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How to Integrate AI into Modern SOC Workflows

How to Integrate AI into Modern SOC Workflows

Dec 30, 2025 Threat Hunting / Artificial Intelligence
Artificial intelligence (AI) is making its way into security operations quickly, but many practitioners are still struggling to turn early experimentation into consistent operational value. This is because SOCs are adopting AI without an intentional approach to operational integration. Some teams treat it as a shortcut for broken processes. Others attempt to apply machine learning to problems that are not well defined. Findings from our 2025 SANS SOC Survey reinforce that disconnect. A significant portion of organizations are already experimenting with AI, yet 40 percent of SOCs use AI or ML tools without making them a defined part of operations, and 42 percent rely on AI/ML tools “out of the box” with no customization at all. The result is a familiar pattern. AI is present inside the SOC but not operationalized. Analysts use it informally, often with mixed reliability, while leadership has not yet established a consistent model for where AI belongs, how its output should be valida...
Mustang Panda Uses Signed Kernel-Mode Rootkit to Load TONESHELL Backdoor

Mustang Panda Uses Signed Kernel-Mode Rootkit to Load TONESHELL Backdoor

Dec 30, 2025 Malware / Cyber Espionage
The Chinese hacking group known as Mustang Panda (aka HoneyMyte) has leveraged a previously undocumented kernel-mode rootkit driver to deliver a new variant of backdoor dubbed TONESHELL in a cyber attack detected in mid-2025 targeting an unspecified entity in Asia. The findings come from Kaspersky, which observed the new backdoor variant in cyber espionage campaigns mounted by the hacking group targeting government organizations in Southeast and East Asia, primarily Myanmar and Thailand. "The driver file is signed with an old, stolen, or leaked digital certificate and registers as a minifilter driver on infected machines," the Russian cybersecurity company said . "Its end-goal is to inject a backdoor trojan into the system processes and provide protection for malicious files, user-mode processes, and registry keys." The final payload deployed as part of the attack is TONESHELL, an implant with reverse shell and downloader capabilities to fetch next-stage malwa...
⚡ Weekly Recap: MongoDB Attacks, Wallet Breaches, Android Spyware, Insider Crime & More

⚡ Weekly Recap: MongoDB Attacks, Wallet Breaches, Android Spyware, Insider Crime & More

Dec 29, 2025 Hacking News / Cybersecurity
Last week’s cyber news in 2025 was not about one big incident. It was about many small cracks opening at the same time. Tools people trust every day behave in unexpected ways. Old flaws resurfaced. New ones were used almost immediately. A common theme ran through it all in 2025. Attackers moved faster than fixes. Access meant for work, updates, or support kept getting abused. And damage did not stop when an incident was “over” — it continued to surface months or even years later. This weekly recap brings those stories together in one place. No overload, no noise. Read on to see what shaped the threat landscape in the final stretch of 2025 and what deserves your attention now. ⚡ Threat of the Week MongoDB Vulnerability Comes Under Attack — A newly disclosed security vulnerability in MongoDB has come under active exploitation in the wild, with over 87,000 potentially susceptible instances identified across the world. The vulnerability in question is CVE-2025-14847 (CVSS score: 8.7)...
cyber security

Shadow AI Agents Are Multiplying. Here's How to Find and Secure Them

websiteNudge SecuritySaaS Security / AI Security
Learn how eight common discovery approaches work, what they find, and what they don’t.
cyber security

Gartner: 70% of SOCs Will Pilot AI Agents. Only 15% Will See Results

websiteProphet SecurityAI SOC / Cybersecurity
Here are Gartner’s key questions to ask when pressure-testing AI SOC vendors in production.
MongoDB Vulnerability CVE-2025-14847 Under Active Exploitation Worldwide

MongoDB Vulnerability CVE-2025-14847 Under Active Exploitation Worldwide

Dec 29, 2025 Database Security / Vulnerability
A recently disclosed security vulnerability in MongoDB has come under active exploitation in the wild, with over 87,000 potentially susceptible instances identified across the world. The vulnerability in question is CVE-2025-14847 (CVSS score: 8.7), which allows an unauthenticated attacker to remotely leak sensitive data from the MongoDB server memory. It has been codenamed MongoBleed . "A flaw in zlib compression allows attackers to trigger information leakage," OX Security said . "By sending malformed network packets, an attacker can extract fragments of private data." The problem is rooted in MongoDB Server's zlib message decompression implementation ("message_compressor_zlib.cpp"). It affects instances with zlib compression enabled, which is the default configuration. Successful exploitation of the shortcoming could allow an attacker to extract sensitive information from MongoDB servers, including user information, passwords, and API keys. ...
27 Malicious npm Packages Used as Phishing Infrastructure to Steal Login Credentials

27 Malicious npm Packages Used as Phishing Infrastructure to Steal Login Credentials

Dec 29, 2025 Threat Intelligence / Cloud Security
Cybersecurity researchers have disclosed details of what has been described as a "sustained and targeted" spear-phishing campaign that has published over two dozen packages to the npm registry to facilitate credential theft. The activity, which involved uploading 27 npm packages from six different npm aliases, has primarily targeted sales and commercial personnel at critical infrastructure-adjacent organizations in the U.S. and Allied nations, according to Socket. "A five-month operation turned 27 npm packages into durable hosting for browser-run lures that mimic document-sharing portals and Microsoft sign-in, targeting 25 organizations across manufacturing, industrial automation, plastics, and healthcare for credential theft," researchers Nicholas Anderson and Kirill Boychenko said .
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