Security of Foundation-Model-Powered Embodied Agents: Attack Surfaces, Attacks, Defenses, and Evaluation

Foundation models are increasingly used for perception, reasoning, planning, and action generation in embodied agents, creating security risks that can propagate from digital inputs to physical behavior. Existing surveys often organize threats by mechanisms such as jailbreaks, prompt injection,...

Unity Linux 20.1050e Security Update: kernel (UTSA-2026-099696)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2026-099696 advisory. In the Linux kernel, the following vulnerability has been resolved: crypto: qat - remove unused character device and IOCTLs The QAT driver exposes a character device...

cairo:font_fuzzer: Heap-buffer-overflow in _cairo_type1_subset_init

Detailed Report: https://oss-fuzz.com/testcase?key=5193220372627456 Project: cairo Fuzzing Engine: afl Fuzz Target: fontfuzzer Job Type: aflasancairo Platform Id: linux Crash Type: Heap-buffer-overflow READ 1 Crash Address: 0x7506d87e0834 Crash State: cairotype1subsetinit...

Assessing Attack Surfaces in Generative Search Engines through Publisher Attributes: A Case Study in Political Domains

We characterize the attack surface of generative search engines GSEs against poisoning attacks in the political domain, from the perspectives of citation selection and personalization. GSEs integrate web search and answer generation with user preferences and backgrounds using large language model...

drm/vmwgfx: Validate vmw_surface_metadata::array_size

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CVE-2026-72811

SiYuan versions = v3.7.2 contain a SQL injection vulnerability in the backlink/mention search query kernel/model/backlink.go, which concatenates stored block metadata title, name, alias, anchor text and the client-supplied keyword into a SQL MATCH/search statement while escaping only the...

CVE-2026-72811

SiYuan versions = v3.7.2 contain a SQL injection vulnerability in the backlink/mention search query kernel/model/backlink.go, which concatenates stored block metadata title, name, alias, anchor text and the client-supplied keyword into a SQL MATCH/search statement while escaping only the...

CVE-2026-72811

SiYuan

PT-2026-71981

Name of the Vulnerable Software and Affected Versions SiYuan versions prior to 3.7.4 Description A SQL injection issue exists in the backlink/mention search query within kernel/model/backlink.go. The application concatenates stored block metadata title, name, alias, anchor text and a...

Why API Discovery Is Critical for Modern AppSec Programs

Hidden API Estate And AI-speed Recon Are Reshaping Modern Application Risk Key Takeaways Unknown APIs create unattributed exposure , and such exposure rarely gets tested. Attackers build their own inventory through live reconnaissance; they do not wait for your spreadsheet. API discovery must pul...

Joern 4.0.603

Joern is the bug hunter's workbench. With this tool, you can uncover attack surface, sloppy coding practices, and variants of known vulnerabilities using an interactive code analysis shell. Joern supports C, C++, LLVM bitcode, x86 binaries via Ghidra, JVM bytecode via Soot, and Javascript...

DEBIAN-CVE-2026-68446

In the Linux kernel, the following vulnerability has been resolved: drm/vmwgfx: Validate vmwsurfacemetadata::arraysize This field comes from userspace and should be validated against specific limits depending on which Shader Model SM is available...

CVE-2026-68446

In the Linux kernel, the following vulnerability has been resolved: drm/vmwgfx: Validate vmwsurfacemetadata::arraysize This field comes from userspace and should be validated against specific limits depending on which Shader Model SM is available...

PT-2026-70960

Name of the Vulnerable Software and Affected Versions Linux kernel affected versions not specified Description An issue exists in the drm/vmwgfx component where the vmw surface metadata::array size field, which is provided by userspace, is not properly validated against specific limits based on t...

Why Generative AI Needs a New Kind of Security

This is Post 2 of a four-part series: Post 1: Agentic AI Security: The Chatbot Era Is Over Post 3: The OWASP LLM Top 10 Was the Warm-Up: What Comes Next Post 4: OWASP LLM Top 10 2026: Every Move Points the Same Direction There is a moment every CISO is having right now, often without warning. A...

CVE-2026-42170

A heap-based buffer overflow vulnerability exists in the GIMP DDS DirectDraw Surface file parser. When a crafted DDS file declares a D3D9 pixel format but sets a lower bits-per-pixel bpp value in the header, the loader allocates an undersized heap buffer. Subsequent pixel data consumption at the...

CVE-2026-42170

A heap-based buffer overflow vulnerability exists in the GIMP DDS DirectDraw Surface file parser. When a crafted DDS file declares a D3D9 pixel format but sets a lower bits-per-pixel bpp value in the header, the loader allocates an undersized heap buffer. Subsequent pixel data consumption at the...

CVE-2026-42170

CVE-2026-42170 affects the GIMP DDS plug-in. The heap-based overflow occurs when a crafted DDS file declares a D3D9 pixel format but uses a lower bpp in the header, causing the loader to allocate an undersized heap buffer and then write pixel data at the real format’s stride, corrupting heap meta...

CVE-2026-42170

A heap-based buffer overflow vulnerability exists in the GIMP DDS DirectDraw Surface file parser. When a crafted DDS file declares a D3D9 pixel format but sets a lower bits-per-pixel bpp value in the header, the loader allocates an undersized heap buffer. Subsequent pixel data consumption at the...

EUVD-2026-54792

A heap-based buffer overflow vulnerability exists in the GIMP DDS DirectDraw Surface file parser. When a crafted DDS file declares a D3D9 pixel format but sets a lower bits-per-pixel bpp value in the header, the loader allocates an undersized heap buffer. Subsequent pixel data consumption at the...