SEC536: Adversarial AI - Penetration Testing AI Systems


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Contact UsAdditional reports of organizations impacted by *cyberattacks against refrigeration operational technology (OT) systems* are emerging: Some food suppliers in the UK have reported that their refrigeration systems have been tampered with. The UK’s National Cyber Security Centre (NCSC) is working with affected organizations. The attacks also affected a refrigeration equipment supplier to the French Blood Establishment (EFS), affecting the control systems for cold storage rooms at three EFS sites. The attackers raised the cold storage rooms' temperatures and defrosting thresholds. EFS's monitoring and alarm systems alerted the organization to the situation and the products stored in the affected rooms were moved to other facilities. The attackers who recently stole billions from *Binance* in just 20 minutes spent months preparing for the heist. According to Binance's initial report, "the attackers combined a range of techniques, including social engineering by fake recruitment interviews, malicious software downloads, compromised internal AI tooling, endpoint compromise, and an advanced transaction-authorisation method." Binance will update information about its findings and response to the attack as they become available. A story in last Friday's NewsBites (NB 28.81, October 30, 2026) reported that a cyberattack against Spanish IT provider *Amadeus IT Group* compromised data of 92,000 Japan Airlines and Japan Transocean Air customers. Additional airlines, including Cathay Pacific, Korean Air, Asiana Airlines, Singapore Airlines and Malaysia Airlines have come forward to report that they have also suffered data breaches that have been traced back to Amadeus, which "builds and maintains platforms for flight reservation, ticketing and check-in platforms." Amadeus is investigating the breach.

I've been concerned about where these refrigeration attacks might spread next, and the incident involving the French Blood Establishment illustrates why. Refrigeration is essential to blood supplies, pharmaceuticals, vaccines, and other healthcare services where losing temperature control can have consequences far beyond financial losses. What I find encouraging is that the EFS monitoring and alarm systems reportedly detected the manipulation, allowing personnel to move the affected products before they were lost. This is an important example of engineering resilience: Even when attackers compromise a control system, independent monitoring and operational safeguards can prevent a cyberattack from becoming a public health emergency.

Seeing EFS in this story caught my attention, since those happen to be my initials, too. But the implications here are deeply serious. We've been discussing attacks against supermarket refrigeration systems, where spoiled food and economic disruption are bad enough. Now we're seeing attackers manipulate cold storage supporting the blood supply. Compromising these systems could render vital blood products unusable, potentially disrupting life-saving medical care. Thankfully, EFS's monitoring and alarm systems detected the problem, allowing personnel to move the stored products to other facilities. That's an important demonstration of resilience under pressure. But the potential consequences are concerning. Organizations responsible for blood products, medicines, and other temperature-sensitive medical supplies need to protect remote management systems, maintain reliable monitoring and alarms, and rehearse contingency plans for protecting and relocating critical inventory. A compromised cold-storage facility can quickly become a patient-care emergency. People's lives may depend on getting this right.

Three days after our last comments about the refrigeration attacks, the supplier angle I worried about showed up at France's blood service. I said then that if your refrigeration was installed by a third party with remote support built in, you may have the same exposure and simply haven't been hit yet. EFS says it "was not targeted directly." I want to give EFS credit, because this is the good-news OT story where the controls did their job: Their "monitoring and alarm systems enabled the rapid identification of these anomalies," product was moved to other facilities, and no blood products have been reported lost. If something critical depends on a safety system, check whether that system runs on the same controller an attacker would be changing and tabletop the scenario. The Binance heist didn't need anything new to get started. It started with the same fake-recruiter trick we've been warning about for years. The part I'd pay attention to is the internal AI tool the attacker used to move to other engineers. We've rushed to connect these tools to everything, with broad access, and very few teams could tell you what theirs can reach or whose permissions it runs with. It's the security cat-and-mouse game, but on steroids. That's the question I'd be asking this week.

I spoke to a friend who works in the IT department of a large supermarket chain, and he reminded me that the issue was not just making sure the OT systems were secure at their facilities, but also making sure their suppliers were also properly protected, which makes the problem harder. The timing on those attacks is interesting when you consider the timing of efforts to address PHP2Shell, overlaid with the OT attack, which likely resulted in resource conflicts. Make sure you know how to resolve conflicts between incidents that both have potential high operational impacts before you need to do so.

The default should be that OT is hidden from the public networks. There will be exceptions for timely and convenient access to controls. Any such exceptions should use strong authentication and end-to-end application layer encryption.
The Guardian
Gov Infosecurity
EFS
The Register
The Record
Help Net Security
WIRED
Ars Technica
The Register
Nextgov/FCW
Gov Infosecurity
Binance
The Record
Travel Weekly Asia
VulnCheck is warning that attackers are attempting to exploit a maximum-severity flaw in Node-RED, a flow-based programming tool built on Node.js that is used "across a wide range of industries, from manufacturing and utilities to healthcare and agriculture, and in both home and industrial automation," including critical infrastructure. Siemens assigned the flaw's CVE in August 2026 (CVE-2026-58115, CVSS score 10.0), as Node-RED is built into the SIMATIC IoT2050 Advance device, which is an IoT gateway designed to retrofit industrial technology for integration into existing control systems. The flaw allows an unauthenticated remote attacker to execute arbitrary code on the underlying server with maximum privileges by creating malicious flows through the HTTP interface that exploit missing authentication. On October 27, a VulnCheck canary first responded to a malicious request as a vulnerable Node-RED instance would, and after gaining access, the attacker set up a malware dropper to install a Linux bot; VulnCheck has not analyzed the bot binary to determine what this payload does. Subsequent attacks have also established persistent webshells rather than deploying a dropper. The researchers observed a Brazil-geolocated IP exploiting the Node-RED CVE 16 times on VulnCheck canaries between October 30 and November 1 alongside 125 attacks on 8 other CVEs, suggesting "opportunistic mass scanning rather than a targeted attack." VulnCheck offers indicators of compromise (IoCs) and urges users who run Node-RED anywhere, including embedded in an ICS/OT environment, to ensure it is not reachable from outside the local network, and to review deployed flows for unexpected 'exec' nodes or HTTP endpoints.

This is one to put in a security awareness blast to any employees who can work from their home PCs, as Node-RED is widely used by hobbyists and ham radio operators.

I'm seeing a resurgence of detections leveraging canaries. If you're not using them, take a look at options. Make sure that you understand the consequences of a detected attack on one — I've been places where it's categorized as an actual intrusion, or where the information about the event is considered as sensitive as the most sensitive information on your network, which mostly impacts the use of third party solutions. Specific to this event, if you're running Node-RED (it'll be in your OT/ICS systems) make sure it is NOT internet accessible. Better still, make sure access is limited to only authorized devices, then deploy available updates as soon as possible. Get the IoCs from VulnCheck to your team, and make sure both that you're clean and detecting future attack attempts.
VulnCheck
Help Net Security
The Register
NIST
A fix for a critical-severity flaw in the Linux kernel's IPv4 TCP handshake code has been implemented upstream and is now becoming available in updates from many major distribution maintainers. CVE-2026-98432, CVSS score 9.8, allows a remote, unauthenticated attacker to achieve remote code execution by exploiting a use-after-free race condition during a TCP connection request. This vulnerability has been present in the Linux kernel since a commit in version 4.4, dating back to 2016. Anthropic mentioned in a blog post on October 27 that Claude found and wrote an exploit for this flaw during internal research, specifically involving a target server with a multipath TCP (MPTCP) listener. Red Hat Enterprise Linux (RHEL) 8, 9, and 10 have fixed kernels available, and as of this writing Canonical has published fixes for Ubuntu 22.04 LTS and newer, but only in the -proposed pocket while testing continues. The Cloud Security Alliance (CSA) notes that the upstream fix was applied on October 5, and the CVE was published on October 15. Fixed kernels were released from October 16-22 for Debian 12/13 and Oracle UEK; on October 24 for Amazon Linux 2023 kernel6.18; on October 29 for Amazon Linux 2023 kernel6.12; and on October 30 in testing kernels for AlmaLinux. CSA states that users' first priority should be using vendor trackers to establish the patch status of every Linux host that accepts inbound IPv4 TCP from untrusted networks; fixed kernels and vendor live patches should be applied once available, and "until a fix is installed, the most direct interim control is to drop inbound IPv4 TCP packets that carry IP options." The CSA blog also offers short-term mitigation strategies for reducing exposure and monitoring for some possible heuristic indicators of compromise.

This is another vulnerability that is tricky to rank. The vulnerability is triggered by unspecified IP options. Most routers will drop IP options, block packets with IP options, or remove IP options. The multi-path TCP option is needed for the remote code execution exploit. But even with the multi-path TCP option, using only IP options, a denial-of-service attack is possible. Verify that your perimeter does not allow IP options to pass. Next, disable multipath TCP, if possible, to avoid the worst-case scenario of this vulnerability. As is so often the case, your IoT/embedded Linux devices will be the most difficult to patch or mitigate.

Prioritize deploying this update on systems which connect to the Internet or other untrusted networks. Don't forget to come back and get all your other systems. While many Linux distributions have the fix, don't assume it's available for everything; validate, and watch for the missing ones. Deploy it where you have it; don't wait to create a waterfall event. Consider turning off MPTCP listeners where not needed — this could come back to haunt you, so use caution. Another possible mitigation is to drop TCP packets which carry IP options by creating a filter which catches TCP packets with a header length of 20 bytes, and while it's almost never used, be prepared for impacts if you're using them.

When Ubuntu announced faster kernel releases a few months ago, I posed the question, "If a kernel fix shipped this Friday, when would it actually be running in production?" because Linux environments just don't patch as fast as the vulns (and patches) are coming. I don't fault developers for testing, because that testing is why people trust things in production, but when you stack your own change window and reboot schedule on top, the gap between "fixed upstream" and "fixed on my servers" stretches into weeks or months. CSA put it well: "The window that a multi-week distribution lag leaves open is becoming more dangerous." Some FUD management, though: Anthropic hasn't published its exploit, Canonical says no other exploit is known, and nobody has reported exploitation in the wild. So, as with all things in vulnerability operations, you have to consider how 'bad' the latest headline really is in practice. Dropping inbound IPv4 packets with IP options buys you time, so do that, and then patch. Try my question again with real data: Pick your most exposed Linux hosts and write down the date each one will actually be running a fixed kernel. What would it take to move that date up?

It’s interesting that AI was reportedly used to help identify and develop an exploit for a vulnerability that had been present in the Linux kernel for approximately ten years. While AI has the potential to help defenders discover and fix vulnerabilities more quickly, we should not forget that attackers can use the same capabilities. The challenge for organisations is that the time between a vulnerability becoming known and attackers developing working exploits may continue to shrink. This reinforces the importance of understanding which systems are exposed, having effective vulnerability management processes, and being able to deploy mitigations quickly when patches are not immediately available.
This vulnerability is expected to impact Linux distributions for the foreseeable future, as automated patching remains elusive. In the interim, please adhere to the mitigation steps provided by the CSA.
CSA
Anthropic
The Hacker News
Ubuntu
Red Hat
Kernel Git
On Tuesday, November 3, mSeven Software contacted mSecure users to notify them of "suspicious activity associated with the mSecure password management application." The email urges users to "take steps to protect all confidential information stored within the mSecure password management application. This may include changing passwords, resetting or re-enrolling two-factor authentication methods, or removing existing passkeys." According to the email, mSeven "launched an investigation, took steps to mitigate the issue, and engaged external cybersecurity experts to assist;" no additional details about the incident have been provided. Users are frustrated with the vague communication, noting that taking the recommended actions could be time-consuming.

Ouch! There's a special kind of frustration when a password manager, the very tool we rely on to make strong authentication EASIER, tells us we may need to change our passwords, reset two-factor authentication, and remove passkeys across our digital lives. I can almost hear Obi-Wan confronting Anakin: "You were the Chosen One!" Password managers were supposed to bring balance to our authentication chaos, not leave us in darkness! But seriously, the amount of work being suggested here could be crushing for users, especially when they don't even know what was compromised. We need much more clarity from mSecure about what happened, what information may have been exposed, which customers are affected, and which protective actions are actually necessary. A password manager depends on enormous trust from its users. Incidents like this, compounded by uncertainty and vague communications, can deal a devastating blow to that trust.

This is not the best way to notify users of an incident and the need to take action. A bit more transparency and specificity is needed. For example, are users being asked to change their authenticators for their mSecure password manager, or are they being asked to change every password/etc. contained in their password manager? Unfortunately, the safe approach is to actually change your most sensitive passwords and authentication tokens. The harder initial question is whether to continue using mSecure or to find a new password manager. Without information about the security incident, making a decision to stay the course is problematic, and you may want to consider a switch. If you decide to change, evaluate carefully and execute meticulously.

When people use a password manager, they are placing a significant amount of trust in the company providing that service. That trust becomes particularly important when the provider suffers a security incident. Asking customers to change potentially hundreds of passwords, reset multifactor authentication, and remove passkeys without clearly explaining why is likely to cause understandable concern and frustration. While organisations may not be able to disclose every detail during an ongoing investigation, they should explain what they know, what they do not yet know, and why they are recommending particular actions. Effective incident communications should help customers make informed decisions, not leave them guessing about the risks they face. Regardless of this incident, and others that have affected other password managers in the past, I still recommend people use a password manager to securely manage their passwords rather than rely on their memory or that super-duper secure password that no-one can guess.
In its after-action review, mSeven Software needs to reassess how it handled crisis communications. Its email update provided limited information about the cyber incident and didn't clearly explain why taking the recommended steps was essential.

The advice to delete passkeys suggests that the mechanism was, or at least may have been, compromised before the passkeys were created.
The Register
BleepingComputer
The Hacker News
Malwarebytes
mSecure
Between October 5 and November 3, researchers at Layer3 Intel observed 28 separate residential proxy services sending consistent traffic through six addresses in a group of IPs registered to the Executive Office of the President of the United States (AS2650). Traffic exited through this network 236 separate times on 26 out of the 30 days of observation. Residential proxy providers sell a service — "with varying degrees of legitimacy," as Brian Krebs notes — that allows users to route their internet traffic through specific IP addresses that have become nodes in a proxy network, disguising the actual origin of the traffic. Synthient, another company that tracks proxies, identified traffic coming through these addresses indicating InfaticaSDK is among the proxies installed on several Windows 11 machines in the White House network. Brian Krebs explains that Infatica is "a proxy program that is often integrated into 'free' mobile and desktop applications. Infatica’s founder Vladimir Fomenko is a Russian man whose hosting firm King Servers was home to six of the eight internet addresses used by Russia’s state security services to compromise databases for election systems in Arizona and Illinois in 2016." Synthient and Spur both confirmed Layer3 Intel's findings. Zack Whittaker mentions that residential proxies are especially difficult to defend against in environments that allow many outside devices to connect to the same Wi-Fi. Layer3 Intel gathered this information through its recently launched Residential Proxy Observatory.

Residential proxies are everywhere. They have even been found in smart TVs and similar devices obtained from "reputable" manufacturers. Endpoint protection will often fail you in this case. Watch your network!

I'm going to resist the spy-in-the-West-Wing version of this story, because I think the boring version is more useful. Someone on that network, just like any network, most likely installed a free app, and the app paid its bills by quietly renting out their bandwidth. That's the business model: Developers get a little money per install for embedding a proxy SDK, the user “agrees” somewhere in a EULA no human reads, and their laptop becomes someone else's exit node. Humans take the path of least resistance, and “free” is about as low-resistance as it gets, so unless there's technical policy blocking a behavior, end users will always find a way. What bothers me is that this is a known, monetized economy, and we keep treating each discovery like a surprise. Johannes is right that endpoint protection will often miss it, because from the EDR's point of view nothing malicious happened — the software did exactly what the user “consented” to. Do you know, in real time, what's installed on your managed endpoints, not just what's running or what got flagged by a detection rule? Is anyone checking your egress IPs from the outside, the way Layer3 stumbled onto these "by chance?" And for the platform folks: App stores and OS vendors are in a better position than anyone to spot these SDKs. I'd love to see them disclosed at install, the way we prompt for camera or microphone access. If it can happen on one of the most scrutinized networks in the country, there's a good chance it's happening on yours.

This story demonstrates a broader problem that can affect any organisation. Software installed on a device can potentially turn that device into part of a proxy network, allowing third parties to route their traffic through an organisation's internet connection. This is particularly challenging in environments where personal and guest devices are allowed to connect to the network. Organisations should ensure guest networks are properly segregated, monitor for unusual outbound traffic, and understand what software is running on devices connected to their networks. Otherwise, someone else could be using your internet connection without your knowledge.

The subtle part of this is that it appears to be systems on a corporate network (The White House) running proxy services which allow their network access to be rented/used, which is great if you want to change or obscure where your traffic is coming from, but not so great as they are being used to route malicious traffic and hide criminal activity. These are likely infected devices, like a phone, set-top-box, etc. Make sure that you're able to detect this traffic so you can track it down and shut down the service if found.
Proxies of this type have made their way into almost every IoT device, making the story particularly notable because of its ties to the Executive Office of the President. Although monitoring network traffic is the best line of defense, most everyday consumers simply don't do it.

This is a supply chain issue. However, against consumer networks, not enterprise. While some consumers will take action to protect themselves and their neighbors, most will not. There is a role for government here. We should at least resolve any "varying degrees of legitimacy." California, are you listening?
Layer3 Intel
Layer3 Intel
Krebs On Security
This Week in Security
Zyxel has published a security advisory for an out-of-bounds write vulnerability (CVE-2026-107441, CVSS score 8.8) in GS1900 series switches. The vulnerability has been exploited to compromise nearly 1,000 devices and steal credentials and configuration files. The flaw, which exists "in the CGI program of the Zyxel GS1900 series switch firmware could allow a LAN-based, unauthenticated attacker to exploit the flaw and potentially execute OS commands via a crafted HTTP request." Zyxel has released patches for affected versions that are still within the support window. The fix for CVE-2026-107441 is Zyxel's second attempt to address the issue. In June 2026, Zyxel released a patch for a stack-based buffer overflow vulnerability (CVE-2026-7273, CVSS score 8.8) in GS1900 series switches. That vulnerability was added to the Cybersecurity and Infrastructure Security Agency's (CISA's) Known Exploited Vulnerabilities (KEV) catalog on September 21 after researchers at GreyNoise reported that it was being actively exploited. At roughly the same time, researchers at Binarly were investigating malware attributed to the same attackers who were targeting CVE-2026-7273 and found an open directory hosting a file named gs1900_bundle.tar.gz on the malware's command-and-control server. Further investigation revealed that CVE-2026-7273 was an incomplete fix for the vulnerability that was being exploited. Binarly reported its findings to Zyxel on September 29, and Zyxel released a fix for CVE-2026-107441 on October 22.

Earlier this week, on Ivanti, I said patching closes the door to future attacks but doesn't tell you whether someone already walked through it. I feel like I say that a lot these days. Sometimes the door you closed isn't the one they're using. Zyxel patched a GS1900 bug in June. By September it was being exploited and was on the KEV, and if you'd already installed the June firmware, you had every reason to think you were done. You weren't. Binarly found the attackers' exploit on their own C2 server and tested it, and it still worked against every June-patched build. The attackers were using a different bug in the same code, and that fix didn't ship until October 22. For about two months, the patch, the advisory, and the KEV entry all pointed at the wrong bug. Binarly said it well: "Advisories and version numbers certainly help, but they cannot be blindly trusted." I'd also like to see Zyxel's new advisory say plainly that the June fix didn't stop the in-the-wild exploit, because right now it doesn't mention the earlier CVE at all, and customers need clarity to decide whether to go hunting (Binarly also believes the exploit was LLM-generated, which tracks with how fast these are turning around). If you run GS1900s: 1) Upgrade to the Patch 3 builds; 2) Remember that the attackers' script collected device configurations and hashed root credentials, so treat those credentials and any secrets in the config as burned and rotate them.

So, Zyxel pushed out a fix for a flaw in June, but that wasn't necessarily the flaw which was reported being exploited in the wild. The fix from October gets both of them. Make sure that you're running the latest firmware on your GS1900 Series Zyxel switches. I'm sure there were interesting conversations about this at Zyxel, but for now just focus on applying the update and make sure the management console is secure (yup, there are still management interfaces exposed to the Internet, we need to change that).
Help Net Security
SecurityWeek
BleepingComputer
Binarly
Zyxel
Zyxel
Zyxel
French bank Crédit Mutuel Arkéa has disclosed a cyberattack has resulted in the loss of €100 million (USD $112 million). The bank is attempting to recover the stolen funds. The attack was conducted through an unidentified third-party service provider, and upon learning of the attack, Crédit Mutuel Arkéa made the decision "to temporarily suspend certain transactions to secure operations and prevent any further fraudulent activity." According to a November 4 press release, bank operations are gradually resuming. A related FAQ page notes that "the attackers used Crédit Mutuel Arkéa's own account to make transactions to other banking institutions ... . They did not, therefore, use customer accounts belonging to its federations or subsidiaries." Crédit Mutuel Arkéa cautions customers to be vigilant for possible related phishing attacks. The Paris prosecutor's office has launched an investigation, which is being led by French cybercrime police.

Large financial organizations usually have the resources to have robust supply chain security programs that reduce the chances of something like this, if it really was the fault of a service provider. Investigation details are needed to determine how the Crédit Mutuel Account was compromised and controls/checks not enforced.

This incident highlights how a cyberattack against a third-party service provider can have serious financial consequences for the organisations that depend upon it, and why the EU's NIS2 and DORA regulations include cyber risk management in the supply chain. Organisations should ensure that appropriate controls, monitoring, and transaction limits are in place so that a compromise of one system or supplier cannot result in unrestricted access to critical systems.

A sharp contrast between this incident and the Binance hack of last week. At this point the bank has restored services, account holders have been made whole (provided assurances that their assets are fully protected), and the criminal investigation continues. As customer accounts were not leveraged for this attack, any system improvements will likely be transparent to their customers, while simultaneously being carefully checked by regulators. I bring this up not to discourage the use of crypto, but to highlight the differences in risk we need to be aware of.

If one is looking for a target account to take over, one should prefer those of the bank to those of its customers. That said, getting a hundred million out of the banking system before it can be clawed back is a heavy lift. Banks should be using multi-party controls for large transactions and spreading funds across multiple accounts. Like consumers, they should spread their eggs across multiple baskets.
Reuters
The Record
CM Arkéa
CM Arkéa
The Norwegian Agency for Development Cooperation (Norad) disclosed that it was the target of a cyberattack that may have compromised personal data of more than 20,000 individuals as well as information related to at least three organizations that have submitted grants. Norad's "Grants Portal is a digital platform used by the Ministry of Foreign Affairs and Norad for applications for funding for development assistance and development projects. It serves applicants and partners from around the world." Norad learned of the breach on October 30, 2026 and immediately took the Grants Portal offline. The attackers appear to have obtained access to several dozen valid user accounts; Norad has "notified the owners of the 27 user accounts that were used in the attack," and is working to notify the 20,614 registered users and three organizations that were also affected by the incident. Norad has reported the breach to police and has notified authorities including the Norwegian Data Protection Authority (Datatilsynet) and the Norwegian Security Authority (NSM).

When I first saw "Norad," my mind immediately went to tracking Santa Claus and also the movie WarGames. Wrong NORAD! This is Norway's development cooperation agency, whose Grants Portal supports humanitarian and development projects around the world. And there's a potentially troubling dimension to this breach beyond the exposure of personal information. Depending on what was accessed, grant records could reveal relationships among people, organizations, and projects operating in politically sensitive or dangerous environments. In some places, merely being associated with certain humanitarian or development activities could put people at risk. We don't yet know the full scope of the compromised information, but the response needs to consider more than identity theft and password resets. Protecting the people behind these records, including those working in difficult and potentially dangerous environments, should be an important part of the investigation and response.

Norad coordinates Norway’s assistance for foreign development through grants. Their grant portal was compromised, which is rough for those who not only had their information exposed but also had their grant application disrupted. The data exposed may include information about people operating in conflict zones, which puts them at risk. I’m guessing that, with 27 accounts compromised, they hadn't implemented phishing-resistant MFA, and will be doing so post-haste. Regardless of the security shortfall, it's sad when I learn that the only way funding was made available to remediate it was due to an incident like this. On a positive note, Norad is actively working to contact both the account owners and those with exfiltrated information, as well as creating and updating a site with relevant information.

It would be interesting to know what type of user accounts were compromised in this breach. Were they accounts of those applying for grants, or were they accounts of staff who administered the system? If the former, then the concern would be what access controls were in place to prevent one user account from accessing data belonging to other accounts, and if the latter, what monitoring was in place to detect unusual access to the data. Regardless, all internet-facing accounts should nowadays employ some form of multifactor authentication, and organisations should be monitoring not just for malicious attacks but account activity outside normal behaviours.
In April 2022, a federal grand jury indicted two Canadian individuals on charges of conspiracy to obtain information from a protected computer and to cause damage to a protected computer, obtaining information from a protected computer, and intentional damage to a protected computer. That indictment was unsealed this week. Between June 2016 and December 2019, Ryan James Roach and Mathiew James Stubbings allegedly broke into computer systems at educational institutions in Massachusetts, New York, North Carolina, and Tennessee, and used the access to mine cryptocurrency. The individuals allegedly conducted their operation via virtual private servers in Europe. Roach was extradited to the US on October 28, 2026, and was arraigned in the US District Court for the Western District of New York earlier this week. Prosecutors are seeking Stubbings’s extradition as well.

These two targeted University networks and computers, targets which are traditionally difficult to secure. They rented virtual private servers in Europe, used false identities to conceal traffic, and installed rootlets and stole credentials, at peak leveraging access to a supercomputer for crypto mining. I mention this as supercomputers require different programming models to be used effectively. Let's just say they had do some work here. And while they not been convicted yet, they were indicted back in 2022; now with the extradition, their future isn't looking so bright. The challenge for educational computing remains not just implementing secure authentication, monitoring, and other hygiene measures, but also cultivating a culture of including those protections on everything, so that systems are deployed with enabled security without stifling creativity and learning.
CyberScoop
Gov Infosecurity
The Record
BleepingComputer
Justice
NYC3
SANS Internet Storm Center StormCast Friday, November 6, 2026
RootEvidence Cisco IOS Opt-Out Scans; OpenSSH musl sshhole (CVE-2026-123158); Refrigeration OT Hardening; Zyxel GS1900 OOB Write (CVE-2026-107441)
https://isc.sans.edu/podcastdetail/10168
Today: RootEvidence Cisco IOS vulnerability scans with HTTP opt-out headers; a critical OpenSSH password bypass on musl (sshole / CVE-2026-123158); a U.S. government factsheet on hardening industrial refrigeration OT; and an actively exploited Zyxel GS1900 out-of-bounds write (CVE-2026-107441).
RootEvidence Cisco IOS Scans / Opt-Out Headers
ISC honeypots saw Cisco IOS vulnerability scans from exposure-management firm RootEvidence. Unlike typical Internet-wide scanners, their HTTP requests include Opt-Out-Email and Opt-Out-Url headers so administrators can request exclusion.
https://isc.sans.edu/diary/33492
https://www.rootevidence.com/scanners/
OpenSSH musl Password Bypass (sshole / CVE-2026-123158)
A critical password-authentication bypass affects OpenSSH on musl libc systems (Alpine Linux, OpenWrt, and similar) when sshd allows password logins without libpam. Passwords longer than 256 characters can authenticate accounts that have no password set (shadow field "*"). Details and walkthrough at sshhole.com; fixed in OpenSSH 10.6p2.
https://nvd.nist.gov/vuln/detail/CVE-2026-123158
https://www.openssh.org/txt/release-10.6p2
https://alpinelinux.org/posts/2026-11-05-openssh-password-authentication-bypass/
Guidance to Secure Refrigeration / Cold-Chain Systems
U.S. government agencies published a joint factsheet urging owners of industrial refrigeration and cold-chain monitoring systems to harden them after grocery-store and military-base fridge attacks that spoiled large amounts of food. Advice is largely standard OT hygiene (reduce Internet exposure, isolate OT, credential security, patching) and applies beyond refrigeration.
Zyxel GS1900 Out-of-Bounds Write Exploited (CVE-2026-107441)
Zyxel released firmware updates for GS1900 series switches fixing an out-of-bounds write that is being exploited in the wild. Binarly found a Python exploit in a malware repository; attacks steal configuration data including hashed passwords. The advisory says the attacker needs network access. Patch to 2.90 Patch 3 builds.
https://www.binarly.io/advisories/brly-2026-057
https://nvd.nist.gov/vuln/detail/CVE-2026-107441
SANS Internet Storm Center StormCast Thursday, November 5, 2026
Email Test Scripts; runZero oobscan BMC/IPMI; apt Signature Bypass (CVE-2026-109518); SonicWall GMS EOL Unpatched Flaws
https://isc.sans.edu/podcastdetail/10166
Today's Stormcast covers honeypot scans for leftover email test scripts, HD Moore's runZero oobscan for out-of-band management interfaces, a critical apt signature-bypass flaw (CVE-2026-109518), and unpatched SonicWall GMS end-of-life vulnerabilities.
The Classics Return: Vulnerable E-Mail Scripts
Internet Storm Center honeypots are seeing probes for development email test scripts such as sendmail.php and test-mail.php. Like the classic FormMail script, these can leak environment variables and let attackers send spam through GET or POST parameters, so keep them out of production.
https://isc.sans.edu/diary/33488
oobscan: Scan for Out-of-Band Management Interfaces
HD Moore's runZero oobscan hunts exposed BMC, IPMI, SNMP, and IP KVM style out-of-band management interfaces and flags known vulnerabilities on those devices rather than only listing open ports.
https://github.com/runZeroInc/oobscan#research-and-disclosures
apt Signature Bypass (CVE-2026-109518)
A critical flaw in Debian's apt package manager can skip signature verification when a package web server returns crafted error responses, letting an on-path attacker inject malicious packages over HTTP. Prefer HTTPS where your distribution allows it; Ubuntu still often uses HTTP by default. Debian and Ubuntu have published updates for CVE-2026-109518.
https://lists.debian.org/deity/2026/11/msg00005.html
https://ubuntu.com/blog/apt-vulnerability-fixes-available
https://security-tracker.debian.org/tracker/CVE-2026-109518
SonicWall GMS End of Life: Unpatched File Read and SQL Injection
SonicWall Global Management System (GMS) 9.5.2 and earlier are end of life, and SonicWall will not fix an unauthenticated file read (CVE-2026-109593) or an authenticated SQL injection (CVE-2026-109594). Migration to Network Security Manager (NSM) is the vendor path forward.
https://psirt.global.sonicwall.com/vuln-detail/SNWLID-2026-0019
https://thehackernews.com/2026/11/sonicwall-wont-patch-eol-gms-flaws-that.html
https://www.cert.cyber.gouv.fr/avis/CERTFR-2026-AVI-1456/
SANS Internet Storm Center StormCast Wednesday, November 4, 2026
Refrigerator Defrost Attacks; Siemens SIMATIC Node-RED Exploited (CVE-2026-58115); cPGuard Update Channel Compromise; iPhone Lockdown Mode AirDrop Exploit
https://isc.sans.edu/podcastdetail/10164
Today's episode covers attacks that switch supermarket and military commissary freezers into defrost mode, active exploitation of the Node-RED flaw in Siemens SIMATIC IoT2050 devices, the compromised cPGuard anti-malware update channel, and Calif's iPhone exploit that works despite Lockdown Mode.
Refrigerator Exploits: Hacked Freezers Switched to Defrost Mode
Attackers have hit refrigeration controllers at hundreds of supermarkets in France and several other European countries, and U.S. investigators are treating August freezer failures at U.S. military commissaries as a suspected cyberattack. The attackers switch freezers into defrost mode, heating them to about 50°C (122°F) and spoiling the food. How the systems were breached is still unclear, though weak default passwords on internet-exposed controllers have been reported. To help build a honeypot that emulates these devices, please contact me at jullrich-at-sans.edu if you can provide access to one of these refrigeration controllers.
https://www.bbc.com/news/articles/cq1kd1nee80eo
Exploitation Targeting Node-RED on Siemens SIMATIC IoT2050 (CVE-2026-58115)
VulnCheck caught attackers exploiting CVE-2026-58115, a missing authentication flaw (CVSS 10.0) in the Node-RED admin interface of Siemens SIMATIC IoT2050 Advanced industrial devices, to deploy flows that use wget or curl to download a Linux bot. Siemens patched the flaw in August with version 4.3.4.1. Update, or uninstall or harden Node-RED, and keep industrial control systems (ICS) off the internet.
https://www.vulncheck.com/blog/exploitation-targeting-node-red
https://cert-portal.siemens.com/productcert/html/ssa-834709.html
cPGuard Security Advisory: Update Channel Compromise
OPSSHIELD says an attacker used stolen credentials to access the update servers for cPGuard, its anti-malware product for cPanel and shared hosting servers. On November 2, cPGuard versions 5.88.12 through 5.88.19 delivered a malicious script that collected /etc/shadow, MySQL configuration, root shell history, and SSH files. Update to 5.88.25 or later, check the install log for affected versions, rotate credentials, and review the indicators of compromise in the advisory.
https://opsshield.com/notice/cpguard-update-channel-compromise.html
iPhone 18 Pro Exploited via AirDrop with Lockdown Mode Enabled
Security firm Calif released a video showing an iPhone 18 Pro with Lockdown Mode enabled being fully compromised after the user accepted a malicious PDF sent via AirDrop. Calif has not published technical details, so users who rely on Lockdown Mode should not accept unexpected AirDrop files.
https://x.com/calif_io/status/2117720348322144733
https://www.macrumors.com/2026/11/03/iphone-jailbreak-lockdown-mode/
Vote in the SANS Difference Makers Awards
https://www.sans.org/go/difference-makers-awards-2026
My Upcoming Classes
Catch up on recent editions of NewsBites or browse our full archive of expert-curated cybersecurity news.
Not every rogue agent is an attack. An agent can start with a legitimate task and make decisions that take it somewhere you never approved. Join security researcher Tyler Holmwood on November 17 at 11:00 AM ET for a free live webinar on how agents go rogue and how to limit the consequences.
Fall Cyber Solutions Fest 2026 | November 17–19 | Free, 100% virtual — five tracks, three days, zero excuses to miss it. Dive into hands-on sessions on emerging technologies, SOC, zero trust, threat intelligence, and AI. Save your seat before it fills up.
Webinar | The Unpatched Long Tail: What Your Patch Program Misses | Thursday, December 3 | Explore how to uncover hidden software exposure, understand the risk it creates, and decide what to patch, update, replace, or remove.
Webinar | Microsegmentation Buyer's Guide: How to Evaluate Solutions for Zero Trust and Hybrid Cloud | Friday, December 4 | Learn about workload discovery, application dependency mapping, policy design, and enforcement across hybrid environments.