PROMPTPurify

promptpurify 用于LLM聊天应用的微型提示注入防火墙。约14 MB。仅需CPU。 可嵌入用户输入与大模型之间的防护——运行在同一台机器上，无需GPU、无需API、无需额外服务。 由SecureLayer7红队打造。大多数开源护栏体积达数百MB，需要GPU，且仍然遗漏我们在生产环境中看到的攻击。我们需要一个可以在自己的AI产品和客户应用内部署的东西，而不需要任何这些东西。 为什么存在 | promptpurify| 典型开源护栏 ---|---|--- 安装体积| 14 MB ONNX| 180 MB – 7 GB 推理| CPU，个位数毫秒| 推荐GPU 运行位置|...

Project-Onyx

Proyecto Onyx Evasion Avanzada de EDR mediante Suplantación de Telemetría de IA y Sandboxing WASM. Project Onyx es un pipeline PoC de Red Team diseñado para demostrar técnicas avanzadas de evasión contra sistemas EDR modernos. Se aleja del ofuscamiento tradicional basado en firmas hacia el...

Cawdog

CAWODOG —— 面向基于 Python 的工业 AI 的 IP 保护概念验证 CAWODOG （猫世界统治集团）是一个趣味十足但贴近现实的概念验证，用于保护部署在离线工业机器上的基于 Python 的 AI 模型 。 核心理念： 以一个能够识别狗（CAWODOG 的“敌人”）的小型图像分类器为例，将其封装到一个简单的应用中，然后逐步加固 部署，以防止 IP 被窃取。 该 PoC 是作为一份内部白皮书的配套而设计的： 为离线工业 AI 部署加固 Python IP 目标 本仓库逐步演示： 从朴素的 Python 部署中窃取模型有多么容易 如何将 Python 应用拆分为 UI 与引擎...

CVE-2026-55832

Tract is a tiny, no-nonsense, self-contained TensorFlow and ONNX inference toolkit. Prior to 0.21.17, 0.22.3, and 0.23.2, the tract-onnx crate passes the attacker-controlled externaldata location from an ONNX model through onnx/src/tensor.rs getexternalresources and joins the value to the model...

CVE-2026-55832

Tract (tract-onnx crate, a Rust inference toolkit for TensorFlow/ONNX) is vulnerable to arbitrary local file read when loading an untrusted ONNX model. The external_data location field is joined to the model directory via Path::join without rejecting absolute paths or .. components, so the defaul...

EUVD-2026-77721

Tract is a tiny, no-nonsense, self-contained TensorFlow and ONNX inference toolkit. Prior to 0.21.17, 0.22.3, and 0.23.2, the tract-onnx crate passes the attacker-controlled externaldata location from an ONNX model through onnx/src/tensor.rs getexternalresources and joins the value to the model...

CVE-2026-55832 Tract: Arbitrary file read via unsanitized ONNX external_data `location` (path traversal) on model load in tract-onnx

Tract is a tiny, no-nonsense, self-contained TensorFlow and ONNX inference toolkit. Prior to 0.21.17, 0.22.3, and 0.23.2, the tract-onnx crate passes the attacker-controlled externaldata location from an ONNX model through onnx/src/tensor.rs getexternalresources and joins the value to the model...

CVE-2026-55832 Tract: Arbitrary file read via unsanitized ONNX external_data `location` (path traversal) on model load in tract-onnx

Tract is a tiny, no-nonsense, self-contained TensorFlow and ONNX inference toolkit. Prior to 0.21.17, 0.22.3, and 0.23.2, the tract-onnx crate passes the attacker-controlled externaldata location from an ONNX model through onnx/src/tensor.rs getexternalresources and joins the value to the model...

CVE-2026-55832 Tract: Arbitrary file read via unsanitized ONNX external_data `location` (path traversal) on model load in tract-onnx

Tract is a tiny, no-nonsense, self-contained TensorFlow and ONNX inference toolkit. Prior to 0.21.17, 0.22.3, and 0.23.2, the tract-onnx crate passes the attacker-controlled externaldata location from an ONNX model through onnx/src/tensor.rs getexternalresources and joins the value to the model...

CVE-2026-55832: Improper Limitation of a Pathname to a Restricted Directory

Tract is a tiny, no-nonsense, self-contained TensorFlow and ONNX inference toolkit. Prior to 0.21.17, 0.22.3, and 0.23.2, the tract-onnx crate passes the attacker-controlled externaldata location from an ONNX model through onnx/src/tensor.rs getexternalresources and joins the value to the model...

ONNX: TOCTOU arbitrary file read/write in save_external_dat

SummaryThe saveexternaldata method seems to include multiple issues introducing a local TOCTOU vulnerability, an arbitrary file read/write on any system. It potentially includes a path validation bypass on Windows systems.Regarding the TOCTOU, an attacker seems to be able to overwrite victim's...

PYSEC-2026-3876 ONNX: TOCTOU arbitrary file read/write in save_external_dat

Summary The saveexternaldata method seems to include multiple issues introducing a local TOCTOU vulnerability, an arbitrary file read/write on any system. It potentially includes a path validation bypass on Windows systems. Regarding the TOCTOU, an attacker seems to be able to overwrite victim's...

Cache Poisoning

Spring AI is vulnerable to cache poisoning. The vulnerability is due to insecure handling of the deterministic cache path, where an attacker can pre‑create the cache directory and plant a malicious ONNX model file and achieve execution when the model is loaded...

CVE-2026-49114

A flaw was found in ONNX. The saveexternaldata function is vulnerable to symlink following and path traversal. A local attacker with write access to a directory where a victim serializes external data can exploit this by pre-planting a symlink. This allows the attacker to cause the victim's write...

CVE-2026-63632

A flaw was found in Open Neural Network Exchange ONNX. An out-of-bounds read can occur in the onnx.versionconverter.convertversion function when processing Gemm nodes with input tensors having fewer than two dimensions. This vulnerability, caused by a lack of rank checking, could allow an attacke...

EUVD-2026-66822

A local attacker on a multi-user host can pre-create the deterministic cache path and plant a malicious ONNX model file. Spring AI 2.0.0 Spring AI 1.1.0 - 1.1.8 Spring AI 1.0.0 - 1.0.9...

CVE-2026-47852

A local attacker on a multi-user host can pre-create the deterministic cache path and plant a malicious ONNX model file. Spring AI 2.0.0 Spring AI 1.1.0 - 1.1.8 Spring AI 1.0.0 - 1.0.9...

CVE-2026-47852: Insecure Temporary File

A local attacker on a multi-user host can pre-create the deterministic cache path and plant a malicious ONNX model file. Spring AI 2.0.0 Spring AI 1.1.0 - 1.1.8 Spring AI 1.0.0 - 1.0.9...

CVE-2026-47852 Predictable cache directory location allows local ONNX model substitution in Spring AI

A local attacker on a multi-user host can pre-create the deterministic cache path and plant a malicious ONNX model file. Spring AI 2.0.0 Spring AI 1.1.0 - 1.1.8 Spring AI 1.0.0 - 1.0.9...

CVE-2026-47852 Predictable cache directory location allows local ONNX model substitution in Spring AI

A local attacker on a multi-user host can pre-create the deterministic cache path and plant a malicious ONNX model file. Spring AI 2.0.0 Spring AI 1.1.0 - 1.1.8 Spring AI 1.0.0 - 1.0.9...