Daniel Miessler on the AI Attack/Defense Balance

His conclusion: Context wins Basically whoever can see the most about the target, and can hold that picture in their mind the best, will be best at finding the vulnerabilities the fastest and taking advantage of them. Or, as the defender, applying patches or mitigations the fastest. And if you’re...

Adaptive Deception Framework with Behavioral Analysis for Enhanced Cybersecurity Defense

This paper presents CADL Cognitive-Adaptive Deception Layer, an adaptive deception framework achieving 99.88% detection rate with 0.13% false positive rate on the CICIDS2017 dataset. The framework employs ensemble machine learning Random Forest, XGBoost, Neural Networks combined with behavioral...

Rancher data falsification vulnerability

Rancher is an open source container management platform from the US-based Rancher Open Source, built for organizations deploying containers in production environments. Rancher suffers from a Data Forgery Issue vulnerability that stems from a flaw in the SAML authentication protocol that could lea...

Creativeitem Ekushey CRM Cross-site Scripting Vulnerability

Creativeitem Ekushey CRM is an open source project management script by Creativeitem. A cross-site scripting vulnerability exists in Creativeitem Ekushey CRM that stems from insufficient validation of user input and could lead to a stored cross-site scripting attack...

PT-2025-40425

Name of the Vulnerable Software and Affected Versions WeGIA versions 3.4.12 and below Description WeGIA, a web manager designed for charitable institutions, is susceptible to a Cross-Site Request Forgery CSRF issue. The deletion function for the Almoxarifado entity is accessible through an HTTP G...

Yoshop security vulnerabilities

Yoshop is a Chinese yiovo open source e-commerce system. A security vulnerability exists in Yoshop version 2.0, which originates from unvalidated goodsIds parameter and may lead to SQL injection attack...

FalseCrashReducer: Mitigating False Positive Crashes in OSS-Fuzz-Gen Using Agentic AI

Fuzz testing has become a cornerstone technique for identifying software bugs and security vulnerabilities, with broad adoption in both industry and open-source communities. Directly fuzzing a function requires fuzz drivers, which translate random fuzzer inputs into valid arguments for the target...

[SECURITY] Fedora 42 Update: firefox-143.0.3-1.fc42

Mozilla Firefox is an open-source web browser, designed for standards compliance, performance and portability...

Linux Kernel Security Vulnerabilities

Linux kernel is the kernel used by Linux, the open source operating system of the Linux Foundation in the United States. A security vulnerability exists in the Linux kernel that stems from a memory leak in the rtwusbprobe function that could lead to memory exhaustion...

Number withdrawal

The Linux kernel is the kernel used by the Linux Foundation's open source operating system Linux in the United States. This CVE number has been withdrawn...

CVE-2025-59681

An issue was discovered in Django 4.2 before 4.2.25, 5.1 before 5.1.13, and 5.2 before 5.2.7. QuerySet.annotate, QuerySet.alias, QuerySet.aggregate, and QuerySet.extra are subject to SQL injection in column aliases, when using a suitably crafted dictionary, with dictionary expansion, as the kwarg...

Security Bulletin: Multiple vulnerabilities in IBM Planning Analytics

Summary There are vulnerabilities in Open Source Software OSS components consumed by IBM Planning Analytics. Additionally, IBM Planning Analytics is vulnerable to Cross-site scripting. This Security Bulletin relates only to the direct usage of third-party components by IBM Planning Analytics...

Introducing zeroday.cloud: First-of-its-kind cloud and AI hacking competition

Wiz and the leading CSPs are launching one of the largest hacking competitions ever to secure the open-source software powering the cloud ecosystem...

From Trace to Line: LLM Agent for Real-World OSS Vulnerability Localization

Large language models show promise for vulnerability discovery, yet prevailing methods inspect code in isolation, struggle with long contexts, and focus on coarse function- or file-level detections - offering limited actionable guidance to engineers who need precise line-level localization and...

OpenSSL Toolkit 3.5.4

OpenSSL is a robust, fully featured Open Source toolkit implementing the Secure Sockets Layer and Transport Layer Security protocols with full-strength cryptography world-wide. This is the 3.5 LTS release...

OpenSSL Toolkit 3.4.3

OpenSSL is a robust, fully featured Open Source toolkit implementing the Secure Sockets Layer and Transport Layer Security protocols with full-strength cryptography world-wide. This is the 3.4 release...

OpenSSL Toolkit 3.3.5

OpenSSL is a robust, fully featured Open Source toolkit implementing the Secure Sockets Layer and Transport Layer Security protocols with full-strength cryptography world-wide. This is the 3.3 release...

OpenSSL Toolkit 3.0.18

OpenSSL is a robust, fully featured Open Source toolkit implementing the Secure Sockets Layer and Transport Layer Security protocols with full-strength cryptography world-wide. This is the 3.0 LTS release...

AgentAPI security vulnerability

AgentAPI is a Coder open source interface project. A security vulnerability exists in AgentAPI 0.3.3 and earlier versions, which stems from a susceptibility to client-side DNS rebinding attacks that could lead to unauthorized disclosure of sensitive user data...

CVE-2025-59934

Formbricks is an open source qualtrics alternative. Prior to version 4.0.1, Formbricks is missing JWT signature verification. This vulnerability stems from a token validation routine that only decodes JWTs jwt.decode without verifying their signatures. Both the email verification token login path...