RealVuln: Benchmarking Rule-Based, General-Purpose LLM, and Security-Specialized Scanners on Real-World Code

How do security scanners perform on real-world code? We present RealVuln, the first open-source benchmark comparing Rule-Based SAST, General-Purpose LLMs, and Security-Specialized scanners on 26 intentionally vulnerable Python repositories educational and Capture-The-Flag applications with 796...

Persistent Human Feedback, LLMs, and Static Analyzers for Secure Code Generation and Vulnerability Detection

Existing literature heavily relies on static analysis tools to evaluate LLMs for secure code generation and vulnerability detection. We reviewed 1,080 LLM-generated code samples, built a human-validated ground-truth, and compared the outputs of two widely used static security tools, CodeQL and...

Reading between the Code Lines: On the Use of Self-Admitted Technical Debt for Security Analysis

Static Analysis Tools SATs are central to security engineering activities, as they enable early identification of code weaknesses without requiring execution. However, their effectiveness is often limited by high false-positive rates and incomplete coverage of vulnerability classes. At the same...

AgenticSCR: An Autonomous Agentic Secure Code Review for Immature Vulnerabilities Detection

Secure code review is critical at the pre-commit stage, where vulnerabilities must be caught early under tight latency and limited-context constraints. Existing SAST-based checks are noisy and often miss immature, context-dependent vulnerabilities, while standalone Large Language Models LLMs are...

An Empirical Study on Remote Code Execution in Machine Learning Model Hosting Ecosystems

Model-sharing platforms, such as Hugging Face, ModelScope, and OpenCSG, have become central to modern machine learning development, enabling developers to share, load, and fine-tune pre-trained models with minimal effort. However, the flexibility of these ecosystems introduces a critical security...

Security Vulnerabilities in Software Supply Chain for Autonomous Vehicles

The interest in autonomous vehicles AVs for critical missions, including transportation, rescue, surveillance, reconnaissance, and mapping, is growing rapidly due to their significant safety and mobility benefits. AVs consist of complex software systems that leverage artificial intelligence AI,...

react-native-keys insecurely stores encryption cipher and Base64 chunks

react-native-keys 0.7.11 is vulnerable to sensitive information disclosure remote as encryption cipher and Base64 chunks are stored as plaintext in the compiled native binary. Attackers can extract these secrets using basic static analysis tools...

CVE-2025-45001

react-native-keys 0.7.11 is vulnerable to sensitive information disclosure remote as encryption cipher and Base64 chunks are stored as plaintext in the compiled native binary. Attackers can extract these secrets using basic static analysis tools...

csmock 安全漏洞

csmock is a tool automation approach to scanning SRPMs through static analysis tools by csutils open source. A security vulnerability exists in csmock. An attacker exploited the vulnerability to execute arbitrary commands against OSH staff...

Introducing Microsoft Application Inspector

Modern software development practices often involve building applications from hundreds of existing components, whether they’re written by another team in your organization, an external vendor, or someone in the open source community. Reuse has great benefits, including time-to-market, quality, a...

FreeRADIUS Update Patches Bugs Static Analysis Tools Missed

FreeRADIUS, the popular open source RADIUS server, today published updates that include fixes for a number of security issues uncovered by a custom fuzzer built by Dutch researcher Guido Vranken. Vranken used a custom version of libFuzzer to find a handful of serious bugs in OpenVPN that were...