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Truong (Jack) Luu

Information Systems Researcher

AI Sec Watch

The security intelligence platform for AI teams

AI security threats move fast and get buried under hype and noise. Built by an Information Systems Security researcher to help security teams and developers stay ahead of vulnerabilities, privacy incidents, safety research, and policy developments.

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Daily BriefingSunday, September 27, 2026
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Comprehensive Survey Maps AI Auditing Landscape: A new academic survey consolidates existing frameworks, principles, and methodologies used to audit AI systems for safety, fairness, and reliability, providing practitioners with a structured overview of current evaluation approaches.

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01

ChatGPT Custom Instructions: Persistent Data Exfiltration Demo

securitysafety
Critical This Week5 issues
critical

CVE-2026-84462: Zammad is a web based open source helpdesk/customer support system. Prior to 7.1.2, a security filter that protects Zamm

CVE-2026-84462NVD/CVE DatabaseSep 25, 2026
Sep 25, 2026
Jul 24, 2023

ChatGPT has a vulnerability where attackers can use image markdown (a way to embed images in text) to trick the system into leaking data. OpenAI recently added Custom Instructions, a feature that automatically adds instructions to every message, which attackers can abuse to install a persistent backdoor (hidden access point) that steals data through the image markdown vulnerability. This technique is similar to how attackers exploit other systems by enabling features like email forwarding after they gain initial access.

Embrace The Red
02

CVE-2023-3765: Absolute Path Traversal in GitHub repository mlflow/mlflow prior to 2.5.0.

security
Jul 19, 2023

MLflow (a popular machine learning platform) versions before 2.5.0 contain a vulnerability called absolute path traversal (CWE-36, where an attacker can access files anywhere on a system by manipulating file paths). This vulnerability was identified and reported through the huntr.dev bug bounty program.

Fix: Upgrade to MLflow version 2.5.0 or later. A patch is available at https://github.com/mlflow/mlflow/commit/6dde93758d42455cb90ef324407919ed67668b9b.

NVD/CVE Database
03

CVE-2023-3686: A vulnerability was found in Bylancer QuickAI OpenAI 3.8.1. It has been declared as critical. This vulnerability affects

security
Jul 16, 2023

A critical vulnerability (CVE-2023-3686) was found in Bylancer QuickAI OpenAI version 3.8.1 that allows SQL injection (a technique where attackers insert malicious database commands into user input) through the 's' parameter in the /blog file's GET Parameter Handler. The attack can be launched remotely, and the vendor did not respond to early disclosure attempts.

NVD/CVE Database
04

Image to Prompt Injection with Google Bard

securityresearch
Jul 14, 2023

Google Bard can be tricked through image-based prompt injection (hidden instructions placed in images that the AI then follows), as demonstrated by a researcher who embedded text in an image that caused Bard to perform unexpected actions. This vulnerability shows that AI systems that analyze images may be vulnerable to indirect prompt injection attacks (tricking an AI into ignoring its normal instructions by hiding malicious commands in user-provided content).

Embrace The Red
05

CVE-2023-37275: Auto-GPT is an experimental open-source application showcasing the capabilities of the GPT-4 language model. The Auto-GP

security
Jul 13, 2023

Auto-GPT is an experimental application that uses GPT-4 (a large language model) to demonstrate AI capabilities through a command-line interface. Before version 0.4.3, malicious websites could trick Auto-GPT's language model into outputting specially encoded text (ANSI escape sequences, which are hidden commands that control console display) that would create fake or misleading messages on the user's screen, potentially causing them to run unintended commands.

Fix: The issue has been patched in release version 0.4.3.

NVD/CVE Database
06

CVE-2023-37274: Auto-GPT is an experimental open-source application showcasing the capabilities of the GPT-4 language model. When Auto-G

security
Jul 13, 2023

Auto-GPT versions before 0.4.3 have a path traversal vulnerability (a weakness where an attacker uses file paths like '../../../' to access files outside the intended directory) in the `execute_python_code` command that fails to validate filenames, allowing an attacker to write malicious code outside the sandbox and execute arbitrary commands on the host system. This vulnerability bypasses the Docker container (a tool that isolates applications) meant to protect the main system from untrusted code.

Fix: The issue has been patched in version 0.4.3. As a workaround, run Auto-GPT in a virtual machine or another environment in which damage to files or corruption of the program is not a critical problem.

NVD/CVE Database
07

CVE-2023-37273: Auto-GPT is an experimental open-source application showcasing the capabilities of the GPT-4 language model. Running Aut

security
Jul 13, 2023

Auto-GPT versions before 0.4.3 have a security flaw where the docker-compose.yml file (a configuration file that sets up Docker containers) is mounted into the container without write protection. If an attacker tricks Auto-GPT into running malicious code through the `execute_python_file` or `execute_python_code` commands, they can overwrite this file and gain control of the host system (the main computer running Auto-GPT) when it restarts.

Fix: Update to Auto-GPT version 0.4.3 or later, as the issue has been patched in that version.

NVD/CVE Database
08

Google Docs AI Features: Vulnerabilities and Risks

securitysafety
Jul 12, 2023

Google Docs recently added new AI features, such as automatic summaries and creative content generation, which are helpful but introduce security risks. The main concern is that using these AI features on untrusted data (information you don't know the source or reliability of) could lead to unwanted consequences, though currently attackers have limited ways to exploit these features.

Embrace The Red
09

OpenAI Removes the "Chat with Code" Plugin From Store

security
Jul 6, 2023

OpenAI removed the 'Chat with Code' plugin from its store after security researchers discovered it was vulnerable to CSRF (cross-site request forgery, where an attacker tricks a system into making unwanted actions on behalf of a user). The vulnerability allowed ChatGPT to accidentally create GitHub issues without user permission when certain plugins were enabled together.

Embrace The Red
10

CVE-2023-36189: SQL injection vulnerability in langchain before v0.0.247 allows a remote attacker to obtain sensitive information via th

security
Jul 6, 2023

A SQL injection vulnerability (a type of attack where an attacker inserts malicious SQL commands into input fields) exists in langchain versions before v0.0.247 in the SQLDatabaseChain component, allowing remote attackers to obtain sensitive information from databases.

Fix: Update langchain to version v0.0.247 or later.

NVD/CVE Database
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critical

GHSA-fm8p-53ww-hf6w: DBHub HTTP transport DNS rebinding allows unauthenticated browser-origin SQL execution

CVE-2026-61742GitHub Advisory DatabaseSep 24, 2026
Sep 24, 2026
critical

GHSA-g5f9-3xfg-p9mf: Decepticon: Role-boundary forgery via ChatML special-token literals in web crawl output composed into LLM context

CVE-2026-61732GitHub Advisory DatabaseSep 24, 2026
Sep 24, 2026
critical

CVE-2026-95985 - Kiro IDE Allows Agentic Writes to Global Configurations While Working in Untrusted Workspaces

AWS Security BulletinsSep 24, 2026
Sep 24, 2026
critical

Critical Bifrost AI Gateway Flaw Lets Attackers Run Commands Without Credentials

The Hacker NewsSep 22, 2026
Sep 22, 2026