Towards Demystifying and Repairing LLM-In-The-Loop Vulnerabilities

Large Language ModelsLLMs have been actively integrated into modern software systems as critical components. LLM-in-the-loop vulnerabilities, where vulnerabilities are introduced by LLMs and their dependent downstream components, such as frameworks, introduce new risks. Although some benchmark...

PAM_USB code issue vulnerabilities

pamusb is a Linux hardware authentication tool developed by McDope’s individual developer, based on USB devices. Versions of pamusb prior to 0.8.7 have code vulnerabilities. This vulnerability stems from the fact that in src/device.c, the return values of udisksdrivegetserial, udisksdrivegetvendo...

ALSA-2026:21382 Important: firefox security update

Mozilla Firefox is an open-source web browser, designed for standards compliance, performance, and portability. Security Fixes: firefox: Incorrect boundary conditions in the JavaScript Engine: JIT component CVE-2026-8388 firefox: Other issue in the JavaScript Engine component CVE-2026-8391 firefo...

PT-2026-54122

Name of the Vulnerable Software and Affected Versions Google Chrome versions prior to 150.0.7871.47 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...

Google Chrome Resource Management Error Vulnerability

Google Chrome is a web browser developed by Google Inc. Versions of Google Chrome prior to 148.0.7778.216 contained a resource management vulnerability. This vulnerability stemmed from the reuse of objects after their release in the DOM, which could allow remote attackers to execute arbitrary cod...

CVE-2026-40836: Improper Neutralization of Special Elements used in an SQL Command

An low privileged remote attacker can exploit an unauthenticated SQL Injection vulnerability in the inmessage model due to improper neutralization of special elements in a SQL DELETE command allowing for reading the whole database and deleting entries in a non critical table. This can result in a...

Refusal Before Decoding: Detecting and Exploiting Refusal Signals in Intermediate LLM Activations

In this paper, we investigate whether refusal behavior can be predicted from LLM intermediate activations before decoding using linear probes trained on residual stream activations at each transformer block. We find that refusal is linearly decodable well before the final layer, indicating that...

Heap Buffer Overflow DoS

The vulnerability of the formConnectionSetting function in the microprogramming software for Edimax EW-7438RPn wireless signal amplifiers is related to the execution of operations outside the buffer in memory. Exploiting this vulnerability could allow a remote attacker to execute arbitrary code...

Ubuntu 24.04 LTS : ONNX vulnerability (USN-8307-1)

The remote Ubuntu 24.04 LTS host has packages installed that are affected by a vulnerability as referenced in the USN-8307-1 advisory. It was discovered that ONNX did not properly validate paths when extracting tar archives during model downloads. An attacker could possibly use this issue to...

Kirby CMS's `pages.access` permission is not checked during rendering of page drafts

TL;DR This vulnerability affects all Kirby sites where users of a particular role have no permission to access pages pages.access permission is disabled. This can be due to configuration in the user blueprints, via options in the model blueprints or via a combination of both settings. Kirby sites...

GHSA-2XW4-V2WX-HQQ9 Kirby CMS's `pages.access` permission is not checked during rendering of page drafts

TL;DR This vulnerability affects all Kirby sites where users of a particular role have no permission to access pages pages.access permission is disabled. This can be due to configuration in the user blueprints, via options in the model blueprints or via a combination of both settings. Kirby sites...

biobb-io (>=0.0.1, <=0.0.8), biobb-model (>=0.0.1, <=0.0.10) +3 more potentially affected by CVE-2026-44896 via mistune (0.7.4)

mistune PYPI version 0.7.4 is affected by a known vulnerability. The following packages have a transitive dependency on mistune and may be impacted: - biobb-io =0.0.1, =0.0.1, =0.2.1, =2.2.20170208112505, =2.7.20181012180226 Source cves: CVE-2026-44896 Source advisory: OSV:PYSEC-2026-168...

biobb-io (>=0.0.1, <=0.0.8), biobb-model (>=0.0.1, <=0.0.10) +3 more potentially affected by CVE-2026-44897 via mistune (0.7.4)

mistune PYPI version 0.7.4 is affected by a known vulnerability. The following packages have a transitive dependency on mistune and may be impacted: - biobb-io =0.0.1, =0.0.1, =0.2.1, =2.2.20170208112505, =2.7.20181012180226 Source cves: CVE-2026-44897 Source advisory: OSV:PYSEC-2026-2207...

biobb-io (>=0.0.1, <=0.0.8), biobb-model (>=0.0.1, <=0.0.10) +3 more potentially affected by CVE-2026-44898 via mistune (0.7.4)

mistune PYPI version 0.7.4 is affected by a known vulnerability. The following packages have a transitive dependency on mistune and may be impacted: - biobb-io =0.0.1, =0.0.1, =0.2.1, =2.2.20170208112505, =2.7.20181012180226 Source cves: CVE-2026-44898 Source advisory: OSV:PYSEC-2026-2208...

biobb-io (>=0.0.1, <=0.0.8), biobb-model (>=0.0.1, <=0.0.10) +3 more potentially affected by CVE-2026-44899 via mistune (0.7.4)

mistune PYPI version 0.7.4 is affected by a known vulnerability. The following packages have a transitive dependency on mistune and may be impacted: - biobb-io =0.0.1, =0.0.1, =0.2.1, =2.2.20170208112505, =2.7.20181012180226 Source cves: CVE-2026-44899 Source advisory: OSV:PYSEC-2026-2209...

CVE-2026-5843

The MLX inference backend in Docker Model Runner on macOS uses the MLX-LM library, which unconditionally imports and executes arbitrary Python files from model directories via the modelfile configuration field in config.json. When a model's config.json specifies a modelfile pointing to a Python...

CVE-2026-5817

The vllm-metal inference backend in Docker Model Runner on macOS unconditionally sets trustremotecode=True when loading model tokenizers, and runs without sandboxing. This causes transformers.AutoTokenizer.frompretrained to import and execute arbitrary Python files included in any model pulled fr...

USN-8307-1 onnx vulnerability

It was discovered that ONNX did not properly validate paths when extracting tar archives during model downloads. An attacker could possibly use this issue to overwrite arbitrary files on the system...

USN-8307-1: ONNX vulnerability

It was discovered that ONNX did not properly validate paths when extracting tar archives during model downloads. An attacker could possibly use this issue to overwrite arbitrary files on the system...

CVE-2026-44723

CVE-2026-44723 affects Vowpal Wabbit. The issue arises in the GitHub workflow .github/workflows/python_checks.yml where the PR title ({{ github.event.pull_request.title }}) is directly embedded inside double-quoted bash strings in four steps across four jobs, passing it as a CLI argument to run_t...