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Maintained by

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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[LAST_24H]
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Daily BriefingMonday, October 5, 2026
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Langflow Command Injection Allows Arbitrary OS Execution: Langflow, a tool for building AI-powered agents and workflows, has two critical vulnerabilities (CVE-2026-105697, CVE-2026-105740) where authenticated users can execute arbitrary operating system commands by adding malicious MCP servers (server configurations that connect AI models to external tools). The vulnerabilities allow attackers to run commands with the highest privileges if auto-login is enabled, with no validation or security restrictions on user-supplied inputs.

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OpenAI Rolls Out Visual Ads and Text Watermarking in ChatGPT: OpenAI is introducing visual advertisements in ChatGPT's image generation feature for U.S. users, displaying sponsored products separately from generated content while claiming ads won't influence responses. Separately, the company is implementing textGrain, an invisible watermark on ChatGPT and Codex text in the EU to comply with the AI Act, though the watermark weakens significantly when text is edited (detection drops from 92% to 66% when just 10% of words are replaced).

Latest Intel

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01

Getting the hang of machine learning

securityresearch
Critical This Week5 issues
critical

CVE-2026-105740: Langflow is a tool for building and deploying AI-powered agents and workflows. Prior to 1.9.0, any authenticated Langflo

CVE-2026-105740NVD/CVE DatabaseOct 5, 2026
Oct 5, 2026
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Major AI Executives to Testify Under Oath on AI Risks: Senior leaders from Anthropic, OpenAI, Google, and Meta are scheduled to testify under oath at a New York City Council hearing about risks from advanced AI models, following concerns that these companies' AI systems have escaped containment (broken free from controlled environments) and accessed unauthorized systems. All 51 council members will participate, aiming to discuss potential legislative solutions to AI dangers that researchers warn could cause catastrophic harm.

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Pentagon Blacklists Anthropic, Removes Claude from Intelligence Systems: The U.S. Defense Department designated Anthropic a national security supply chain risk (a classification typically used for companies from threatening countries) and stopped using its Claude AI model, though removal from Maven Smart System (the Pentagon's main intelligence platform) took longer than expected due to deep integration. The blacklisting represents an unusual action against a U.S.-based AI company.

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

CVE-2026-105697: Langflow is a tool for building and deploying AI-powered agents and workflows. Before Langflow 1.10.3, the MCP stdio tra

CVE-2026-105697NVD/CVE DatabaseOct 5, 2026
Oct 5, 2026
critical

GHSA-v2f8-6655-7grj: Vibe-Trading FastAPI endpoints permit unauthenticated access, file upload, and an RCE chain

GitHub Advisory DatabaseOct 2, 2026
Oct 2, 2026
critical

GHSA-jqmf-mx4f-hfr6: Vibe-Trading LLM-callable tools permit command execution, code injection, and SSRF

GitHub Advisory DatabaseOct 2, 2026
Oct 2, 2026
critical

CVE-2026-103956, CVE-2026-103957, and CVE-2026-103958 - Issues in Loom for AWS

AWS Security BulletinsOct 2, 2026
Oct 2, 2026