Tracked as CVE-2026-123710, the flaw carries a CVSS severity score of 9.8 out of 10, placing it in the critical category. According to Red Hat, the vulnerability affects deployments in which the service responsible for managing signing keys is accessible to untrusted clients.
The vulnerability exists in Quay's service key server, which manages the cryptographic keys used to sign registry access tokens. These tokens determine whether users and applications can download or upload container images.
According to Red Hat's security advisory, an unauthenticated attacker can exploit weaknesses in the key rotation mechanism to install an unauthorized signing key that the registry automatically trusts. When anonymous access is enabled, an attacker can obtain a registry token and use it to manipulate the key rotation process.
Once the malicious key has been installed, attackers can generate their own registry tokens with read and write permissions across repositories. This allows them to access private container images belonging to other users or organizations without following the platform's normal access restrictions.
According to Red Hat's Bugzilla report, "rotation also deletes the legitimate instance key as a side effect, and the attacker key can delete replacement instance keys."
Beyond stealing images, attackers could also replace or overwrite repository contents. Such modifications could affect software development and deployment processes, particularly when automated systems download compromised images from the registry. Sensitive credentials and other secrets stored within container images could also be exposed.
Another scaring aspect of the vulnerability is the persistence of unauthorized access. The malicious signing key can be configured without an expiration date and remains active even after the registry is restarted. Red Hat also warned that attackers could use the compromised key to delete legitimate signing keys, potentially disrupting normal image uploads and downloads.
Disabling anonymous access does not completely eliminate the risk, as users with valid Quay accounts can also exploit the vulnerability. Similarly, changing account passwords or regenerating robot account tokens will not invalidate an unauthorized signing key.
Red Hat recommends administrators immediately restrict access to the key-management service.
Red Hat cautioned that removing malicious keys alone may not provide lasting protection until a fixed version is installed, as attackers could potentially reinstall them.
The vulnerability was discovered by Red Hat researcher Dave O'Connor. Fixes for the issue were merged into the project's GitHub repository on November 11.
Fortinet issued 89 security advisories on November 11, covering close to 100 vulnerabilities across its product lineup, with roughly 17 rated critical and nearly 80 classified as high severity. The release stands as one of the company's largest single-day patch drops, touching nearly every major product in its portfolio.
FortiMail received the heaviest concentration of critical fixes. FortiAuthenticator, FortiOS, FortiManager and FortiAnalyzer followed close behind. FortiSASE and FortiClient also received updates resolving critical issues.
The critical vulnerabilities span a wide range of attack classes. Among those fixed are arbitrary code execution flaws, authentication bypass conditions, account takeover paths, unauthorized access to Virtual Domains (VDOMs), server-side request execution, and a command execution bug that could allow an attacker to run commands with super-admin privileges. FortiMail-specific issues include paths that expose secure email accounts and allow IBE webmail session compromise, along with flaws enabling unauthorized webmail password resets.
High-severity fixes address cross-site scripting, code injection, arbitrary file uploads, denial-of-service conditions, man-in-the-middle attack vectors, privilege escalation, and information disclosure. Fortinet has not attributed any of these vulnerabilities to active exploitation in the wild.
A Notable Standalone Finding
One vulnerability drew particular attention from the security research community. Kevin Joensen, a principal security consultant at Baldur Security, identified and named a FortiClient flaw he called "Fortinet2Shell." The root cause is a CORS misconfiguration that allows attacker-controlled web pages to communicate with a local service running on the target machine.
If a victim visits a malicious website while FortiPAM is enabled, an attacker could achieve arbitrary code execution on that system. The flaw is conditional but the bar for triggering it is low: simply visiting a crafted page is enough. Joensen's research illustrates how client-side software that communicates with local services over HTTP remains a consistent attack surface, one that often gets less scrutiny than server-facing products.
AI in the Testing Pipeline
The scale of this release tracks directly to a shift in how Fortinet approaches internal security testing. Carl Windsor, the company's CISO, confirmed that Fortinet has been running frontier AI models alongside its own on-premises models in vulnerability testing for several months.
The program operates in two phases. In the first, models analyzed firmware without access to source code, mapping how products function and identifying potential attack vectors. Those leads were then validated through penetration testing and red teaming. The black-box phase returned few directly exploitable flaws, but the models showed strong capability in comparing firmware versions across releases and building proof-of-concept exploits for bugs that had already been patched.
The second phase involved source code analysis. Across more than 100 tests spanning 30 product families, roughly 40 percent of findings were genuine vulnerabilities, 30 percent were false positives, and the remaining 30 percent were security improvements that did not rise to the level of exploitability.
Windsor did not frame AI-assisted testing as a silver bullet. He acknowledged that the same tools available to Fortinet's internal teams are available to attackers, and he warned that the gap between public disclosure and active exploitation is getting shorter. "The window between disclosure and exploitation continues to shrink, and we expect it to keep shrinking," he said.
The Urgency Behind Early Disclosure
Fortinet's decision to hold technical details until a fixed release is available reflects a deliberate strategy. Once a patch ships, researchers and threat actors alike can reverse-engineer the changes to identify what was fixed and where. For organizations running unpatched versions, that creates a narrow and shrinking window of practical anonymity.
Windsor noted that internet-facing systems should be prioritized for immediate patching. For organizations that cannot apply fixes right away, interim steps include restricting administrative access to trusted IP ranges, keeping FortiManager off public networks, enforcing strong and unique credentials, and requiring multi-factor authentication for all admin accounts. He was direct that none of these measures replace upgrading the software.
Fortinet's PSIRT page at fortiguard.com/psirt carries the full list of advisories and affected version ranges.
The November batch comes weeks after the company released urgent fixes for FortiOS and FortiManager, some of which were also flagged as AI-assisted discoveries. The cadence suggests Fortinet is now committing to more frequent and larger release cycles as a direct consequence of expanding its AI testing program, a move that will likely increase pressure on enterprise security teams to maintain tighter patch windows across Fortinet deployments.
The incident was confirmed by Polish Digital Affairs Minister Krzysztof Gawkowski, who said security teams had responded immediately after identifying the attack. In a social media statement, Gawkowski said the cyberattack against the state-run ePUAP system had been detected and halted, while technical teams were working to restore its full functionality.
The ePUAP platform is a central part of Poland's digital government infrastructure. It allows individuals and businesses to submit official documents, communicate with government departments and complete various administrative procedures online. Its temporary closure has therefore affected an important channel through which people interact with public authorities.
Gawkowski also confirmed that the infrastructure of the Central Information Technology Center, the government agency responsible for maintaining ePUAP and other essential digital services, remained secure. Officials stressed that the platform was taken offline as a precautionary measure rather than because the cyberattack had caused damage or disrupted its operations.
Marek Gieorgica, spokesperson for Poland's Digital Affairs Ministry, told the Polish news agency PAP that the system had not been compromised by the incident. He explained that authorities had deliberately disabled the platform to reduce potential risks while security teams assessed the situation.
However, the government has not disclosed technical details about the attack, including the methods used by the attackers or the identity of those responsible. There is also no public confirmation that hackers gained unauthorized access to government systems or managed to steal sensitive information.
According to a notice published on the government's website, ePUAP electronic mailboxes are currently unavailable to both citizens and public institutions. The disruption could also temporarily affect Poland's Trusted Profile digital identity service, which enables users to access online government services and electronically sign official documents.
Authorities have not announced a specific timeline for restoring the platform. Services are expected to resume after cybersecurity specialists complete their investigations and necessary technical checks.
The incident comes amid a series of cyberattacks targeting Polish government institutions, critical infrastructure and private organizations in recent months. In October, online invoicing provider Fakturownia reported a data breach that potentially exposed information belonging to its users, customers and business partners.
Earlier, in September, hackers stole data from Qbusoft, a Polish healthcare software provider, following a separate security incident involving medical technology company MyDr. Polish authorities said the MyDr breach could have affected information associated with approximately 19 million individuals and around 12,000 healthcare organizations.
Russian cyberespionage group Turla has deployed a previously undocumented malware framework against government organizations in Romania and Kazakhstan, exploiting Microsoft Exchange infrastructure to monitor communications and selectively collect email messages. The operation involved a collection of interconnected .NET-based tools that allow attackers to execute commands, examine organizational networks and maintain access without relying on conventional external command-and-control infrastructure.
Slovak cybersecurity company ESET identified the framework, named Cereal, during an investigation that began on November 28, 2025, when researchers discovered suspicious components on a Kazakh government Exchange server. Further analysis and improved detection capabilities led to the identification of another deployment at a Romanian government organization, which had been compromised on December 23, 2025.
The Romanian intrusion attracted particular attention because the attackers had configured the malware to identify correspondence involving NATO and European Union institutional email addresses. This targeting coincided with escalating tensions between Russia and NATO, including repeated incidents involving Russian drones entering or crashing near Romanian territory.
The Kazakhstan incident presents a different intelligence context. Researchers noted that the compromise occurred amid increasing pressure on Russian exiles and Kremlin critics residing in the country. Access to government communications could potentially provide intelligence about individuals known to local authorities. However, ESET could not establish whether gathering information about dissidents was the actual objective.
Cereal Exploits Exchange's Internal Architecture
Unlike conventional email-stealing malware that operates as an independent application, Cereal integrates its collection capabilities into Microsoft's existing email-processing environment. Its CerealBox component operates inside EdgeTransport.exe, the Exchange service responsible for handling incoming and outgoing messages.
The component uses an unconventional method to intercept email processing. Rather than installing itself as a separately registered Exchange transport agent, it modifies the handlers of existing agents while operating in memory. This allows its malicious instructions to execute alongside legitimate email-processing functions without introducing an additional agent into the server's configuration.
CerealBox examines messages against predefined collection conditions involving sender and recipient addresses, subject lines and attachment names. Messages containing Word documents or PDF files can also qualify for collection when they match the configured filters. Selected communications are compressed, encrypted and temporarily stored for subsequent retrieval by the attackers.
The original email delivery process continues operating, meaning users may not experience an obvious interruption even while selected correspondence is being copied.
Compromised Servers Replace External Command Infrastructure
Another unusual feature concerns how Turla operators communicate with the malware. ESET did not identify dedicated external command-and-control servers in the investigated deployments. Instead, the attackers used the compromised Exchange infrastructure itself to receive instructions and coordinate malicious activity.
CerealNeuron facilitates this arrangement by operating as a passive backdoor. It monitors incoming web requests through paths associated with legitimate Exchange services, including Outlook Web Access, Autodiscover and ActiveSync. Requests containing properly encrypted instructions can be processed as commands, while invalid requests are redirected to legitimate-looking Exchange error pages.
CerealHermit provides an alternative execution mechanism by retrieving encrypted instructions from local files rather than accepting network requests. Both components can provide operators with access to compromised environments.
The framework also includes CerealLoader, CerealRunner, CerealSprinter, CerealIron and CerealMoth, which support payload loading, execution, process injection and the execution of individual .NET assemblies. These components allow attackers to perform activities such as querying Active Directory, retrieving mailbox contents, examining running processes, collecting stored credentials and accessing files.
ESET also documented the abuse of lesser-known .NET execution mechanisms, including native entry points, VTable Fixups and the framework's precompiled assembly cache. These techniques help malicious code execute through legitimate Windows and Exchange processes while reducing the visibility of its actual functionality.
Romanian Authorities Confirm Disruption
Romania's Intelligence Service (SRI) confirmed on November 11 that its National Cyberint Center had identified the intrusion in December 2025 and implemented countermeasures to contain it.
According to the agency, attackers exploited systemic vulnerabilities in Microsoft operating systems. The intervention stopped the operation and enabled the restoration of the affected email service. SRI stated that investigators found no evidence of sensitive data exfiltration and confirmed that relevant European intelligence partners, including counterparts at the EU and NATO, had been informed.
ESET attributed Cereal to Turla with high confidence, citing the presence of another component previously associated with the group and similarities between the toolkit's design and older Turla malware.
Also tracked as Snake, Secret Blizzard and Venomous Bear, Turla has conducted espionage operations since at least 2004. The group is widely assessed to be associated with Russia's Federal Security Service (FSB) and has historically targeted government institutions, diplomatic missions and defense organizations across Europe, Central Asia and the Middle East.
ESET's telemetry indicates that approximately 70% of the countries targeted by Turla since 2022 were former Soviet republics or European countries historically aligned with the Soviet Union.
The exposure of information connected to more than 41,000 US Department of Homeland Security personnel demonstrates how an employee directory can become an operational map for attackers.
The dataset, published in late October under the name “Icepick,” reportedly contained names, work email addresses, telephone numbers, office locations, job information and internal group memberships. The affected records included personnel associated with Customs and Border Protection, Immigration and Customs Enforcement, US Citizenship and Immigration Services, and the Cybersecurity and Infrastructure Security Agency.
While contact information may appear less sensitive than passwords or Social Security numbers, the combination of identity and organizational metadata creates a significantly broader security risk. It can help attackers understand who works where, which employees may hold privileged access and how different teams are connected.
An ordinary staff directory contains more intelligence than organizations often realize.
Job titles, supervisors, office locations, telephone numbers and internal group names can reveal reporting structures and operational responsibilities. When these details concern law-enforcement, intelligence or cybersecurity personnel, they may also expose individuals connected to sensitive investigations, surveillance systems or undercover work.
Attackers do not necessarily need passwords in the initial leak. Accurate employee information can make subsequent social-engineering attempts substantially more convincing.
A criminal could impersonate an internal help-desk employee and refer to the target’s correct department, manager or office. Another approach could involve impersonating the employee while contacting a colleague, telecommunications provider or external contractor.
The exposed information could consequently support spear-phishing, voice phishing, SIM-swapping attempts, password-reset fraud and targeted harassment.
The group claiming responsibility said the information originated from a DHS identity system associated with Okta. However, Okta said it had found no evidence that its own systems were compromised.
That distinction is important. The appearance of identity-platform data does not automatically mean the platform provider suffered a breach.
Information could potentially be obtained through stolen administrator credentials, compromised endpoints, an improperly protected integration, exported directory records or another system connected to the identity environment. The exact intrusion route has not been publicly established.
Nevertheless, the incident highlights the value of identity infrastructure to attackers. Identity platforms frequently connect employees with cloud applications, administrative tools and internal services. They may contain account attributes, access-group assignments and information about which users can reach particular resources.
Even when passwords are not exposed, this information helps attackers identify valuable accounts and prepare more precise attacks.
Removing the original website or disrupting its domain does not eliminate the exposure.
Once a dataset has been downloaded, it can be copied, mirrored and circulated privately. Employees whose information appeared in the leak may therefore remain at increased risk long after public attention moves elsewhere.
Contact details may also remain useful for years. Employees can change roles while continuing to use the same email addresses or telephone numbers. Historical group memberships and job information can still help attackers understand an agency’s structure or identify people likely to retain valuable professional relationships.
For personnel working in sensitive or public-facing roles, the consequences may extend beyond phishing. The information could enable doxing, threats, physical surveillance or attempts to identify family members and personal accounts.
Responding to this type of exposure requires more than resetting passwords.
Security teams should determine whether authentication tokens, active sessions, application credentials or privileged accounts were accessible through the affected environment. Authentication logs should be reviewed for unusual sign-ins, newly registered devices, unexpected multifactor-authentication changes and access from unfamiliar locations.
Organizations should also examine the information included in their identity directories. Internal group names should not disclose more operational detail than necessary, especially when those names identify sensitive projects, investigative capabilities or administrative privileges.
Other important measures include:
Reviewing privileged and administrative group memberships.
Revoking unnecessary sessions, tokens and application connections.
Requiring phishing-resistant authentication for sensitive accounts.
Monitoring exposed employees for targeted phishing and impersonation.
Restricting bulk exports of identity-directory information.
Separating highly sensitive personnel records from general directories.
Establishing additional protections for undercover and investigative staff.
Reviewing third-party applications connected to identity platforms.
Alerting employees whose details may be used in social-engineering attacks.
Security awareness messages should also be specific to the incident. A general warning about suspicious emails may be inadequate when attackers possess accurate information about an employee’s role, colleagues and workplace.
Organizations commonly apply data-minimization principles to customer information but may overlook internal employee systems.
Identity platforms, human-resources applications and staff directories frequently accumulate information because it is convenient. Each additional attribute increases the intelligence available if an account, integration or export function is compromised.
Organizations should regularly determine which employee attributes are necessary, who can access them and whether they can be exported in bulk. Sensitive operational details should not be stored in broadly accessible identity fields simply because the platform permits it.
The DHS incident illustrates that identity information is not merely administrative data. In the wrong hands, it can reveal an organization’s structure, identify valuable targets and provide the foundation for further attacks.
Protecting identity infrastructure therefore requires securing not only passwords and authentication tokens, but also the metadata surrounding every account.
According to a report published by The Economic Times, the attacks have primarily targeted smaller NBFCs with annual turnovers of approximately ₹1,000 crore or less. Several financial institutions have experienced repeated attacks, exposing weaknesses in their cybersecurity infrastructure and payment systems.
In one reported incident, a Delhi-based NBFC allegedly lost ₹7.5 crore in an initial cyberattack, followed by another loss of ₹7.25 crore just days later. Investigators believe that inadequate security controls and insufficient monitoring have made smaller lenders attractive targets for cybercriminals.
Investigations into some of the incidents have identified a Chinese hacking platform known as CyberStrike. Security experts have also raised concerns about the growing use of artificial intelligence-powered toolkits, including ARTEX and CyberStrike, alongside open-source large language models.
These tools are lowering the technical barriers for cybercriminals by automating reconnaissance, vulnerability identification and other stages of cyberattacks. Attackers can use AI-assisted frameworks to analyse targeted systems and identify weaknesses more efficiently.
According to officials familiar with the investigations, attackers typically spend around 10 to 12 days studying an NBFC's payment infrastructure, including transaction processes, whitelisted identification details and application code, before attempting to steal funds.
Experts have also warned that stolen customer information could be exploited for targeted phishing and social engineering campaigns. Scammers equipped with borrowers' names, loan details and lender information may impersonate financial representatives to deceive customers into sharing sensitive information.
India's national cybersecurity agency, the Indian Computer Emergency Response Team (CERT-In), along with CSIRT-Fin, issued a critical advisory on October 9, highlighting cyber threats targeting NBFCs, digital lenders, fintech companies and payment service providers.
The advisory identified vulnerabilities in applications and payment Application Programming Interfaces (APIs) that could allow attackers to steal banking credentials and initiate unauthorised fund transfers through trusted financial infrastructure.
CERT-In also warned that AI-driven attack frameworks have significantly reduced the time between initial system compromise and financial damage, allowing attackers to execute operations within hours rather than days.
Japan Airlines has warned roughly 92,000 customers that hackers accessed their personal information through a third-party reservation platform, in what is turning out to be one of the most critical data security incidents to hit the global aviation industry in recent memory.
The airline said the breach originated at Amadeus IT Group, the Spain-based technology company whose software powers ticketing, check-in, and reservation systems for airlines worldwide. JAL said Amadeus notified it the week before it published its own disclosure notice on October 28, 2026, stating that an unauthorized party had accessed "a portion of customer reservation data" stored within the Amadeus platform.
For the vast majority of affected customers, the exposed information included names, booking reference codes, and flight details. But for approximately 2,000 of those customers, the picture is considerably worse. Hackers also accessed passport numbers, frequent-flyer numbers, email addresses, and phone numbers. No credit card numbers or passwords were compromised, JAL said, because that data was not stored in the same system.
Japan Transocean Air, a JAL affiliate, was swept up in the same incident. The two carriers share infrastructure through the Amadeus platform, which is how the breach spread across both brands without requiring a separate intrusion.
JAL said it would reach out to affected customers individually and urged everyone to stay alert for phishing emails, fraudulent phone calls, and fake JAL websites. The warning carries real weight: when scammers know your name, flight number, and booking code, their messages tend to look far more convincing than a generic blast.
The company said its own internal systems were not touched. That distinction, while technically accurate, offers only limited reassurance. From a customer's perspective, the data was real, the exposure was real, and JAL was the brand they trusted when they handed over their information.
JAL is far from alone in this. The Amadeus breach has since grown into an industry-wide event. Cathay Pacific disclosed that hackers used login credentials assigned to one of its system accounts to access reservation data inside Amadeus, with the intrusion running from August 2023 to September 2026, a window of more than three years. Amadeus reportedly detected the unauthorized access in late September, then reset the compromised credentials, disabled the account, and added monitoring. Airlines were notified between October 20 and October 28.
ANA, another major Japanese carrier, said about 37,800 of its customers were affected, with roughly 1,700 of those having passport details viewed. Cathay Pacific put its figure at approximately 53,000 bookings. Korean Air, Asiana Airlines, Malaysia Airlines, and German leisure carrier Condor have all said they are investigating their exposure. Qantas was still assessing whether its bookings were affected as of early November. Three smaller Japanese regional carriers, Air Do, Solaseed Air, and Starflyer, said they had been notified and were reviewing their records.
No single overall figure covering all airlines has been published, but the numbers keep climbing.
The mechanism behind the breach is straightforward and deeply familiar to anyone who follows enterprise security incidents. At its core, attackers used legitimate credentials to log into a system they were not supposed to access. No elaborate zero-day exploit, no ransomware deployment. Someone had the right username and password, and they used it. Cathay Pacific's disclosure that the credentials were tied to a "system account" suggests the compromised login may not have belonged to a human employee at all, but rather to an automated or service-level account, which tend to receive less routine monitoring than individual user logins.
The timeline raises its own troubling questions. If the unauthorized access began in August 2023 and was not detected until September 2026, attackers had more than three years to move through reservation data at their leisure. It is not yet clear whether that access was continuous or sporadic, or whether the full scope of what was taken is known.
The disclosure lands at a sensitive moment for Japan's cybersecurity posture. The country has seen a string of high-profile incidents over the past two years, and Prime Minister Sanae Takaichi convened a cabinet meeting on the issue, pledging emergency measures, though specifics had not been released at the time of publication.
For passengers, the practical exposure is primarily the risk of targeted fraud. Scammers with access to real booking records can craft fake refund notices or schedule-change alerts that clear most basic suspicion checks. Security researchers consistently advise the same response: access your booking only by typing the airline's official website address directly into your browser, and treat any unsolicited message about your flight as suspicious until verified through official channels.
Amadeus has not issued a detailed public statement about how the breach occurred, its full scope, or what it is doing to prevent a similar incident. As more airlines finish their own assessments, that number is likely to rise.