PickleFuzzer: A Case Study in Fuzzing for Discrepancies between Python Pickle Implementations

Python's native serialization protocol, pickle, is a powerful but insecure format for transferring untrusted data. It is frequently used, especially for saving machine learning models, despite known security challenges. While developers sometimes mitigate this risk by restricting imports during...

Microsoft's MDASH AI System Finds 16 Windows Flaws Fixed in Patch Tuesday

Microsoft has unveiled a new multi-model artificial intelligence AI-driven system called MDASH to facilitate vulnerability discovery and remediation at scale, adding that it's being tested by some customers as part of a limited private preview. MDASH, short for m ulti-mod el a gentic s canning h...

Introducing Wiz Audit History: Track Every Change Across your Environment

Wiz Audit History is now GA, providing a continuous, cross-cloud timeline of changes to resource configurations and findings to accelerate incident response and simplify compliance...

Bringing AI Code Security into Qualys ETM

A first-class data model for the next generation of findings AI-driven code security is becoming a real category. Anthropic's Claude Code Security and OpenAI's Codex Security are the leading examples, and more will follow. These tools reason about source code at a depth that traditional SAST cann...

Continuous Discovery of Vulnerabilities in LLM Serving Systems with Fuzzing

LLM inference and serving systems have become security-critical infrastructure; however, many of their most concerning failures arise from the serving layer rather than from model behavior alone. Modern inference engines combine KV cache, batching, prefix sharing, speculative decoding, adapters,...

On the Security of Research Artifacts

Research artifacts are widely shared to support reproducibility, and artifact evaluation AE has become common at many leading conferences. However, AE mainly checks whether artifacts work as claimed and can be reproduced. It largely overlooks potential security risks. Since these artifacts are...

Build Fast, Build Secure: Wiz findings are now in Lovable

With Wiz in Lovable, every builder can catch and fix risks in real time, keeping apps secure as they’re created...

Introducing Penetration Test Findings: Unified Offensive Security in Wiz

Streamline pen-testing by unifying findings from bug bounties, manual audits, and Wiz Red Agent into a single, context-rich view...

Exploit for Embedded Malicious Code in Tukaani Xz

Security Review: CVE-2024-3094 XZ Utils Backdoor Автор:...

ExploitSense

ExploitSense ExploitSense is a local-first vulnerability anal...

CVE-2026-41472

CyberPanel versions prior to 2.4.5 contain a stored cross-site scripting vulnerability in the AI Scanner dashboard where the POST /api/ai-scanner/callback endpoint lacks authentication and allows unauthenticated attackers to inject malicious JavaScript by overwriting the findingsjson field of...

EUVD-2026-25630

CyberPanel versions prior to 2.4.4 contain a stored cross-site scripting vulnerability in the AI Scanner dashboard where the POST /api/ai-scanner/callback endpoint lacks authentication and allows unauthenticated attackers to inject malicious JavaScript by overwriting the findingsjson field of...

CVE-2026-41472 CyberPanel < 2.4.5 Stored XSS via AI Scanner Dashboard

CyberPanel versions prior to 2.4.5 contain a stored cross-site scripting vulnerability in the AI Scanner dashboard where the POST /api/ai-scanner/callback endpoint lacks authentication and allows unauthenticated attackers to inject malicious JavaScript by overwriting the findingsjson field of...

CyberPanel 跨站脚本漏洞

CyberPanel is a virtual hosting control panel developed by Usman Nasir, which includes DNS and email servers. Versions of CyberPanel prior to 2.4.4 had a cross-site scripting vulnerability. This vulnerability originated from a storage-based cross-site scripting vulnerability in the AI Scanner...

Web-Application-Pentest-Report

Web-Application-Pentest-Report OWASP methodology penetration t...

BuildReview2

BuildReview2 - Attack-Path-Driven Windows Host Review A rewri...

Big Tech can stop scams. They just don&#8217;t (Lock and Code S07E08)

This week on the Lock and Code podcast … A dreadful thing happens far too often whenever an older adult falls for a scam: They get blamed for it. Not the scammers who lied and cheated their victim out of money. Not law enforcement for failing to recover funds. Not even the Big Tech companies that...

mt6893-security-research

MT6893 Security Research Five security research findings from...

Unity Linux 20.1050e / 20.1060e / 20.1070e Security Update: kernel (UTSA-2026-007440)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2026-007440 advisory. In the Linux kernel, the following vulnerability has been resolved: fs: jfs: fix shift-out-of-bounds in dbDiscardAG This should be applied to most URSAN bugs found...

PT-2026-33317

Name of the Vulnerable Software and Affected Versions Horilla version 1.5.0 Description A broken access control issue in the helpdesk attachment viewer allows any authenticated user to view attachments from other tickets by modifying the attachment ID. This flaw can lead to the exposure of...