Analyzing Unsolicited Internet Traffic: Measuring IoT Security Threats Via Network Telescopes

Network telescopes serve as a critical passive monitoring tool for capturing unsolicited Internet traffic, providing insights into global scanning and reconnaissance behavior. This study analyzes a 10-day dataset during January 2025 consisting of approximately 22 million packets collected by the...

Byte-Level Generative Predictions for Forensics Multimedia Carving

Digital forensic investigations often face significant challenges when recovering fragmented multimedia files that lack file system metadata. While traditional file carving relies on signatures and discriminative deep learning models for fragment classification, these methods cannot reconstruct o...

A Novel Solution for Zero-Day Attack Detection in IDS Using Self-Attention and Jensen-Shannon Divergence in WGAN-GP

The increasing sophistication of cyber threats, especially zero-day attacks, poses a significant challenge to cybersecurity. Zero-day attacks exploit unknown vulnerabilities, making them difficult to detect and defend against. Existing approaches patch flaws and deploy an Intrusion Detection Syst...

CVE-2026-29023 Keygraph Shannon Hard-coded Router API Key

Keygraph Shannon contains a hard-coded API key in its router configuration that, when the router component is enabled and exposed, allows network attackers to authenticate using the publicly known static key. An attacker able to reach the router port can proxy requests through the Shannon instanc...

CVE-2026-29023 Keygraph Shannon Hard-coded Router API Key

Keygraph Shannon contains a hard-coded API key in its router configuration that, when the router component is enabled and exposed, allows network attackers to authenticate using the publicly known static key. An attacker able to reach the router port can proxy requests through the Shannon instanc...

CVE-2026-29023

CVE-2026-29023 affects Keygraph Shannon’s router component. A hard-coded API key in the router configuration enables network attackers to authenticate if the router port is reachable, allowing them to proxy requests through the Shannon instance using the victim’s configured upstream provider API ...

PT-2026-24097

Name of the Vulnerable Software and Affected Versions Keygraph Shannon affected versions not specified Description Keygraph Shannon contains a hard-coded API key within its router configuration. When the router component is enabled and accessible, network attackers can use this publicly known key...

Shannon 信任管理问题漏洞

Shannon is an open-source white-box penetration testing tool developed by KeygraphHQ. Shannon has a vulnerability related to trust management, which stems from hardcoded API keys in router configurations. This vulnerability could allow unauthenticated attackers to make proxy requests and...

Hand over the keys for Shannon’s shenanigans

Welcome to this week's edition of the Threat Source newsletter. Last week, yet another security AI tool made the rounds on social media: Shannon, a fully autonomous AI penetration testing tool created by Keygraph. It "autonomously hunts for attack vectors in your code, then uses its built-in...

ShellForge: Adversarial Co-Evolution of Webshell Generation and Multi-View Detection for Robust Webshell Defense

Webshells remain a primary foothold for attackers to compromise servers, particularly within PHP ecosystems. However, existing detection mechanisms often struggle to keep pace with rapid variant evolution and sophisticated obfuscation techniques that camouflage malicious intent. Furthermore, many...

CVE-2023-31115

An issue was discovered in the Shannon RCS component in Samsung Exynos Modem 5123 and 5300. Incorrect resource transfer between spheres can cause changes to the activation mode of RCS via a crafted application...

CVE-2019-20605

An issue was discovered on Samsung mobile devices with N7.x, O8.x, and P9.0 Exynos chipsets software. A heap overflow occurs for baseband in the Shannon modem. The Samsung ID is SVE-2019-14071 May 2019...

Quantum Semantic Communication beyond the Shannon-Wyner Channel Capacity

Quantum Secure Direct Communication QSDC, a paradigm-shifting breakthrough in quantum communication, exploits quantum states for unmediated information transmission. Rooted in the inviolable fundamental laws of quantum mechanics, QSDC enables ultrasensitive detection of even the faintest...

EUVD-2019-11145

Malware in sbrugna...

EUVD-2016-2038

Malware in sbrugna...

EUVD-2018-13575

Malware in sbrugna...

EUVD-2020-17747

Malware in sbrugna...

EUVD-2023-25671

Malicious code in bioql PyPI...

EUVD-2023-25662

Malicious code in bioql PyPI...

EUVD-2023-35441

Malicious code in bioql PyPI...