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Packet Storm News
Packet Storm News
•added 2025/12/14 12:00 a.m.•19 views

One Leak Away: How Pretrained Model Exposure Amplifies Jailbreak Risks in Finetuned LLMs

Finetuning pretrained large language models LLMs has become the standard paradigm for developing downstream applications. However, its security implications remain unclear, particularly regarding whether finetuned LLMs inherit jailbreak vulnerabilities from their pretrained sources. We investigat...

7AI score
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Packet Storm News
Packet Storm News
•added 2025/12/13 12:00 a.m.•34 views

Diverse LLMs Vs. Vulnerabilities: Who Detects and Fixes Them Better?

Large Language Models LLMs are increasingly being studied for Software Vulnerability Detection SVD and Repair SVR. Individual LLMs have demonstrated code understanding abilities, but they frequently struggle when identifying complex vulnerabilities and generating fixes. This study presents...

7AI score
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Packet Storm News
Packet Storm News
•added 2025/12/13 12:00 a.m.•13 views

The Role of AI in Modern Penetration Testing

Penetration testing is a cornerstone of cybersecurity, traditionally driven by manual, time-intensive processes. As systems grow in complexity, there is a pressing need for more scalable and efficient testing methodologies. This systematic literature review examines how Artificial Intelligence AI...

6.8AI score
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HackRead
HackRead
•added 2025/12/12 10:49 p.m.•24 views

Development Team Augmentation: A Strategic Approach for High-Performance Teams

Scale software teams fast with development team augmentation. Learn when it works best, key models, common mistakes, and how to choose the right partner...

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Packet Storm News
Packet Storm News
•added 2025/12/12 12:00 a.m.•50 views

Persistent Backdoor Attacks under Continual Fine-Tuning of LLMs

Backdoor attacks embed malicious behaviors into Large Language Models LLMs, enabling adversaries to trigger harmful outputs or bypass safety controls. However, the persistence of the implanted backdoors under user-driven post-deployment continual fine-tuning has been rarely examined. Most prior...

7.2AI score
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Qualys Blog
Qualys Blog
•added 2025/12/11 5:00 p.m.•21 views

Scale AI Securely with Qualys TotalAI’s Streamlined Onboarding, Deeper Risk Detection, and Compliance-Ready Reporting

Executive Summary Enterprises are entering a phase where AI systems function as decision engines that shape customer interactions, operational workflows, and business outcomes. This creates a new class of risk that is behavioral, contextual, and dynamic, driven by how models interpret instruction...

6.8AI score
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Akamai Blog
Akamai Blog
•added 2025/12/10 1:00 p.m.•20 views

Patch Wednesday: Root Cause Analysis with LLMs

...

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The Hacker News
The Hacker News
•added 2025/12/10 11:54 a.m.•23 views

Webinar: How Attackers Exploit Cloud Misconfigurations Across AWS, AI Models, and Kubernetes

Cloud security is changing. Attackers are no longer just breaking down the door; they are finding unlocked windows in your configurations, your identities, and your code. Standard security tools often miss these threats because they look like normal activity. To stop them, you need to see exactly...

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Packet Storm News
Packet Storm News
•added 2025/12/10 12:00 a.m.•20 views

Defining Cost Function of Steganography with Large Language Models

In this paper, we make the first attempt towards defining cost function of steganography with large language models LLMs, which is totally different from previous works that rely heavily on expert knowledge or require large-scale datasets for cost learning. To achieve this goal, a two-stage...

6.8AI score
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BDU FSTEC
BDU FSTEC
•added 2025/12/10 12:00 a.m.•20 views

The vulnerability of the scheduleAdd() function (/goform/scheduleAdd) in the microprogramming software for Linksys RE6250, RE6300, RE6350, RE6500, RE7000, and RE9000 allows a hacker to execute arbitrary code.

The vulnerability of the scheduleAdd function /goform/scheduleAdd in the microprogramming software for Linksys RE6250, RE6300, RE6350, RE6500, RE7000, and RE9000 is related to buffer overflow in the stack. Exploiting this vulnerability could allow an attacker to execute arbitrary code remotely...

9CVSS7.9AI score0.00966EPSS
SaveExploits1References2Affected Software6
Packet Storm News
Packet Storm News
•added 2025/12/10 12:00 a.m.•29 views

LLM-PEA: Leveraging Large Language Models against Phishing Email Attacks

Email phishing is one of the most prevalent and globally consequential vectors of cyber intrusion. As systems increasingly deploy Large Language Models LLMs applications, these systems face evolving phishing email threats that exploit their fundamental architectures. Current LLMs require...

7.2AI score
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Packet Storm News
Packet Storm News
•added 2025/12/10 12:00 a.m.•23 views

Chasing Shadows: Pitfalls in LLM Security Research

Large language models LLMs are increasingly prevalent in security research. Their unique characteristics, however, introduce challenges that undermine established paradigms of reproducibility, rigor, and evaluation. Prior work has identified common pitfalls in traditional machine learning researc...

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BDU FSTEC
BDU FSTEC
•added 2025/12/10 12:00 a.m.•21 views

The vulnerability of the addStaticRoute() function (/goform/addStaticRoute) in the microprogramming software for Linksys RE6250, RE6300, RE6350, RE6500, RE7000, and RE9000 allows a hacker to execute arbitrary commands.

The vulnerability of the addStaticRoute function /goform/addStaticRoute in Linksys RE6250, RE6300, RE6350, RE6500, RE7000, and RE9000 routers lies in the lack of measures to neutralize specific elements. Exploiting this vulnerability allows a remote attacker to execute arbitrary commands...

9CVSS6.9AI score0.06715EPSS
SaveExploits1References2Affected Software6
CVE
CVE
•added 2025/12/09 5:02 p.m.•70 views

CVE-2025-12946

CVE-2025-12946 affects NETGEAR Nighthawk routers and related models (RS700, RAX54Sv2, RAX41v2, RAX50, RAXE500, RAX41, RAX43, RAX35v2, RAXE450, RAX43v2, RAX42, RAX45, RAX50v2, MR90, MS90, RAX42v2, RAX49S). Root cause is improper input validation in the speedtest feature, enabling WAN-side attacker...

7.5CVSS6AI score0.00293EPSS
SaveExploits0References18Affected Software1
Cvelist
Cvelist
•added 2025/12/09 5:02 p.m.•47 views

CVE-2025-12946 Improper input validation in NETGEAR Nighthawk routers

A vulnerability in the speedtest feature of affected NETGEAR Nighthawk routers, caused by improper input validation, can allow attackers on the router's WAN side, using attacker-in-the-middle techniques MiTM to manipulate DNS responses and execute commands when speedtests are run. This issue...

7.3CVSS0.00293EPSS
SaveExploits0References18
Malwarebytes
Malwarebytes
•added 2025/12/09 1:34 p.m.•21 views

Prompt injection is a problem that may never be fixed, warns NCSC

Prompt injection is shaping up to be one of the most stubborn problems in AI security, and the UK’s National Cyber Security Centre NCSC has warned that it may never be “fixed” in the way SQL injection was. Two years ago, the NCSC said prompt injection might turn out to be the “SQL injection of th...

8AI score
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CVE
CVE
•added 2025/12/09 10:44 a.m.•36 views

CVE-2025-40935

Summary: CVE-2025-40935 affects Siemens/RUGGEDCOM ROS/RMC8388 and related devices. The issue is an input validation error during the TLS certificate upload in the web service, which could allow an authenticated remote attacker to crash and reboot the device, causing a temporary Denial of Service....

5.3CVSS6.3AI score0.00248EPSS
SaveExploits0References1
Packet Storm News
Packet Storm News
•added 2025/12/08 12:00 a.m.•27 views

A Practical Framework for Evaluating Medical AI Security: Reproducible Assessment of Jailbreaking and Privacy Vulnerabilities across Clinical Specialties

Medical Large Language Models LLMs are increasingly deployed for clinical decision support across diverse specialties, yet systematic evaluation of their robustness to adversarial misuse and privacy leakage remains inaccessible to most researchers. Existing security benchmarks require GPU cluster...

6.9AI score
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CNNVD
CNNVD
•added 2025/12/08 12:00 a.m.•16 views

Yottamaster多款产品 安全漏洞

Yottamaster DM2 and others are a private cloud hard disk enclosure from Yottamaster. A security vulnerability exists in several Yottamaster products, which stems from a path traversal vulnerability in the file upload component. The following products and versions are affected: Yottamaster DM2, DM...

9.8CVSS4.9AI score0.00769EPSS
SaveExploits1References6
VulnCheck KEV
VulnCheck KEV
•added 2025/12/08 12:00 a.m.•27 views

VulnCheck KEV: CVE-2018-10661

An issue was discovered in multiple models of Axis IP Cameras. There is a bypass of access control...

10CVSS8.1AI score0.86504EPSS
SaveIn wildExploits4References2
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