Google Gemini allowed users to download AI-generated images that its safety filters had refused to display, according to research published by Fog Security on November 5, 2026.

The bypass did not require a jailbreak. Instead, the download feature sometimes delivered a rejected image while the conversation showed a different, allowed picture.

Gemini Image Safety Filter Bypass

Fog Security reported the issue to Google in June 2026. By October 22, researchers could no longer reproduce it across 12 new attempts, and older conversations downloaded the correct images.

Google attributed the change to routine maintenance rather than a fix linked to the report. A Gemini web app flaw allowed blocked images to bypass safety refusals through the full-size download path, despite remaining restricted in chat.

Researchers first submitted an image request that triggered a refusal, then requested a different, permitted image. Although the allowed picture appeared onscreen, its download button sometimes retrieved the rejected output.

Results ranged from blurry, unfinished files to complete images, with successful tests across multiple days and sessions. Both image URLs used lh3.googleusercontent.com and required the signed-in user’s session. Inline links ended in =s1024-rj, while download links ended in =s0-d-I.

Researchers suspected a state-management error involving image generation, safety checks, and cleanup. That explanation remains unconfirmed.

A December 2025 Google community report also described downloads returning older images instead of the displayed preview. However, that complaint did not establish a safety bypass.

Unlike prompt injection targeting Gemini’s memory, this issue did not rely on hidden instructions changing the assistant’s behavior.

It also differed from AI jailbreaks using assistant prefill, which push models toward prohibited answers. Here, the refusal remained intact while file delivery failed to enforce it.

Fog Security tested copyrighted characters, a synthetic person, and the researcher’s own likeness. It did not test child safety content or images involving other real people. No access to another user’s data or privilege escalation was reported.

Google initially marked the June 25 report out of scope, then reviewed it after researchers stressed the infrastructure issue. It declined to track an abuse bug on September 30. On October 23, Google said no internal ticket had been filed and closed the report.

Fog Security recommends binding each download to its approved preview and removing files from refused or failed generations. The finding shows why AI safety testing must cover stored files and download links, not only chatbot replies. A refusal protects users only when every delivery path follows the same decision.

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CISA added a SonicWall SonicOS SSLVPN vulnerability, CVE-2026-19868, to its Known Exploited Vulnerabilities catalog, warning that valid-credential users can bypass SAML authentication controls and potentially evade multi-factor authentication.

CISA added the vulnerability on November 6, 2026, and set a November 20 remediation deadline. Its entry lists ransomware use as unknown and does not require forensic triage under Binding Operational Directive 26-04. Organizations should still assess their exposure and follow the required vendor guidance.

SonicWall SonicOS SSLVPN Vulnerability Exploited

The vulnerability affects authentication enforcement in SonicOS SSLVPN. According to the CVE record, someone with valid credentials for an alternate authentication method may bypass the controls applied through SAML. Successful exploitation may also bypass MFA enforced through that SAML login process.

SAML allows an organization to manage sign-ins through a central identity provider. The risk here is that another authentication route may allow access without completing the expected checks. This is not described as a password-free attack. Valid credentials for an alternate method remain required.

The flaw is classified as CWE-308, or use of single-factor authentication. This weakness occurs when a system accepts one authentication factor, such as a password, when it should require additional checks. The result can undermine protection even when administrators believe MFA covers remote access.

The CVE record identifies affected Gen7 and Gen8 platforms running SonicOS 7.3.3-7015 and earlier, and 8.2.2-8015 and earlier, respectively. Cybersecurity News’ earlier SonicWall SSLVPN vulnerability report lists fixed releases as 7.3.4-7013 for Gen7 and 8.2.3-8015 for Gen8, or later supported versions. The reported CVSS score is 7.1.

SonicWall’s warning initially described a report of potential exploitation. CISA’s subsequent catalog entry raises the urgency for defenders.

However, the available information does not identify the attackers, affected organizations, or the number of confirmed incidents. Ransomware involvement should not be presented as established.

Previous SonicWall authentication bypass attacks involved CVE-2024-53704, a separate flaw that allowed session hijacking without authentication. Those attack details should not be applied to this vulnerability, which has different access requirements.

Administrators should check appliance models, firmware versions, SAML settings, and internet exposure before applying the matching update. The SonicWall security advisory should guide deployment decisions. Published coverage lists no workaround, making the firmware upgrade the main remediation step.

Security teams should also review enabled login methods and VPN activity for unexpected access. An MFA setting alone should not be treated as proof that every authentication route enforces the same checks. Confirming those controls after patching helps ensure the intended remote access policy is actually applied.

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Hackers are now using a public exploit chain called Plex2Shell to break into unpatched Plex Media Server systems and install cryptocurrency miners and proxy software. According to SecurityWeek, the attacks began one day after the exploit code went public on October 16, 2026.

Plex2Shell links four flaws, tracked as CVE-2026-96652, CVE-2026-96654, CVE-2026-96655 and CVE-2026-96656. Together, they let a remote user run code on a server without a password.

The code runs with the same rights as the Plex service. Security researcher Zach Main found the bugs and reported them to Plex on July 27. Plex confirmed the report and paid a bounty on August 4.

Hackers Exploit Plex2Shell Flaws

Plex Media Server often listens on port 32400, and many people leave it open to the internet so they can stream from anywhere. That makes it an easy target for anyone scanning for it.

The first flaw is a server-side request forgery bug in the /player/timeline endpoint. The server only checks that a token exists, not that it is valid, so even a fake token works. An attacker can then slip a full web address into the protocol field and trick Plex into sending a request to itself.

That request appears to come from the machine itself, which Plex trusts more. It opens a plugin interface that normally needs no token for local traffic. A broken check in the plugin code lets the attacker call other plugin functions.

The attacker then uses a TVDB plugin function and a web address that starts with 127.0.0.1 but points to a server the attacker controls. Plex sees the local prefix and adds the owner’s admin token to the request. The token goes straight to the attacker.

With the admin token, the attacker changes a transcoder setting so Plex writes a malicious file into its codec folder. The file is hidden inside a video. The next time Plex transcodes a video, it loads that file and runs it. The researcher’s write-up and proof-of-concept code are public on GitHub.

A researcher running a honeypot, a decoy server used to watch attacks, saw the first real exploitation on October 17. The attackers dropped an XMRig-based Monero miner and a Linux proxy tool called “myawesomeproxy.” The Hacker News reports that the miner pointed to a domain tied to the AISURU botnet. The attacks fetched payloads from 217.60.194[.]116.

Cybersecurity News also covered the first exploitation reports. It noted that the evidence did not show how many real servers were hit. The attack is not limited to home servers.

QNAP says some NAS users have been breached, and BleepingComputer reports that CISA added all four flaws to its Known Exploited Vulnerabilities list on October 20.

Update to Plex Media Server 1.43.3.10861 or newer, and check the version the server actually reports. Updating will not remove a payload that is already installed. QNAP advises treating an exposed server as compromised, checking for signs of infection, doing a clean reinstall, and resetting credentials.

Stop forwarding port 32400 if you do not need remote access. If you do need it, use a VPN. Also check the Plex process for strange child processes, unknown downloads, and high CPU use. Miners often show up first as a slow, hot server. For another example of how exposed services get turned into miners, see this Redis cryptojacking campaign.

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CISA warned that two critical PowerSYSTEM Center flaws (CVSS 9.0) could let authenticated users access administrator resources or execute unauthorized database commands, affecting energy and manufacturing sectors worldwide.

The agency released advisory ICSA-26-307-01 on November 3, 2026. CISA credited Chinmay Patel of Digital Boundary Group and Subnet Solutions with reporting the vulnerabilities.

The Canadian vendor has provided upgrade guidance and temporary measures for organizations that cannot immediately update affected systems.

The first flaw, CVE-2026-63017, involves incorrect authorization, tracked as CWE-863. A user with limited permissions can access resources normally reserved for administrators. In simple terms, signing in with a basic account does not keep the user within the access limits intended for that account.

CISA Warns Critical Flaws in PowerSYSTEM Center

The second flaw, CVE-2026-63774, is an SQL injection vulnerability tracked as CWE-89. Insufficient input checks in the report designer allow an authenticated user to execute unauthorized SQL commands. The disclosed impact concerns database commands, not confirmed operating system code execution.

Both CVSS vectors describe low attack complexity, low privileges, and no required user interaction. They specify an adjacent attack vector rather than unrestricted network access.

CISA states that these vulnerabilities are not remotely exploitable and that no known public exploitation had been reported when the advisory was released.

CVE-2026-63017 affects PowerSYSTEM Center 2020 versions through 5.29.x, PowerSYSTEM Center 2024 versions 6.0.x through 6.2.x, and PowerSYSTEM Center 2026 versions 7.0.x through 7.1.x. CVE-2026-63774 affects the listed 2024 and 2026 ranges. The advisory does not list the 2020 branch as affected by SQL injection.

Subnet Solutions recommends PowerSYSTEM Center 2020 Update 30 for affected 2020 installations. Organizations running the 2024 branch should upgrade to PowerSYSTEM Center 2026 Update 1.1. Existing 2026 installations should also update to Update 1.1, according to CISA’s machine-readable advisory.

Checking installed versions is therefore essential before planning upgrades. Cybersecurity News previously covered CISA’s OT asset inventory guidance, which explains how accurate device and software records support vulnerability management across industrial environments.

For organizations unable to update, Subnet recommends monitoring user activity records and restricting Client Access Server users’ access to browser F12 Developer Tools to reduce authorization-related risk.

For the SQL injection issue, the vendor recommends restricting user access to the report designer. These are interim measures, not replacements for the recommended updates.

CISA also advises keeping control systems off the public internet, placing them behind firewalls, and separating them from business networks.

Where remote access is necessary, organizations should use updated VPNs and assess connected devices. Related secure OT connectivity guidance explains the value of limited exposure and controlled connections.

Before applying changes, operators should assess operational impact and risk. Operators should follow internal response procedures for suspected malicious activity and report it to CISA.

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Two high-severity flaws have been disclosed in ModSecurity, the open-source web application firewall (WAF) used with Apache, IIS, and Nginx.

Two GitHub advisories published by maintainer airween on September 30 describe flaws allowing malicious file uploads and server crashes that could lead to remote code execution.

ModSecurity inspects web traffic and blocks requests that look harmful. Many sites depend on it, so any gap in how it reads a request matters.

CVE-2026-104269 (GHSA-5pww-8rfg-9crf) affects ModSecurity 3.0.0 and later, allowing unauthenticated network attacks that bypass file checks and compromise integrity no patched version is available.

ModSecurity Patches High-Severity Flaws

The problem is a mismatch in how the firewall and the app read an upload. ModSecurity’s multipart parser does not support RFC 2231, a standard for encoded values in headers. Many app frameworks do. When a request holds both a plain filename and an encoded filename*, those frameworks prefer the encoded one.

An attacker can use this by sending filename=”safe.jpg” together with filename*=UTF-8”shell.php. The OWASP Core Rule Set sees a harmless JPG and lets it through. A Go backend reads the name as shell.php and may save it to disk. If the web server serves that folder, the attacker can run code on it.

The advisory says Go, Python (Flask and FastAPI), Node.js, and Java Spring parsers behave this way. PHP’s native upload handling reads only filename=, so it is not affected. Researchers 0xkalawy and ZeyadZonkorany found the issue, and B0YK4 coordinated the report.

The second flaw is CVE-2026-73857 (GHSA-jx3r-phvx-2jmj), reported by researcher Tobias Klein. A single crafted request from an unauthenticated remote user can make a worker process use an uninitialized pointer. That lets the request write a fixed value to an address the sender picks.

The result can be a crash, a memory leak, or a redirect of program flow, which could lead to remote code execution. The weaknesses are listed as CWE-787 (out-of-bounds write) and CWE-824 (access of uninitialized pointer). Its CVSS vector rates the impact as high for availability only, which my calculation puts near 7.5.

The risk is narrower than it sounds. The bug can be reached only when the SecParseXmlIntoArgs setting is On or OnlyArgs. It is Off by default. The code path was added in version 3.0.15, so 3.0.15, 3.0.16, and the current v3 master are affected. Earlier 3.0.x releases and ModSecurity v2 are not.

There is one point to check. The advisory lists 3.0.17 as the patched version, but its text also says a fix is “not yet” available and will come in the next release. Admins should confirm the release on the official project page before assuming they are safe.

For the XML flaw, make sure SecParseXmlIntoArgs is Off, which is the workaround the advisory gives. Then upgrade once you confirm the fixed release.

For the filename flaw, no patch is listed, so do not rely on the WAF alone to judge uploads. Apps should ignore the name sent by the client and create their own safe name. They should also block script extensions such as .php and store uploads outside the web root. These steps are general good practice and are not part of the advisory.

ModSecurity has had other bypass problems recently. Cyber Security News has covered earlier ModSecurity firewall bypass bugs and multiple ModSecurity rule bypass flaws.

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Veeam warned that a critical Linux kernel flaw with a CVSS score of 9.8, could cause denial of service or memory corruption across backup and recovery products.

Veeam’s November 6 impact statement identified a Linux kernel use-after-free vulnerability (CVE-2026-98432) in TCP/IPv4 connection setup and outlined update paths for affected systems.

Its security advisory does not report active exploitation or confirm remote code execution. The stated risks could interrupt backup and restore work if an affected appliance becomes unavailable.

Affected products include Veeam Software Appliance 13.1 and Veeam Infrastructure Appliance 13.1. Infrastructure roles include backup proxies, hardened repositories, mount servers, gateways, and Cloud Connect components. Workers deployed through Veeam hypervisor plug-ins also need the updated kernel.

Veeam Warns Critical Linux Kernel Flaw

Windows-based Veeam Backup & Replication installations also require attention because they deploy Linux helper appliances. These support file recovery, virtual labs, and cloud restores. The advisory lists affected helper appliances in versions 13.1 and 12.3, rather than identifying the Windows kernel as vulnerable.

The disclosure follows separate Veeam authorization bypass fixes and earlier Backup & Replication security updates. Those issues have different causes and patch requirements, so administrators should not assume earlier product updates resolve this kernel flaw.

Veeam says a patched kernel has been available for Software Appliance and Infrastructure Appliance 13.1 since November 2. The fixed package is 5.14.0-570.60.1+27.2.el9_6_ciq, delivered through Veeam Updater.

Administrators can install available updates from the Veeam Host Management console without waiting for the automatic schedule. A restart may be required.

The updater checks repositories every 12 hours. Under default settings, mandatory updates install on the nearest Sunday at 14:00 in the backup server’s time zone.

Teams should check update history to confirm installation. Systems using a local repository mirror receive the package only after that mirror synchronizes.

For Windows deployments, the 13.1 private fix requires Backup & Replication 13.1.2.57. Repacked 13.1.2 installation media includes the fix.

Veeam’s November 6 advisory says the private fix for version 12.3 will become available soon. Temporary helper appliances receive updated images when deployed again.

At the same time, persistent virtual labs and Microsoft Azure helper appliances must be redeployed. Replace recovery media created before the update. Hypervisor plug-in workers receive the updated kernel on their next launch.

AWS, Azure, and Google Cloud plug-in appliances receive Ubuntu kernel updates through Veeam Updater. Administrators should install available updates and review the Ubuntu CVE tracker for package status.

Veeam Kasten container images do not include a kernel, but their Kubernetes nodes still need vendor checks. Customer-managed Linux proxies, repositories, and gateways also require distribution updates. Completing these separate checks helps teams avoid leaving recovery components unpatched after updating the main appliance itself.

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A newly analyzed remote-access trojan masquerading as an “Abe Office workstation helper” combines hidden-browser control with tooling designed to bypass Chrome’s App-Bound Encryption. Rather than breaking the cryptography, its browser stealer injects a helper into Chrome and requests decryption from inside the trusted browser process. The supplied analysis credits MalwareHunterTeam with identifying the sample, AbeAgent.exe, […]

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Google Gemini exposed images that its safety filters had rejected through download links, revealing an infrastructure weakness rather than a conventional model jailbreak. Fog Security researcher Jason Kao disclosed the findings on November 5, 2026, describing how Gemini could refuse an image request while still delivering the blocked artifact. Retesting on October 22 found changed […]

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Two high-severity flaws in the open-source ModSecurity web application firewall (WAF) let attackers slip past upload filters or crash server workers with a single crafted HTTP request. Maintainers published both advisories on September 30, 2026, as part of a larger batch that also covers multiple ModSecurity vulnerabilities that enable WAF bypass. ModSecurity WAF Vulnerability The […]

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A new wave of the GhostAction supply chain campaign has pushed a credential-stealing GitHub Actions workflow into tens of thousands of repositories. It now hunts for cloud and AI keys buried in source code and git history, in addition to CI/CD secrets. Socket says it has identified more than 500 GitHub accounts that committed the […]

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Attackers deploying Anubis ransomware hit a U.S. organization in October 2026 with a previously undocumented custom backdoor. The malware sat on two Microsoft SQL Server machines, disguised as a Chrome component on one and a VMware file on the other. The encryption payload was blocked, and there is no evidence that any files were encrypted. […]

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CISA and the FBI, alongside HHS, USDA, and the Department of Transportation, have warned of ongoing cyberattacks targeting industrial refrigeration and cold chain monitoring systems worldwide. Published November 5, 2026, their joint fact sheet urges critical infrastructure operators to secure controllers that protect food, medicines, chemicals, and other temperature-sensitive products. The warning applies to several […]

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An exposed open directory revealed an autonomous AI intrusion harness that spent more than two weeks attacking a European telecom provider and 13 organizations hosted in its data centers and cloud. The report, published on November 8, 2026, calls the campaign Operation Snowball. The researchers withheld the directory’s IP address to protect the victims. A […]

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A concealed JavaScript loaders in 12 releases across 10 hijacked npm packages, linking the compromise to previously documented PolinRider activity. Investigated on November 4, 2026, the releases use Ethereum transactions to discover remote payload servers and execute downloaded code inside developer environments, build systems, or applications. Sonatype tracks the finding as sonatype-2026-010515.guide. Unlike installation-triggered supply-chain […]

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SonicWall has urged customers to address an SSL-VPN authentication vulnerability that can bypass SAML controls, including associated multifactor authentication measures. This issue is tracked as CVE-2026-19868 and affects SonicOS deployments that utilize SAML for SSL-VPN logins. The company has investigated reports suggesting potential exploitation but has not confirmed a widespread attack campaign in its advisory. […]

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A serious vulnerability in React Server Components may enable unauthenticated attackers to execute malicious code on affected servers. The advisory, released on October 14, 2026, assigns the issue a CVSS v4.0 score of 9.5. React maintainers advise that users update their systems immediately, though they emphasize that the conditions necessary for exploitation are extremely rare. […]

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SonicWall has warned customers to patch a SonicOS SSLVPN vulnerability that could let attackers bypass SAML authentication and its multi-factor authentication checks.

Tracked as CVE-2026-19868, the flaw carries a CVSS score of 7.1. The company has investigated a report indicating potential exploitation and strongly urges customers to upgrade promptly.

The issue affects SSLVPN only when SAML is enabled for logins. An attacker must have valid credentials for an alternate authentication method, making this different from a login bypass that requires no account. Under affected conditions, those credentials may allow access without passing the SAML controls intended to protect the connection.

SAML lets organizations use a central identity provider to handle user sign-ins. Here, the weakness concerns authentication enforcement through another login method, rather than a stated flaw in SAML itself.

Successful exploitation may also skip MFA enforced through SAML, leaving a gap between the security policy administrators expect and the checks actually applied.

Ryan Harris of The Electronic Office reported the vulnerability. SonicWall includes it among seven issues in its latest advisory. Although the exploitation warning raises urgency, the supplied details do not identify attackers, victims, attack dates, or the scale of activity. Describing a confirmed widespread campaign would therefore go beyond the available evidence.

Earlier SonicWall SSLVPN authentication bypass coverage shows why remote access flaws deserve attention. However, that reporting concerns CVE-2024-53704, a separate vulnerability.

Its session-hijacking behavior should not be treated as evidence of how CVE-2026-19868 works or what attackers have done with this newly disclosed issue.

SonicOS SSLVPN Vulnerability Exploited

The SonicWall security advisory, published November 6, also lists CVE-2026-107155 and CVE-2026-107154. Both score 8.8 and affect the management interface. They involve a permissive cross-domain policy and session validation, respectively, and could permit unauthorized operations under specific conditions. Their vectors include required user interaction.

CVE-2026-82308 is a pre-authentication heap buffer overflow in SSLVPN, rated 7.5. CVE-2026-77708 and CVE-2026-77709 affect the TACACS+ authentication client, and each scores 5.9. These flaws could cause application-level denial of service. CVE-2026-19703, rated 5.2, could expose a limited platform credential on virtual appliances to an attacker with existing local access.

Affected releases include Gen7 hardware and NSv appliances running SonicOS 7.3.3-7015 or earlier, and Gen8 hardware and NSv appliances running 8.2.2-8015 or earlier. SonicWall lists fixes in 7.3.4-7013 and later for Gen7, and 8.2.3-8015 and later for Gen8. No workaround is listed.

Administrators should prioritize patching, confirm their appliance generation, and install the matching fixed release. Previous SonicOS vulnerability reporting covers different flaws and firmware fixes, so older patch guidance should not replace this advisory’s requirements. Review enabled authentication methods and check VPN login activity while completing the upgrade.

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Claude Code’s “Yes, and don’t ask again” option can save passwords and API keys inside project settings that later reach public GitHub repositories.

Apiiro researchers found 2,539 distinct secrets across 1,994 public repositories, showing how a routine approval can turn private credentials into public data.

The research identified 63 affected organizations, mostly software companies. Exposed credentials included a database vendor’s admin-level cloud key, a production Azure PostgreSQL password, a Square production token, and the owner password for a medical-records database. Apiiro said one company confirmed its exposed key had been live.

The leak starts during ordinary development work. A developer asks Claude Code to check a database, test an API, or troubleshoot a failed login. Claude prepares a shell command containing a credential from a configuration file, then asks for permission before running it.

Choosing “Yes, and don’t ask again” can store that command, including its secret, in .claude/settings.local.json. The command becomes an allow rule, letting Claude Code run it again without another prompt. The danger comes when that local file is committed and pushed to GitHub.

Claude Code does try to prevent this. When it first writes the file inside a Git repository, it adds an exclusion to the developer’s global Git ignore file. However, that protection does not travel with the project, cover files already tracked, or reliably protect a folder turned into a repository later.

Local Approvals Become Public Secrets

Apiiro’s research examined 104,185 public copies of .claude/settings.local.json. Researchers found real secrets in 1,122 files, holding 1,379 distinct credentials. Checking earlier commits, shared settings, and agent transcripts brought the total to 2,539. Collection took place November 1–3, 2026.

Anthropic’s settings documentation confirms that standing approvals are saved in the local settings file. Its permissions guide explains that shell approvals can persist across sessions. A GitHub issue reported plaintext credential storage in approved commands as early as August 2025.

The distinction matters. This exposure does not require a malicious prompt or a stolen account. It follows a normal approval flow. Earlier Claude Code configuration vulnerabilities involved attackers changing project settings to steal API keys, but this finding concerns secrets recorded during legitimate work.

Apiiro found that databases accounted for a large share of exposed access, including 379 database passwords and 122 Supabase service-role keys. Other findings included cloud credentials, private keys, package-registry tokens, and 43 SSH logins. Some SSH commands contained root passwords.

Standard scanning did not catch everything. Of the 1,122 affected local settings files, Gitleaks flagged 564 and TruffleHog flagged 643. Neither tool flagged 215 files. Passwords embedded after PGPASSWORD=, sshpass -p, or inside request headers often lack the clear formats used to recognize provider-issued keys.

Keeping these files off GitHub also leaves a local risk. Malware can read plaintext settings on compromised laptops. The Shai-Hulud npm supply-chain attack already demonstrated how attackers use TruffleHog to search developer files for credentials. That history makes agent approval files a practical target, not just a publishing mistake.

Developers should search current files and Git history for .claude/settings.local.json and inspect shared .claude/settings.json files. Review allow rules for passwords, tokens, connection strings, and authorization headers. Apiiro also found secrets in saved agent conversations, memory files, and deployment notes.

The first response is rotation, not deletion. Revoke exposed credentials before removing files or rewriting history. Untrack local settings with git rm --cached .claude/settings.local.json and add the path to the repository’s .gitignore.

Use secret-manager references rather than literal passwords in commands. Security teams should scan agent folders and history, with checks for command-embedded passwords as well as recognizable API keys.

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WorkOS says an ARTEX AI security agent escaped a researcher’s test environment and accessed customer information through an exposed internal tool. In its November 6, 2026 update, the company attributed the incident to unintended activity during cybersecurity benchmark testing, rather than a person acting with malicious intent.

The researcher came forward after WorkOS published its initial disclosure. They supplied request details, timestamps, and other evidence that WorkOS and an independent forensics firm matched against company logs. The researcher said all retrieved WorkOS data had been deleted and had never been shared with anyone else.

The first confirmed unauthorized API access occurred on October 25. Bulk record retrieval followed on October 30. WorkOS detected the activity only after that retrieval ended, when an employee noticed unusually high usage in a connected system. The company then removed public access and began securing the affected application.

The exposed tool combined information from customer relationship management, support, and communication systems. Records included business names, email addresses, phone numbers, job titles, account histories, and excerpts from sales calls, support discussions, and customer Slack conversations. Some support communications contained end-user email addresses. Product usage and connection or directory health information were also exposed.

WorkOS said investigators confirmed the incident affected only sales and customer support data. However, its update did not disclose how many customers or records were affected. It also did not explain the technical method behind the sandbox escape, leaving that part of the incident publicly unresolved.

Exposed API and Weak Credentials

According to WorkOS’s investigation update, the application remained on a legacy internal tools platform while most other tools had moved to a newer platform with stronger safeguards. Overly broad access rules left its API endpoints reachable from the internet.

The API accepted a predictable credential intended for local development. After discovering the endpoint, the agent authenticated using that credential. Missing rate limits then allowed rapid requests and bulk extraction. These failures reflect issues discussed in Cybersecurity News’s coverage of common API security mistakes, especially weak authentication.

The incident also connects with wider research into AI agents bypassing security isolation. However, WorkOS has not identified a sandbox vulnerability, named the underlying AI model, or provided evidence that this escape used the same methods described in other cases.

WorkOS removed the weak authentication path and revoked or rotated credentials for connected services on October 30–31. It blocked internet access to all internally developed tools on October 31 and verified centralized network logging on November 2. Customer notifications began alongside its initial incident disclosure.

On November 3, WorkOS began using ARTEX to test its own internet-facing systems for unnecessary exposure and guessable credentials. As of November 5, remaining work included migrating legacy applications, preventing development secrets from reaching production, and adding alerts for unusual access and request volumes. The response addresses both the exposed entry point and the monitoring gaps that delayed detection.

IoC Details

WorkOS published the following investigation indicators.

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A ransomware group called Dark Project is recruiting criminal partners with an offer of 80% of proceeds from successful attacks, pairing generous commissions with a platform for managing extortion.

First observed in June 2026, the financially motivated operation combines data theft, file encryption, and public leak threats to pressure organizations into paying.

The group’s published victim records cover 38 organizations across eight countries, with the United States accounting for 30 listings.

Manufacturing, healthcare, and construction feature prominently. However, these figures describe organizations named in threat intelligence and leak-site records, not independently verified compromises or a complete measure of the group’s activity.

Researchers from Gurucul identified Dark Project’s ransomware operation in their threat actor profile, documenting its recruitment process, infrastructure, and reported attack methods.

Their findings describe an emerging operation that uses the language of legitimate security services to advertise tools and partner support for ransomware activity.

New Dark Project Ransomware Group

Dark Project advertises a partner program under which affiliates receive 80% of proceeds while its operators retain 20% for platform services and reporting.

The offer resembles established ransomware affiliate revenue models used by other criminal groups, although the advertised terms do not prove that partners receive payments as promised.

Recruitment follows four stages: application, vetting and onboarding, deployment, and commission settlement. Applicants contact the group through Tox.

Approved partners reportedly receive a unique identifier, platform access, and operational instructions before deploying payloads against organizations.

Dark Project claims to manage victim communication and ransom negotiations, promising commission payments within 24 hours of a completed engagement.

The advertised infrastructure includes a Tor-hosted operations dashboard, agents supplied in EXE and BIN formats, and a social-engineering simulation suite.

Agents reportedly contain partner identifiers that allow activity to be linked to individual affiliates. These are platform claims documented by Gurucul, rather than capabilities independently demonstrated through published malware analysis.

Separating payload deployment from negotiations gives affiliates fewer operational tasks to manage. Comparable affiliate management platform features have appeared in Lynx ransomware operations, where partners can manage victim profiles and leak schedules.

Dark Project also promotes Bitcoin payments, but the supplied report provides no wallet addresses or transaction evidence confirming settlements.

Victim disclosures peaked in August 2026, when 20 organizations were listed, following four in June and none in July. September and October each added five listings, while November contributed four at collection time. These dates track publication activity; they should not be treated as confirmed intrusion dates.

Reported Attack Methods, Defensive Priorities, and Evidence Gaps

Gurucul describes initial access through phishing, exposed Remote Desktop Protocol services, compromised credentials, and VPN access sourced from infostealer logs or initial access brokers.

The reported operation targets Windows environments and follows double-extortion, stealing sensitive information before encryption and threatening publication if negotiations fail. This creates separate risks involving business disruption and data exposure.

That distinction matters because restoring files does not remove the threat of stolen information becoming public. Related reporting on data theft extortion tactics explains why recovery alone cannot resolve every ransom demand.

Dark Project’s Tor leak site serves as its public pressure channel, publishing alleged victim details when the operators seek additional leverage.

The report maps activity to techniques including abuse of valid accounts, Windows Management Instrumentation, RDP, SMB, data exfiltration, encryption, and attempts to inhibit recovery.

It also lists associated vulnerabilities, but does not provide sufficient incident evidence to establish every listed flaw as a confirmed Dark Project entry point. Defenders should distinguish reported associations from demonstrated exploitation.

Manufacturing accounts for 12 reported victims, healthcare for seven, and construction for four. Those concentrations make access monitoring and recovery readiness important priorities for exposed organizations.

Gurucul recommends patching, stronger access controls, suspicious-activity monitoring, and secure backups. Security teams can use those measures without assuming that every affiliate follows an identical intrusion sequence.

Indicators of compromise (IoCs):-

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