• Cybersecurity researchers have uncovered a sophisticated Python-based malware that employs process injection techniques to hide inside legitimate Windows binaries.

    This threat represents a new evolution in fileless attack strategies, combining multi-layer obfuscation with trusted system utilities to evade detection.

    The malware’s ability to masquerade as harmless files while deploying a full Python runtime environment marks a significant advancement in delivery mechanisms that challenge traditional security approaches.

    During a routine analysis at K7 Labs, security researchers identified this novel threat that uses a 65 MB blob containing mostly filler data with a small valid marshalled .pyc fragment hidden at the end.

    This fragment contains the actual malicious code designed to inject processes into legitimate Windows executables.

    The sample demonstrates several advanced features including multi-layer encoding, archive type masquerading, and bundling of a Python runtime with a signed executable name that appears legitimate to casual observation.

    K7 Labs security analysts noted that the malware’s impact extends beyond initial infection, establishing persistent command-and-control communications that continue even after the original loader terminates.

    The infection chain begins with a PE dropper that reconstructs a batch script through runtime decryption using SIMD operations.

    This script drops config.bat into the public user directory, which then downloads a file disguised as a PNG image from cloud storage.

    In reality, this PNG file is a RAR archive—a simple but effective trick that bypasses security filters treating image files as harmless.

    The batch script extracts this archive using the built-in tar command, revealing three components: AsusMouseDriver.sys (a password-protected RAR disguised as a system file), Interput.json (renamed to Install.bat), and a legitimate WinRAR executable used for further extraction.

    Execution Flow Chart (Source – K7 Labs)

    Once executed, the Python interpreter processes command-line arguments “dcconsbot” and “dcaat” to trigger a sophisticated de-obfuscation chain through Base64 decoding, BZ2 decompression, Zlib decompression, and finally marshal loading to reconstruct the compiled Python bytecode in memory.

    This code immediately targets cvtres.exe, a legitimate Microsoft resource conversion utility, for process injection.

    Infection Mechanism Deep Dive

    The core infection mechanism leverages a carefully orchestrated multi-stage extraction process that demonstrates the attackers’ deep understanding of Windows internals and security tool behaviors.

    After the initial PE dropper executes, the config.bat script establishes C:\DragonAntivirus as a working directory before downloading the disguised archive.

    The Install.bat script then renames the bundled WinRAR executable and uses it to extract the password-protected AsusMouseDriver.sys archive with a hardcoded password into C:\Users\Public\WindowsSecurityA.

    This directory contains the fake ntoskrnl.exe (actually a bundled Python runtime) and the Lib\image blob containing the obfuscated payload.

    Deobfuscated content (Source – K7 Labs)

    A decoy PDF opens to distract users while malicious code executes silently, parsing the image file through the layered de-obfuscation routine before injecting into cvtres.exe and establishing encrypted C2 communications.

    # Simplified de-obfuscation chain
    import base64, bz2, zlib, marshal
    
    def deobfuscate_payload(image_data):
        # Layer 1: Base64 decoding
        stage1 = base64.b64decode(image_data)
        # Layer 2: BZ2 decompression  
        stage2 = bz2.decompress(stage1)
        # Layer 3: Zlib decompression
        stage3 = zlib.decompress(stage2)
        # Layer 4: Marshal loading (Python bytecode)
        final_payload = marshal.loads(stage3)
        return final_payload

    The malware’s ability to hide within legitimate Microsoft processes while maintaining encrypted communications channels makes it particularly dangerous for enterprise environments where traditional signature-based detection may fail to identify the threat.

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    The post Threats Actors Leverage Python-based Malware to Inject Process into a Legitimate Windows Binary appeared first on Cyber Security News.

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  • The rapid proliferation of large language models has transformed how organizations approach automation, coding, and research. Yet this technological advancement presents a double-edged sword: threat actors are increasingly exploring how to weaponize these tools for creating next-generation, autonomously operating malware. Recent research from Netskope Threat Labs reveals that GPT-3.5-Turbo and GPT-4 can be manipulated to […]

    The post LLMs Tools Like GPT-3.5-Turbo and GPT-4 Fuel the Development of Fully Autonomous Malware appeared first on GBHackers Security | #1 Globally Trusted Cyber Security News Platform.

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  • New research from CrowdStrike has revealed that DeepSeek’s artificial intelligence (AI) reasoning model DeepSeek-R1 produces more security vulnerabilities in response to prompts that contain topics deemed politically sensitive by China. “We found that when DeepSeek-R1 receives prompts containing topics the Chinese Communist Party (CCP) likely considers politically sensitive, the likelihood of it

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  • A sophisticated phishing campaign is currently leveraging a subtle typographical trick to bypass user vigilance, deceiving victims into handing over sensitive login credentials. Attackers utilize the domain “rnicrosoft.com” to impersonate the tech giant.

    By replacing the letter ‘m’ with the combination of ‘r’ and ‘n’, fraudsters create a visual doppleganger that is nearly indistinguishable from the legitimate domain at a casual glance.

    This technique, known as typosquatting, relies heavily on the font rendering used in modern email clients and web browsers.

    When placed closely together, the kerning between ‘r’ and ‘n’ often mimics the structure of the letter ‘m’, fooling the brain into autocorrecting the error.

    Harley Sugarman, CEO of Anagram, recently highlighted this specific vector, noting that the emails often mirror the official logo, layout, and tone of legitimate Microsoft correspondence.

    Visual Deception to Steal Logins

    The effectiveness of this attack vector lies in its subtlety. On high-resolution desktop monitors, the discrepancy might be visible to a keen observer, but the brain’s tendency to predict text often masks the anomaly.

    The threat becomes even more acute on mobile devices, where screen real estate is limited, and the address bar often truncates the full URL. Attackers exploit this by registering these look-alike domains to facilitate credential phishing, vendor invoice scams, and internal HR impersonation campaigns.

    Once the user is convinced the email is from a trusted entity, they are more likely to click on malicious links or download weaponized attachments.

    The “rn” swap is just one of several variations attackers use. Other common tactics include swapping the letter ‘o’ for a zero or adding hyphens to legitimate brand names to create a sense of authenticity.

    Defending against these homoglyph and typosquatting attacks requires a shift in user behavior rather than relying solely on automated filters. Security experts advise that users must expand the full sender address before interacting with any unsolicited email.

    Hovering over hyperlinks to reveal the actual destination URL or long-pressing the link on mobile devices can expose the deception before a connection is made.

    Furthermore, analyzing email headers, specifically the “Reply-To” field, can reveal if a scammer is routing responses to an external, uncontrolled inbox.

    In scenarios involving unexpected password reset requests, the safest course of action is to ignore the email link entirely and navigate directly to the official service via a new browser tab.

    Organizations are encouraged to rehearse these identification scenarios to stop teams from reflexively clicking on familiar-looking notifications.

    Common Typosquatting Variations

    TechniqueVisual ExampleDeception Method
    Letter Combinationrnicrosoft(.)comUses ‘r’ and ‘n’ to mimic ‘m’.
    Number Swappingmicros0ft(.)comReplaces the letter ‘o’ with the number ‘0’.
    Hyphenationmicrosoft-support(.)comAdds legitimate-sounding subdomains or suffixes.
    TLD Switchingmicrosoft(.)coUses a different Top Level Domain (dropping the ‘m’).

    Follow us on Google News, LinkedIn, and X for daily cybersecurity updates. Contact us to feature your stories.

    The post Hackers Replace ‘m’ with ‘rn’ in Microsoft(.)com to Steal Users’ Login Credentials appeared first on Cyber Security News.

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  • A critical memory corruption vulnerability in vLLM versions 0.10.2 and later allows attackers to achieve remote code execution through the Completions API endpoint by sending maliciously crafted prompt embeddings.

    The vulnerability resides in the tensor deserialization process within vLLM’s entrypoints/renderer.py at line 148.

    When processing user-supplied prompt embeddings, the system loads serialized tensors using torch.load() without adequate validation checks.

    The Vulnerability Explained

    A change introduced in PyTorch 2.8.0 disabled sparse tensor integrity checks by default, creating an attack vector for malicious actors.

    Without proper validation, attackers can craft tensors that bypass internal bounds checks, triggering an out-of-bounds memory write during the to_dense() conversion.

    This memory corruption can cause the vLLM server to crash and potentially enable arbitrary code execution within the server process.

    AttributeDetails
    CVE IDCVE-2025-62164
    SeverityHigh
    CVSS Score8.8/10
    Affected ProductvLLM (pip)
    Affected Versions≥ 0.10.2

    This vulnerability affects all deployments running vLLM as a server, particularly those deserializing untrusted or model-provided payloads.

    Any user with API access can exploit this flaw to achieve denial-of-service conditions and potentially gain remote code execution capabilities.

    The attack requires no special privileges, making it accessible to both authenticated and unauthenticated users, depending on the API configuration.

    Organizations using vLLM in production environments, cloud deployments, or shared infrastructure face significant risk, as successful exploitation could compromise the entire server and adjacent systems.

    The vLLM project has addressed this vulnerability in pull request #27204. Users should immediately upgrade to the patched version.

    As a temporary mitigation, administrators should restrict API access to trusted users only and implement input validation layers that inspect prompt embeddings before they reach the vLLM processing pipeline.

    The vulnerability was discovered and responsibly disclosed by the AXION Security Research Team, highlighting the importance of coordinated vulnerability disclosure in the AI infrastructure ecosystem.

    Follow us on Google News, LinkedIn, and X for daily cybersecurity updates. Contact us to feature your stories.

    The post vLLM Vulnerability Enables Remote Code Execution Via Malicious Payloads appeared first on Cyber Security News.

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  • Iberia Líneas Aéreas de España has disclosed a significant security incident involving unauthorized access to systems operated by an external service provider. The breach has exposed sensitive personal information belonging to the airline’s customers, including names, email addresses, and Iberia Club loyalty program identification numbers. According to the airline’s official notification, the unauthorized access occurred […]

    The post Iberia Airlines Hit by Data Breach Exposing Customer Personal Details appeared first on GBHackers Security | #1 Globally Trusted Cyber Security News Platform.

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  • Security researchers have published a proof-of-concept exploit for a critical remote code execution vulnerability in W3 Total Cache, one of WordPress’s most popular caching plugins with over one million active installations. The flaw, tracked as CVE-2025-9501, allows attackers to execute arbitrary code on vulnerable websites under specific conditions. Field Details CVE ID CVE-2025-9501 Affected Product […]

    The post PoC Published for W3 Total Cache Flaw Exposing 1M+ Sites to RCE appeared first on GBHackers Security | #1 Globally Trusted Cyber Security News Platform.

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  • JOINT BASE PEARL HARBOR-HICKAM, Hawaii—Expanding the nation’s shipbuilding capacity and output is an “all-hands-on-deck effort,” the U.S. Navy’s top officer said, adding that he has never before seen such alignment “on the imperative” of making it work by Congress, the administration, the defense secretary, the Navy secretary, and the Navy itself.

    In his first overseas trip as the chief of naval operations, Adm. Daryl Caudle visited South Korea, Japan, and Guam before stopping in Hawaii to tour aging barracks and talk to sailors about quality-of-life issues. In South Korea, Caudle visited HD Hyundai Heavy Industries and Hanwha Ocean shipyards, “to see how can some of our partners bolster our shipbuilding.”

    “There’s so much capability there, that we need to partner with them, in the U.S. and in their own country. Same in Japan,” Caudle said Friday. “We’re behind in shipbuilding—that’s atrophied over decades in the United States, and it’s such an important part of our global presence here, our logistics here, our ability to defend ourselves, and have the deterrence mechanism necessary.”

    But despite the apparent by-in from leaders across the board, “building ships is not a light switch,” he said. “It takes time to build a high-end ship.” 

    In the meantime, Caudle said, he must work with the head of Pacific Fleet and Indo-Pacific Command “to ensure that we know how to fight with what we’ve got in existence today.”

    Building a well-trained and loyal workforce is another critical piece of the shipbuilding and maintenance puzzle, he said. 

    “Attrition is a problem. So when I have double-digit attrition, that’s a challenge for me. So we need to get in single-digit attrition, all right? They feel like this is a place they want to work. We want legacy at these shipyards.”

    And even if there’s a solid, well-trained workforce, he said, it “doesn’t do any good if they don’t have the parts” which means the Navy must work toward a more resilient supply chain.

    Caudle said he chose the Pacific for his first overseas trip in the CNO role because of the “importance of this region,” adding that it is “the most important region…second to defending our homeland.”

    The Indo-Pacific “has three of our four primary threats. Obviously, the pacing threat of China’s here. You know, this acute but large and perhaps existential threat given their nuclear capability with Russia, and then North Korea,” he said. “Anyone who’s ever been in my seat is never comfortable with where we stand, because the trajectory of those threats and their emergent technologies and capabilities continue to grow at staggering paces. So we have to sustain our ability to keep up with that.”

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  • Cybersecurity researchers have uncovered a sophisticated supply-chain attack targeting Python developers through a malicious package distributed via the Python Package Index (PyPI). The malicious package, named “spellcheckers,” contains a multi-layered encrypted backdoor designed to steal cryptocurrency information and establish remote access to victims’ computers. The command-and-control (C2) infrastructure used in this attack has been linked […]

    The post Malicious PyPI Package Used by Hackers to Steal Users’ Crypto Information appeared first on GBHackers Security | #1 Globally Trusted Cyber Security News Platform.

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  • A sophisticated recruitment scam linked to North Korea has emerged, targeting American artificial intelligence developers, software engineers, and cryptocurrency professionals through an elaborate fake job platform.

    Validin security researchers have uncovered a new variant of what they call the “Contagious Interview” operation, designed to compromise job seekers through a seemingly legitimate hiring process.

    The campaign uses a fully functional React and Next.js-based job platform hosted at lenvny[.]com that mimics leading technology companies and recruitment software, with surprising polish and authenticity.

    The fake job platform presents itself as an “Integrated AI-Powered Interview Tool” intended for hiring teams. The website features a polished marketing interface, gradient-heavy design, and synthetic branding that appears carefully crafted to align with how the operators believe the AI and tech industry looks in 2025.

    This level of sophistication marks a significant escalation from previous DPRK-linked recruitment lures, which typically used basic login forms or simple phishing pages.

    The platform includes dozens of routes, dynamically generated job listings, and a complete application workflow that mirrors modern hiring systems, making it dangerously convincing to unsuspecting candidates.

    Validin security analysts identified the malware after the second paragraph, noting that the operation follows a specific infection pattern: LinkedIn message leads to interview process, which directs candidates to record video responses, then prompts them to “fix their webcam” using a helper tool.

    A comparison chart of the fake site alongside genuine sites (Source - Validin)
    A comparison chart of the fake site alongside genuine sites (Source – Validin)

    This seemingly innocent troubleshooting step actually delivers malware directly to the target’s system.

    Infection mechanism

    The infection mechanism operates through what security researchers call the “ClickFix” technique, a social engineering approach that tricks users into downloading malicious software while appearing to resolve technical issues.

    When candidates visit the platform, they encounter job listings specifically designed to attract high-value targets in the artificial intelligence and cryptocurrency sectors.

    Job application listings for Anthropic advertising a variety of job positions. (Source - Validin)
    Job application listings for Anthropic advertising a variety of job positions. (Source – Validin)

    The application process feels authentic, complete with video interviews and technical assessments that require users to run code or scripts on their machines.

    This attack vector leverages the remote-friendly hiring practices common in tech industries, where video interviews and take-home coding assessments are standard.

    North Korea targets explicitly this demographic because AI researchers and cryptocurrency professionals provide access to valuable assets and expertise.

    AI developers have access to proprietary research, model weights, and inference infrastructure, while crypto professionals often operate in environments managing high-value digital assets.

    Additionally, individuals in these fields typically maintain workstations with elevated system privileges, development environments, and custom tooling that increase initial payload execution success rates.

    Job seekers should verify that company career pages are hosted on official domains and avoid uploading personal documents to unverified platforms.

    When asked to execute code during interviews, candidates should review scripts carefully and always run unfamiliar code inside virtual machines or sandboxed environments rather than directly on their primary workstations.

    Follow us on Google News, LinkedIn, and X to Get More Instant Updates, Set CSN as a Preferred Source in Google.

    The post Beware of North Korean Fake Job Platform Targeting U.S. Based AI-Developers appeared first on Cyber Security News.

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