runtime...

CVE-2026-2286 CVE-2026-2286

CrewAI contains a server-side request forgery vulnerability that enables content acquisition from internal and cloud services, facilitated by the RAG search tools not properly validating URLs provided at runtime...

CVE-2026-2286

CrewAI contains a server-side request forgery vulnerability that enables content acquisition from internal and cloud services, facilitated by the RAG search tools not properly validating URLs provided at runtime...

Exploit for Command Injection in Paloaltonetworks Pan-Os

CVE KB: A high-quality knowledge base for automatic penetratio...

Security Bulletin: Oracle Outside In Technology (OIT) v8.5.7 BP6 vulnerabilities CVE-2025-27363 (vulnerable), CVE-2024-11612 (not vulnerable), CVE-2024-50602 (vulnerable) in FileNet Content Manager (FNCM) Content Based Retrieval (CBR) content indexing

Summary Oracle Outside In Technology OIT v8.5.7 BP6 April, 2025 CVE-2025-27363 vulnerable, CVE-2024-11612 affected, not vulnerable, CVE-2024-50602 vulnerable security vulnerabilities in FileNet Content Manager FNCM Content Based Retrieval CBR content indexing. Vulnerability Details...

Security Bulletin: Oracle Outside In Technology (OIT) v8.5.7 BP7 vulnerabilities CVE-2025-29482 (vulnerable), CVE-2024-8176 (not vulnerable) in FileNet Content Manager (FNCM) Content Based Retrieval (CBR) content indexing

Summary Oracle Outside In Technology OIT v8.5.7 BP7 July, 2025 CVE-2025-29482 vulnerable, CVE-2024-8176 affected, not vulnerable security vulnerabilities in FileNet Content Manager FNCM Content Based Retrieval CBR content indexing. Vulnerability Details CVEID:CVE-2024-8176 DESCRIPTION: A stack...

Security Bulletin: Oracle Outside In Technology (OIT) v8.5.7 BP8, v8.5.8 BP1 vulnerabilities CVE-2023-45853 (vulnerable), CVE-2025-53816 (vulnerable) in FileNet Content Manager (FNCM) Content Based Retrieval (CBR) content indexing

Summary Oracle Outside In Technology OIT v8.5.7 BP8, v8.5.8 BP1 October, 2025 CVE-2023-45853 vulnerable, CVE-2025-53816 vulnerable security vulnerabilities in FileNet Content Manager FNCM Content Based Retrieval CBR content indexing. Vulnerability Details CVEID:CVE-2023-45853 DESCRIPTION: MiniZip...

PT-2026-29050

Name of the Vulnerable Software and Affected Versions CrewAI affected versions not specified Description CrewAI contains a server-side request forgery condition that allows for the acquisition of content from internal and cloud services. This is facilitated by Retrieval-Augmented Generation RAG...

CVE-2026-29071

Open WebUI is a self-hosted artificial intelligence platform designed to operate entirely offline. Prior to version 0.8.6, any authenticated user can read other users' private memories via /api/v1/retrieval/query/collection. Version 0.8.6 patches the issue...

CVE-2026-28788

Open WebUI is a self-hosted artificial intelligence platform designed to operate entirely offline. Prior to version 0.8.6, any authenticated user can overwrite any file's content by ID through the POST /api/v1/retrieval/process/files/batch endpoint. The endpoint performs no ownership check, so a...

Red-MIRROR: Agentic LLM-Based Autonomous Penetration Testing with Reflective Verification and Knowledge-Augmented Interaction

Web applications remain the dominant attack surface in cybersecurity, where vulnerabilities such as SQL injection, XSS, and business logic flaws continue to cause significant data breaches. While penetration testing is effective for identifying these weaknesses, traditional manual approaches are...