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Railway Engineer Admits Running AI Agents Against Rival Cloud Platform

A Railway engineer admitted testing AI agents on Primcloud, whose founder says they sought customer secrets and scanned…
Ontem — 6 de Novembro de 2026Stream principal
  • ✇Cybersecurity News
  • Apple Begins iCloud Public Link Scanning in iOS 27.3 Do Son
    Apple announced automated iCloud public link scanning starting in iOS 27.3, inspecting shared files and disabling end-to-end encryption on public links. Related Posts: Microsoft Overhauls Academic Licensing and Storage Quotas Vercel DBSC Session Security Thwarts Cookie Theft Discord Rust Desktop Client Ditches Electron for GPUI The post Apple Begins iCloud Public Link Scanning in iOS 27.3 appeared first on Daily CyberSecurity.
     

Apple Begins iCloud Public Link Scanning in iOS 27.3

Por:Do Son
6 de Novembro de 2026, 00:58

Apple announced automated iCloud public link scanning starting in iOS 27.3, inspecting shared files and disabling end-to-end encryption on public links.

Related Posts:

The post Apple Begins iCloud Public Link Scanning in iOS 27.3 appeared first on Daily CyberSecurity.

Apple to Check Public iCloud Links Starting With iOS 27.3

5 de Novembro de 2026, 14:49

Apple will begin checking publicly shared iCloud content in version 27.3. Here's what the change means for file sharing, encryption, and account restrictions.

The post Apple to Check Public iCloud Links Starting With iOS 27.3 appeared first on TechRepublic.

Antes de ontemStream principal
  • ✇Cybersecurity News
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    Canonical fixes LXD vulnerability CVE-2026-112816 (CVSS 10) in LXD and MicroCloud, letting attackers impersonate trusted TLS clients. Update now. Related Posts: Critical MediaTek Vulnerabilities Patched in Chipsets Public PoC Exploit Disclosed for Linux Kernel Bonding Vulnerability Critical FreePBX Vulnerabilities Patched in User Manager The post LXD Vulnerability CVE-2026-112816 (CVSS 10) Lets Attackers Impersonate Trusted Clients appeared first on Daily CyberSecurity.
     
  • ✇Security Affairs
  • 484,142 Exposed Cloud Buckets Contain 18 Billion Files Pierluigi Paganini
    42 publicly listable cloud buckets containing 18 billion files, including exposed credentials, database dumps and backups. The Ransomnews research team counted 484,142 publicly listable cloud storage buckets in October 2026, holding 18.05 billion files. They built the count from the search engines that index open cloud storage and published it as the Ransomnews Cloud Exposure Index, written by Mantas Sasnauskas. “No file was opened for this index. Every number below comes from bucket nam
     

484,142 Exposed Cloud Buckets Contain 18 Billion Files

29 de Outubro de 2026, 15:43

42 publicly listable cloud buckets containing 18 billion files, including exposed credentials, database dumps and backups.

The Ransomnews research team counted 484,142 publicly listable cloud storage buckets in October 2026, holding 18.05 billion files. They built the count from the search engines that index open cloud storage and published it as the Ransomnews Cloud Exposure Index, written by Mantas Sasnauskas.

“No file was opened for this index. Every number below comes from bucket names, file extensions, file counts and last-modified timestamps. That is a deliberate limit. It keeps the research on the right side of the line, and it turns out to be enough to see where the sensitive material concentrates.” Ransomnews states. “We are calling it the Ransomnews Cloud Exposure Index, and we will rerun it quarterly so the numbers can be compared over time.”

The researchers used bucket names, file types, file counts and last-modified dates to collect their data. They did not open any files, allowing them to identify where sensitive information might be stored without accessing the content. They plan to repeat the research every three months to track changes over time.

Amazon S3 accounts for 72% of the exposed buckets, roughly in line with its share of the market. This does not mean S3 has weaker security than other providers. Azure Blob, however, appears 2.5 to 3.6 times more often than expected among buckets named for backups, data exports and payroll records. The researchers also found 321,058 files related to credentials and keys. Of the exposed .env files, 67% were last modified in 2026.

Below is the split by provider, from a snapshot taken on October 7:

ProviderOpen bucketsShare
Amazon S3347,98471.9%
Azure Blob68,53214.2%
Google Cloud Storage53,13111.0%
DigitalOcean Spaces11,0692.3%
Alibaba OSS3,4260.7%
Total484,142100%

A lot of these buckets are public on purpose, holding website assets, CDN mirrors, open datasets and podcast archives. So the index isn’t 484,142 breaches. It’s the pool where breaches hide, and the rest of the report narrows it down to the stores that should never have been listable.

“Azure, by a wide margin relative to its size. Azure Blob holds 14.2% of open buckets, but 37% of the 1,459 buckets with “backup” in the name, 42% of the 399 named for exports, and 51% of the 505 carrying HR or payroll terms.” continues the report. “Buckets named for logs, customers and databases sit at 35% to 36%, all around two and a half times Azure’s baseline.”

The skew only shows up for operational data. Buckets named “dev” sit at Azure’s baseline of 15 percent, and “test” and “staging” fall below it, at 9 and 7 percent. The authors suspect Azure storage accounts more often hold line-of-business data such as backups, exports and HR systems that enterprises run on Microsoft, while S3 and Google Cloud carry more application assets. They call it a hypothesis the counts suggest and don’t prove, and it’s the first thing they want to test next time.

By sector, retail and e-commerce names lead with 5,666 buckets, mostly storefront assets. The more worrying number is that names tied to regulated sectors (finance, healthcare, education, government, legal and HR) appear on 10,891 unique open buckets. Those are the places where a stray file most likely holds personal, health or financial records, and where regulators expect to hear about it.

Sector (by bucket name)Open bucketsFiles in them
Retail and e-commerce5,666269.9M
Finance and insurance3,50858.0M
Healthcare2,70947.9M
Media and entertainment2,696136.2M
Education2,39360.6M
Gaming2,29679.0M
Travel and hospitality1,714118.7M
Real estate1,13760.7M
Government and public sector1,00036.2M
Legal97811.3M
Crypto63011.9M
HR and payroll5058.4M

Healthcare-related names appear in 2,709 buckets containing 47.9 million files. The researchers identified them using terms such as “hospital” (135 buckets), “patient” (135), “clinic” (277) and “dental” (331). HR and payroll is the smallest sector, with 505 buckets, 259 of which are hosted on Azure.

These figures are based on names, not proof of ownership. The search matches parts of words, so “store” can refer to object storage as well as shops. A single bucket can also appear in two sectors.

The exposed buckets also list about 4.7 million database and dump files, 15,130 mailbox archives, and tens of millions of spreadsheets and documents. Credential files are particularly concerning because they can turn a cloud misconfiguration into a real intrusion.

File typeWhat it isFiles listed
.pemCertificates and private keys113,285
.envApp secrets and API keys80,495
.p12Certificate bundles with keys33,268
.keystoreJava and Android keystores27,229
.ppkPuTTY SSH private keys24,302
.pfxWindows certificate bundles23,352
.ovpnOpenVPN client configs15,079
.jksJava keystores2,421
.htpasswdWeb server password files695
.tfstateTerraform infrastructure state475
.kdbxKeePass password vaults457

Each of these exists to grant access. A .env file is where developers keep database passwords and API keys. A .tfstate file is Terraform’s record of a whole cloud setup, often with secrets in plain text, and a .kdbx vault is encrypted but now open to anyone who wants to guess passwords offline. Some .pem files are public certificates and some files are test fixtures, so the counts are a ceiling on live secrets and not a measure of them. It’s still a big ceiling.

Database files make up most of the sensitive material by volume:

File typeWhat it usually holdsFiles listed
.sqliteEmbedded app databases2,561,807
.bakDatabase and server backups752,055
.sqlDatabase dumps687,446
.sqlite3Embedded app databases488,176
.dumpDatabase dumps176,603
.mdb / .accdbMicrosoft Access databases36,467
.dmpMemory and crash dumps12,809
.pst / .ost / .mboxMailbox archives15,130
.emlSaved emails4,549,665
.csvData exports and recordsat least 69,580,112
.xlsx / .xlsSpreadsheets42,544,997
.docxWord documents24,936,788
.pdfDocuments, invoices, scansat least 106,191,393
.logApplication and server logsat least 61,310,809

The exposed buckets contain thousands of virtual disk images, including VMware, Hyper-V and QEMU files. A single disk image can contain an entire server, including credentials.

Some exposures involve active systems. Of 80,495 .env files, 67% were last modified in 2026. Certificates and SQLite databases include both recent and older files. Backups appear older, with 89% of the 752,055 .bak files last modified before 2025. Almost all PuTTY key files date from 2024.

Recent leaks need urgent attention, while long-standing exposures point to poor security management. The problem is ongoing: at least 113.6 million files were added to publicly listable buckets in the seven days before September 9. Over the previous 30 days, these included more than 21,000 SQL dumps, nearly 21,000 backup files, 4,477 .pem files and 1,298 .env files.

Public .env files can expose database passwords that ransomware affiliates and initial access brokers look for. Similar credentials appear in stolen-data logs, but in this case, attackers do not need to infect a device. They only need to search for exposed files.

Cloud providers already offer settings to prevent public access. Organizations should enable S3 Block Public Access, disable anonymous access to Azure Blob storage, and enable public access prevention in Google Cloud. These controls should apply at account or organization level to prevent new storage buckets from becoming public.

Organizations should also scan their storage for sensitive files such as .env, .sql, .bak, .pem, .ppk, .tfstate and .kdbx. Terraform state files and virtual disk images should be treated as secrets, stored privately, encrypted and monitored. Backups should never be publicly accessible, and recovery procedures must be tested.

One exposed bucket may be a mistake, but many often indicate a wider process failure. Organizations need to fix the underlying security controls, not just individual buckets.

The research has some limitations. The team queried search engines on October 25, while the bucket list was current to October 7 and the newest indexed file dated September 9. File-level data may therefore be about a month old. Counts are also capped at one million per query, so researchers split larger categories into date ranges and added the results.

Some limits apply. The team queried the search engines on October 25. The bucket list was current to October 7 and the newest indexed file was dated September 9, so file-level figures lag by about a month. The index caps any single count at one million, so larger types were split into date windows and summed.

A last-modified date shows when a file was written, not when it was exposed, and a listed file isn’t proof that its contents can be read. No bucket is named in the report. Exposures with a known owner in regulated sectors are going through responsible disclosure, with national CERTs copied where the owner is public sector or doesn’t respond.

“Rotate any secret that has ever sat in a public bucket. Closing the bucket does not un-leak the key. Assume anything that was listable was copied.” conlcudes the report.

Follow me on Twitter: @securityaffairs and Facebook and Mastodon

Pierluigi Paganini

(SecurityAffairs – hacking, Cloud Buckets)

  • ✇ASEC BLOG
  • The Weak Link Identified by AI: October 2026, When the Outer Contact Point Collapsed ATCP
    Security Blind Spots Identified by AI The large-scale data breaches disclosed in quick succession in South Korea and Japan in October 2026 mostly originated not from internal core systems, but from peripheral entry points such as externally exposed web services, app backend APIs, and outsourced SaaS (services provided by third-party vendors via the cloud, such […]
     

The Weak Link Identified by AI: October 2026, When the Outer Contact Point Collapsed

Por:ATCP
27 de Outubro de 2026, 12:00
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  • ✇Krebs on Security
  • Feds Suspect Ransom Negotiator Ran ShinyHunters Extortion Site BrianKrebs
    U.S. federal investigators pursuing the ShinyHunters hacking group that recently stole highly sensitive data from the FBI have identified executives at two different ransomware negotiation firms who maintained unusually close relations with the extortion group, KrebsOnSecurity has learned. Sources close to the investigation say one of the executives in the United States even helped ShinyHunters operate a website that pressured victims into paying a ransom. Hackers aligned with ShinyHunters have
     

Feds Suspect Ransom Negotiator Ran ShinyHunters Extortion Site

19 de Outubro de 2026, 10:48

U.S. federal investigators pursuing the ShinyHunters hacking group that recently stole highly sensitive data from the FBI have identified executives at two different ransomware negotiation firms who maintained unusually close relations with the extortion group, KrebsOnSecurity has learned. Sources close to the investigation say one of the executives in the United States even helped ShinyHunters operate a website that pressured victims into paying a ransom.

Hackers aligned with ShinyHunters have claimed credit for dozens of major data breaches since 2019, when the group was primarily operated by cybercriminals living in France. As those original members were arrested or jailed one by one, control over the ShinyHunters brand eventually passed to “Rey,” identified last year as a teenage hacker from Amman, Jordan. According to the FBI, ShinyHunters has extorted more than $70 million from victims so far this year.

In late September, ShinyHunters hacked the FBI recruitment website fbijobs.gov and taunted the agency by threatening to publish the stolen files, which reportedly included medical and psychological records, Social Security numbers and home addresses, and information about each employee’s unit and specialization.

The FBI jobs site hack has prompted the agency to move with uncommon speed to arrest, detain and question people who had any communications with Rey or other ShinyHunters suspects. Reuters reported on October 3 that Rey had been detained by Jordanian authorities and was cooperating with the FBI.

Rey was able to assume control over the hacking group because one of its alleged senior members had just been nabbed. On the evening of September 15, 2026, authorities in the Netherlands arrested convicted hacker and ShinyHunters suspect Pepijn van der Stap. Dutch police reportedly used flash-bang grenades in an effort to stun and apprehend Van der Stap as he was logged in to various online accounts.

According to a source close to the investigation, the authorities arrested Van der Stap while he was using his Signal instant messaging account, which allowed them to read recent communications with frequent contacts — including ransomware negotiators based in Canada and the United States.

Multiple sources with knowledge of the matter told KrebsOnSecurity that Van der Stap’s messages were the key to unraveling a murder-for-hire plot that emerged immediately following his arrest. The Dutch news outlet RTL reported last month the two murders were allegedly to be committed abroad, and that there are indications Van der Stap gave the order for the attacks (there is no indication those orders were ever carried out).

On October 9, KrebsOnSecurity broke the news that the FBI arrested a 54-year-old Canadian cybersecurity executive named Edward Dubrovsky in connection with the ShinyHunters investigation. Dubrovsky, who recently published a book on handling cyber extortion that recommended always engaging with the hackers, was charged with threatening to disclose stolen or hacked data and interfering with interstate commerce through extortion, according to court records. Politico reports prosecutors have asked that Dubrovsky remain in custody pending trial, and that records related to his case remain under seal.

A source close to the investigation told KrebsOnSecurity that Van der Stap’s Signal messages showed he had frequent conversations with Mr. Dubrovsky and with at least one executive at a large U.S.-based consulting firm, and that these executives often knew the details about new ShinyHunters victims before the victims themselves had even learned of the breach.

That source shared another potentially explosive finding by federal investigators: the Dutch hacker’s chats showed Mr. Dubrovsky knew ShinyHunters had stolen highly sensitive data from FBI servers, and that he never informed the bureau of the data breach prior to ShinyHunters threatening on Twitter/X to publish the agency’s deeply personal personnel files.

SHINYWIRE

KrebsOnSecurity has learned from two sources close to the ShinyHunters probe that FBI investigators believe at least one executive at a U.S.-based consulting firm played an active role in operating the now-defunct ShinyHunters victim extortion website “shinywire[.]com.” KrebsOnSecurity is not naming the U.S. company or the suspected executive(s) for now because they have not yet been charged with a crime, but it is a prestigious firm with more than 1,000 associates.

A section of the homepage for the now-defunct Shinywire website.

The Shinywire website was active from approximately May 3, 2026 until October 16 and had entries for nearly 100 organizations hacked by ShinyHunters. Each entry urged victims to engage with the cybercrime group and discuss terms for payment. The pages also included samples of stolen files and promised those files would be published online if the victim ignored their demands.

The following screenshot shows a cached portion of the Shinywire extortion page for Intuitive Surgical, an American medical technology company that was breached in March 2026 after an employee fell for a targeted phishing email.

The Shinywire website, as indexed by urlscan.io. This listing is an extortion demand targeting Intuitive Surgical, an American medical technology company breached in March 2026 by a targeted phishing email attack that compromised an employee’s credentials.

Victim organizations that refused to engage or negotiate after seven days would find all of their stolen data published on the ShinyHunters victim shaming blog (a website that is only reachable via the anonymity network Tor).

In a story published October 15, The Globe and Mail wrote that a few months before Edward Dubrovsky was arrested by the FBI, the Canadian cybersecurity executive alleged in court documents he had become collateral damage in a campaign by a former business partner to “destroy” another industry executive.

The story noted that Dubrovsky filed the lawsuit in Ontario this year against Daniel Tobok, the former chief executive of Cypfer, a cybersecurity firm founded in Toronto with offices in the U.S., Britain, the Netherlands, the United Arab Emirates, and Mexico. The two first became business partners in 2017 and later developed Cypfer together, where Mr. Dubrovsky was a managing partner and chief operating officer. But by 2024, the two had a falling out, with Dubrovsky accusing Tobok of gradually excluding him from business matters and making “increasingly capricious business decisions.”

Mr. Tobok reportedly denied the allegations and filed a counterclaim, accusing Mr. Dubrovsky of accessing confidential information and unfairly competing with Cypfer through work at another firm called CyberSteward Inc. He also said Mr. Dubrovsky has misrepresented himself as a Cypfer founder, and is not a shareholder.

GHOSTBYTE

According to interviews with several former colleagues of Mr. Tobok, as far back as eight years ago he was known to ransomware purveyors by a particular nickname: Ghostbyte. In 2018, a Canadian company was hacked by Dharma, a prolific Russian-language ransomware affiliate program that first surfaced in 2016. The victim company told the Dharma ransomware representative they were leaning toward paying because some of the files were unrecoverable after being locked, but that they needed a better guarantee that Dharma would keep their word if paid.

A redacted copy of the Dharma rep’s reply is pictured below, and it shows the ransomware group urged the victim to contact a person at a Canadian IT firm that helps companies seeking such guarantees. The Dharma rep recommended the victim contact the email address ghostbyte@tutanota.com.

“If you want guarantees, you can write to the IT company,” the Dharma reply advised. “Take the phone and negotiate with them. This IT company often solves such problems in Canada. You can contact them and sign a contract for services. You’ll still have to pay.”

An email reply from the Dharma ransomware group to a victim, recommending they contact an email address that is connected to Mr. Tobok.

It’s unclear if Mr. Tobok ever used that Ghostbyte address offered by the Dharma representative, and he has not responded to multiple requests for comment. However, the breach tracking service Constella Intelligence finds an email address Mr. Tobok has frequently used — dtobok@me.com — is associated with two online accounts where the chosen username was “ghostbyte,” including a Snapchat account.

Incidentally, Constella also finds the Dharma rep’s email address luckygoodlucky@tuta.io is associated with a cryptocurrency address that processed 38 transactions totaling 43 bitcoin, ~$3.5 million at today’s value (the most recent transaction for this wallet is dated February 2019).

In a statement shared on October 14, Cypfer said the company’s business does not include making or facilitating ransomware payments, and that Cypfer learned of Dubrovsky’s arrest when the news first broke in the media.

“We had no prior knowledge of Mr. Dubrovsky’s arrest,” a spokesperson told KrebsOnSecurity via email. “CYPFER has not received any outreach from law enforcement and, to our knowledge, is not the target of any law enforcement investigation.”

The statement said CyberSteward and Cypfer are separate companies with no officers, directors or employees in common, and that Cypfer was recently acquired by the Apros Group, a holding company led by Jason Hogg, a former FBI special agent and former CEO of Aon Cyber Solutions Group. In 2020, Aon aquired Cytelligence, a security consulting firm where Mr. Tobok was founder and CEO and Mr. Dubrovsky was a managing partner.

CONFLICTING INTERESTS

It is not illegal in the United States to pay hackers for an encryption key to unlock servers infected with ransomware, or in exchange for a promise to delete any stolen files and refrain from publishing them online. While victim organizations can land in legal hot water if they pay a ransom to a group that is sanctioned by the U.S. Treasury Department, ShinyHunters is not among the ransomware groups currently sanctioned by the United States or by any other government.

Experts say ransomware victims are typically directed by their insurance provider to work with a specific incident response firm. But not all cyber forensics and breach response companies will agree to facilitate payments to ransomware groups on behalf of their clients. As a result, once victim firms make a decision to pay, the firms that eschew rewarding extortionists are invariably replaced by companies that have no such qualms.

In December 2024, ShinyHunters began extorting the education technology company PowerSchool, stealing private information on 62 million students and 9.5 million teachers in the U.S. and Canada. PowerSchool reportedly paid a $2.85 million ransom demand, and a “frequently asked questions” statement (PDF) about the breach says PowerSchool was assisted in that effort by CyberSteward (ShinyHunters affiliate Matthew Lane, 20, of Sterling, Mass., was sentenced in November 2025 to four years in prison for his admitted role in the PowerSchool hack).

But that ransom payment did not stop future extortion attempts using the same stolen data. By May 2025, individual school districts were reportedly receiving separate ransom demands using samples of the same stolen files. While nobody has alleged ShinyHunters was behind the second wave of extortion against PowerSchool users, the incident drives home the reality that there is no technical way to verify the threat actors have deleted the stolen data as promised, or prevent others from abusing the same records.

A number of leading cyber incident response firms, including Coveware and Unit 221B, have consistently warned victims against paying ShinyHunters, noting that “destroyed” victim data is often kept, resold or used to extort the company’s clients directly later on.

The FBI echoed those sentiments in an alert on May 15, 2026 advising victims against paying the ShinyHunters group. Meanwhile, ShinyHunters members have been harassing and threatening employees at Coveware and Unit 221B for offering this advice.

The following screenshots show just how annoyed the ShinyHunters leaders were with Coveware’s relentless advice against paying the group. The first image is from a conversation on May 6, 2026 that took place between the group’s main account on Telegram and a co-conspirator. In that chat, snippets of which were shared with KrebsOnSecurity by a trusted source, ShinyHunters complained that Coveware was harming the group’s payment rates.

The operator of the ShinyHunters account on Telegram speaking privately with a co-conspirator and complaining that Coveware was harming their business.

“Go on my website, majority of those companies would’ve paid if it weren’t for Coveware giving them misinformation,” the ShinyHunters account wrote. “Someone (100% Coveware) is going out of their way to make sure i am not paid.”

In another conversation on April 11, 2026, the ShinyHunters Telegram account privately said they were trying to “eliminate the problem,” which they said was Coveware. Coveware declined to comment for this story.

“I’m sure the company will pay but in this specific case I am aware of Coveware and their involvement, and I’ve probably been not getting a lot of other negotiations mostly likely because Coveware keeps getting involved,” the ShinyHunters account bemoaned.

The operator of the ShinyHunters account on Telegram telling a co-conspirator they were “trying to eliminate the problem,” which they identified as Coveware advising victims not to pay the cybercrime group.

Mark Camillo is chief executive at CyberAcuView, an industry group founded in 2021 by a consortium of major cyber insurance carriers. Camillo said some firms charge a flat retainer fee, while those that specialize in helping companies negotiate a ransom payment tend to charge a percentage of the total ransom amount paid.

That latter dynamic, he said, is an inherent conflict of interest, as the negotiator has every incentive to make things more favorable to the attackers because they are financially incentivized to negotiate and pay out, and to not negotiate down on the price.

“It has come to the industry’s attention that many of the ransomware payers charge a percentage of the final payment which may or may not be disclosed,” Camillo said. “This makes no sense if they are also the negotiator. There needs to be more transparency in the process as no one in the ecosystem should be profiting purely on the size of the ransomware transaction or payment itself.”

Camillo said the firms doing this work would argue the fees are needed because there may be unexpectedly higher costs to secure larger quantities of cryptocurrency or more risk carrying the float, and because cryptocurrency exchanges may charge higher fees for high risk transactions.

“There definitely needs to be more visibility around the transaction and clarity on the increasing value of the crypto and the exchange’s percent in the transaction to get to the bottom of this and remove any misaligned incentives,” he said.

In recent months, the U.S. Department of Justice has prosecuted a number of ransomware negotiators alleged to have conspired with cybercriminals to defraud their clients. On October 7, the DOJ charged MonsterCloud CEO Zohar Pinhasi, 50, with wire fraud and conspiracy for allegedly charging customers to remediate ransomware attacks without paying the hackers. According to charging documents, Pinhasi secretly went behind his customers’ backs and paid hackers anyway, paying ransomware groups $8 million while charging customers $19 million.

In July, Angelo Martino, a 41-year-old ransomware negotiator from Land O’Lakes, Florida, was sentenced to 70 months in prison for conspiring with the Blackcat/ALPHV ransomware group to extort multiple victims. According to the DOJ, Martino was paid by BlackCat attackers to provide confidential information about the negotiating position and strategy of his employer’s clients and enable the ransomware actors to maximize the ransoms paid by the victims.

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FLock.io Unveils Edge Decision Model, Built on Qwen, for Enhanced Data Privacy

Built on Qwen3.5-2B, the System One model executes sub-31ms local inference, allowing enterprises to run automated classifications quickly, at low cost and completely offline without transmitting sensitive data to third-party cloud servers.
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