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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

Getting the hang of machine learning

securityresearch
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
Sep 1, 2020

A security researcher describes their year-long study of machine learning and AI fundamentals, with the goal of understanding how to build and then attack ML systems. The post outlines their learning approach, courses, and materials for others interested in starting adversarial machine learning (attacking ML systems).

Embrace The Red
02

Race conditions when applying ACLs

security
Aug 24, 2020

Race conditions in ACL (access control list, the rules that determine who can access files) application occur when a system creates a sensitive file but there is a time gap before permissions are applied to protect it, potentially allowing attackers to access the file during that window. This type of vulnerability exploits the timing between file creation and permission lockdown to expose sensitive information.

Embrace The Red
03

Red Teaming Telemetry Systems

securitysafety
Aug 12, 2020

Telemetry (data collected about how users interact with software) is often used by companies to make business decisions, but telemetry pipelines (the systems that collect and process this data) can be vulnerable to attacks. A red team security test demonstrated this by spoofing telemetry requests to falsely show a Commodore 64 as the most popular operating system, which could mislead companies into making poor decisions based on fake usage data.

Fix: The source mentions that internal red teams should run security assessments of telemetry pipelines. According to the text, this ensures that 'pipelines are assessed and proper sanitization, sanity checks, input validation for telemetry data is in place.' However, no specific technical fix, patch version, or concrete implementation details are provided.

Embrace The Red
04

Illusion of Control: Capability Maturity Models and Red Teaming

security
Jul 31, 2020

This article discusses how to measure the maturity and effectiveness of security testing programs, particularly red teaming (simulated attacks to find vulnerabilities). The author suggests using existing frameworks like CMMI (Capability Maturity Model Integration, a system developed by Carnegie Mellon University that rates how well-organized software processes are on a scale of one to five) that can be adapted to evaluate offensive security programs.

Embrace The Red
05

Motivated Intruder - Red Teaming for Privacy!

securityprivacy
Jul 24, 2020

This article discusses red teaming techniques (testing methods where security professionals act as attackers to find weaknesses) that organizations can use to identify privacy issues in their systems and infrastructure. The author emphasizes that privacy violations often come from insider threats (employees or contractors with authorized access to sensitive data), and highlights the importance of regular privacy testing as required by regulations like GDPR (General Data Protection Regulation, which sets rules for protecting personal data in Europe). The article mentions the "Motivated Intruder" threat model, where an insider with access to anonymized datasets (data with identifying information supposedly removed) uses data science techniques to reidentify people and expose their identities.

Embrace The Red
06

CVE-2020-14621: Vulnerability in the Java SE, Java SE Embedded product of Oracle Java SE (component: JAXP). Supported versions that are

security
Jul 15, 2020

A vulnerability in Oracle Java SE's JAXP component (a tool for processing XML data) allows attackers to modify or delete data without authentication by sending malicious data through network protocols. The flaw affects multiple Java versions including 7u261, 8u251, 11.0.7, and 14.0.1, and has a CVSS score (a 0-10 rating of how severe a vulnerability is) of 5.3.

NVD/CVE Database
07

Blast from the past: Cross Site Scripting on the AWS Console

security
Jul 1, 2020

A researcher discovered a persistent XSS (cross-site scripting, where an attacker injects malicious code into a web page that runs in other users' browsers) vulnerability in the AWS Console several years ago. The post documents how they found the bug, the techniques they used, and Amazon's response to the discovery.

Embrace The Red
08

CVE-2018-16848: A Denial of Service (DoS) condition is possible in OpenStack Mistral in versions up to and including 7.0.3. Submitting a

security
Jun 15, 2020

CVE-2018-16848 is a denial of service vulnerability in OpenStack Mistral (a workflow automation tool) affecting versions up to 7.0.3, where attackers can submit specially crafted workflow definition files with nested anchors (repeated references in YAML configuration files) to exhaust system resources and crash the service. The vulnerability exploits uncontrolled resource consumption (CWE-400, where a program doesn't limit how much memory or CPU it uses).

NVD/CVE Database
09

CVE-2020-13092: scikit-learn (aka sklearn) through 0.23.0 can unserialize and execute commands from an untrusted file that is passed to

security
May 15, 2020

scikit-learn (a Python machine learning library) versions up to 0.23.0 have a vulnerability where the joblib.load() function (which deserializes, or reconstructs objects from saved files) can execute harmful commands if an untrusted file is loaded. However, the vulnerability is disputed because joblib.load() is documented as unsafe and users are responsible for only loading files they trust.

NVD/CVE Database
10

CVE-2018-21233: TensorFlow before 1.7.0 has an integer overflow that causes an out-of-bounds read, possibly causing disclosure of the co

security
May 4, 2020

TensorFlow versions before 1.7.0 contain an integer overflow bug in the BMP decoder (DecodeBmp feature) that allows out-of-bounds read (accessing memory beyond intended boundaries), potentially exposing sensitive data from the computer's memory. This vulnerability exists in the file core/kernels/decode_bmp_op.cc and is classified as a CWE-125 weakness.

Fix: Upgrade to TensorFlow 1.7.0 or later. A patch is available at https://github.com/tensorflow/tensorflow/commit/49f73c55d56edffebde4bca4a407ad69c1cae433.

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