Mindful of the skepticism, Mozilla on Thursday provided a behind-the-scenes look into its use of Anthropic Mythos—an AI model for identifying software vulnerabilities—to ferret out 271 Firefox security flaws over two months. In a post, Mozilla engineers said the finally ready-for-prime-time breakthrough they achieved was primarily the result of two things: (1) improvement in the models themselves and (2) Mozilla’s development of a custom “harness” that supported Mythos as it analyzed Firefox source code.

"Almost no false positives"

The engineers said their earlier brushes with AI-assisted vulnerability detection were fraught with “unwanted slop.” Typically, someone would prompt a model to analyze a block of code. The model would then produce plausible-reading bug reports, and often at unprecedented scales. Invariably, however, when human developers further investigated, they’d find a large percentage of the details had been hallucinated. The humans would then need to invest significant work handling the vulnerability reports the old-fashioned way.

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As it turns out, though, the command line is still the best tool for some jobs—many jobs, in fact. I read a wise post some years ago (probably on Slashdot) arguing that a mouse-driven point-and-click interface essentially reduces the user to pointing at something on the screen and grunting, "DO! DO THAT!" at the computer. (The rise of right-click context menus adds the ability for the user to also grunt "MORE THINGS!" but doesn't otherwise add vocabulary.)

The command line, by contrast, gives the user the opportunity to precisely tell the computer what they want done, using words instead of one or two gestalts that the computer must interpret based on context.

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Kaspersky, the security firm reporting the supply-chain attack, said it began on April 8 and remained active as of the time its post went live. Installers that are signed by the developer’s official digital certificate and downloaded from its website infect Daemon Tools executables, causing the malware to run at boot time. Kaspersky didn’t explicitly say so, but based on technical details, the infected versions appear to be only those that run on Windows. Versions 12.5.0.2421 through 12.5.0.2434 are affected. Neither Kaspersky nor developer AVB could be contacted immediately for additional details.

Hard to defend against

Infected versions contain an initial payload that collects MAC addresses, hostnames, DNS domain names, running processes, installed software, and system locales. The malware sends them to an attacker-controlled server. Thousands of machines in more than 100 countries were targeted. Out of the many machines infected, about 12 of them, belonging to retail, scientific, government, and manufacturing organizations, have received a follow-on payload—an indication that the supply-chain attack targets select groups.

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Instead, a new overlay popped up, saying, "Get the app to keep using Reddit."

There was no way to skip, bypass, or close the overlay. It did not provide any instructions or alternatives for continuing to use the mobile web version. What it did offer was a large button I could press to get the app. If I did so, the overlay told me, I would be able to "search better" and "personalize your feed"—two things I don't care to do.

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"GameStop’s ~1,600 US locations give eBay a national network for authentication, intake, fulfillment, and live commerce," GameStop Chairman and CEO Ryan Cohen wrote in a letter to eBay Chairman Paul Pressler.

eBay's market capitalization is over four times larger than GameStop's. GameStop faces skepticism about the viability of its offer but says it will obtain debt financing and pay with a mix of cash and stock.

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Attempts to connect to most Ubuntu and Canonical webpages and download OS updates from Ubuntu servers have consistently failed over the past 24 hours. Updates from mirror sites, however, have continued to work normally. A Canonical status page said: “Canonical’s web infrastructure is under a sustained, cross-border attack and we are working to address it.” Other than that, Ubuntu and Canonical officials have maintained radio silence since the outage began.

A decades-long scourge

A group sympathetic to the Iranian government has taken credit for the outage. According to posts on Telegram and other social media, the group is responsible for a DDoS attack using Beam, an operation that claims to test the ability of servers to operate under heavy loads but, like other “stressors,” are, in fact, fronts for services miscreants pay for to take down third-party sites. In recent days, the same pro-Iran group has taken credit for DDoSes on eBay.

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The vulnerability and exploit code that exploits it were released Wednesday evening by researchers from security firm Theori, five weeks after privately disclosing it to the Linux kernel security team. The team patched the vulnerability in versions 7.0, 6.19.12, 6.18.12, 6.12.85, 6.6.137, 6.1.170, 5.15.204, and 5.10.254) but few of the Linux distributions had incorporated those fixes at the time the exploit was released.

A single script hacks all distros

The critical flaw, tracked as CVE-2026-31431 and the name CopyFail, is a local privilege escalation, a vulnerability class that allows unprivileged users to elevate themselves to administrators. CopyFail is particularly severe because it can be exploited with a single piece of exploit code—released in Wednesday’s disclosure—that works across all vulnerable distributions with no modification. With that, an attacker can, among other things, hack multi-tenant systems, break out of containers based on Kubernetes or other frameworks, and create malicious pull requests that pipe the exploit code through CI/CD work flows.

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The streak of misfortunes started on March 19 with the supply-chain attack of Trivy, a widely used vulnerability scanner. The attackers behind the breach first breached the Trivy GitHub account and then used their access to push malware to Trivy users, one of which was Checkmarx. The pushed malware scoured infected machines for repository tokens, SSH keys, and other credentials.

Both a target and delivery mechanism

Four days later, Checkmarx’s GitHub account was compromised and began pushing malware to the security firm’s users. The company contained and remediated the breach and replaced the malware with the legitimate apps. Or so Checkmarx thought.

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On Friday, unknown attackers exploited the vulnerability to push a new version of element-data, a command-line interface that helps users monitor performance and anomalies in machine-learning systems. When run, the malicious package scoured systems for sensitive data, including user profiles, warehouse credentials, cloud provider keys, API tokens, and SSH keys, developers said. The malicious version was tagged as 0.23.3 and was published to the developers’ Python Package Index and Docker image accounts. It was removed about 12 hours later, on Saturday. Elementary Cloud, the Elementary dbt package, and all other CLI versions weren't affected.

Assume compromise

“Users who installed 0.23.3, or who pulled and ran the affected Docker image, should assume that any credentials accessible to the environment where it ran may have been exposed,” the developers wrote.

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The sites included berkeley.edu, columbia.edu, and washu.edu, the official domains for the University of California, Berkeley, Columbia University, and Washington University in St. Louis. Subdomains such as hXXps://causal.stat.berkeley.edu/ymy/video/xxx-porn-girl-and-boy-ej5210.html, hXXps://conversion-dev.svc.cul.columbia[.]edu/brazzers-gym-porn, and hXXps://provost.washu.edu/app/uploads/formidable/6/dmkcsex-10.pdf. All deliver explicit pornography and, in at least one case, a scam site falsely claiming a visitor’s computer is infected and advising the visitor to pay a fee for the non-existent malware to be removed. In all, researcher Alex Shakhov said, hundreds of subdomains for at least 34 universities are being abused. Search results returned by Google list thousands of hijacked pages.

Hijacking a university's good name

Shakhov, founder of SH Consulting, said that the scammers—which a separate researcher has linked to a known group tracked as Hazy Hawk—are seizing on what amounts to a clerical error by site administrators of the affected universities. When they commission a subdomain such as provost.washu.edu, they create a CNAME record, which assignes a subdomain to a "canonical" domain. When the subdomain is eventually decommissioned—something that happens frequently for various reasons—the record is never removed. Scammers like Hazy Hawk then swoop in by hijacking the old record.

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Kyber, as the ransomware is called, has been around since at least last September and quickly attracted attention for the claim that it used ML-KEM, short for Module Lattice-based Key Encapsulation Mechanism and is a standard shepherded by the National Institute of Standards and Technology. The Kyber ransomware name comes from the alternate name for ML-KEM, which is also Kyber. For the rest of the article, Kyber refers to the ransomware; the algorithm is referred to as ML-KEM.

It's all about marketing

ML-KEM is an asymmetric encryption method for exchanging keys. It involves problems based on lattices, a structure in mathematics that quantum computers have no advantage in solving over classic computing. ML-KEM is designed to replace Elliptic Curve and RSA cryptosystems, both of which are based on problems that quantum computers with sufficient strength can tackle.

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The software maker said Tuesday evening that the vulnerability, tracked as CVE-2026-40372, affects versions 10.0.0 through 10.0.6 of the Microsoft.AspNetCore.DataProtection NuGet, a package that’s part of the framework. The critical flaw stems from a faulty verification of cryptographic signatures. It can be exploited to allow unauthenticated attackers to forge authentication payloads during the HMAC validation process, which is used to verify the integrity and authenticity of data exchanged between a client and a server.

Beware: Forged credentials survive patching

During the time users ran a vulnerable version of the package, they were left open to an attack that would allow unauthenticated people to gain sensitive SYSTEM privileges that would allow full compromise of the underlying machine. Even after the vulnerability is patched, devices may still be compromised if authentication credentials created by a threat actor aren’t purged.

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AES 128 is the most widely used variety of the Advanced Encryption Standard, a block cipher suite formally adopted by NIST in 2001. While the specification allows 192- and 256-bit key sizes, AES 128 was widely considered to be the preferred one because it meets the sweet spot between computational resources required to use it and the security it offers. With no known vulnerabilities in its 30-year history, a brute-force attack is the only known way to break it. With 2¹²⁸ or 3.4 x 10³⁸ possible key combinations, such an attack would take about 9 billion years using the entire bitcoin mining resources as of 2026.

It boils down to parallelization

Over the past decade, something interesting happened to all that public confidence. Amateur cryptographers and mathematicians twisted a series of equations known as Grover’s algorithm to declare the death of AES 128 once a cryptographically relevant quantum computer (CRQC) came into being. They said a CRQC would halve the effective strength to just 2⁶⁴, a small enough supply that—if true—would allow the same bitcoin mining resources to brute force it in less than a second (the comparison is purely for illustration purposes; a CRQC almost certainly couldn’t run like clusters of bitcoin ASICs and more importantly couldn’t parallelize the workload as the amateurs assume).

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Researchers from TRM, which has confirmed the theft, put the value of stolen assets at $15 million after discovering roughly 70 drained addresses, about 16 more than Grinex reported. Neither TRM nor fellow blockchain research firm Elliptic has said how the attackers slipped past Grinex’s defenses. Grinex said it has been under almost constant attack attempts since incorporating 16 months ago. The latest attacks, it said, targeted Russian users of the exchange.

Damaging "Russia's financial sovereignty"

“The digital footprints and nature of the attack indicate an unprecedented level of resources and technology available exclusively to the structures of unfriendly states,” Grinex said. “According to preliminary data, the attack was coordinated with the aim of causing direct damage to Russia's financial sovereignty.”

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The lynchpin of the "collision" attack was an exploit of MD5, a cryptographic hash function Microsoft was using to authenticate digital certificates. By minting a cryptographically perfect digital signature based on MD5, the attackers forged a certificate that authenticated their malicious update server. Had the attack been used more broadly, it would have had catastrophic consequences worldwide.

Getting uncomfortably close to the danger zone

The event, which came to light in 2012, now serves as a cautionary tale for cryptography engineers as they contemplate the downfall of two crucial cryptography algorithms used everywhere. Since 2004, MD5 has been known to be vulnerable to "collisions," a fatal flaw that allows adversaries to generate two distinct inputs that produce identical outputs.

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Speaking at a press briefing at Nutanix’s .NEXT conference in Chicago this week, CEO Rajiv Ramaswami said that Nutanix has “about 30,000 customers,” with many of them coming from VMwarey, SDxCentral, a London-based IT publication, reported today. A Nutanix spokesperson confirmed to Ars Technica that "thousands" of customers have migrated from VMware to the rival platform but didn't specify an exact number.

At the event, Ramaswami pointed to customer disapproval over Broadcom’s VMware strategy.

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In an advisory published Tuesday, the FBI, Cybersecurity and Infrastructure Security Agency, National Security Agency, Environmental Protection Agency, Department of Energy, and US Cyber Command “urgently" warned that the APT, or advanced persistent threat group, is targeting PLCs, short for programmable logic controllers. These devices, typically the size of a toaster, sit in factories, water treatment centers, oil refineries, and other industrial settings, often in remote locations. They provide an interface between computers used for automation and physical machinery.

Operational disruption and financial loss

“Since at least March 2026, the authoring agencies identified (through engagements with victim organizations) an Iranian-affiliated APT-group that disrupted the function of PLCs,” the advisory stated. “These PLCs were deployed across multiple US critical infrastructure sectors (including Government Services and Facilities, Waste Water Systems (WWS), and Energy sectors) within a wide variety of industrial automation processes. Some of the victims experienced operational disruption and financial loss.”

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An estimated 18,000 to 40,000 consumer routers, mostly those made by MikroTik and TP-Link, located in 120 countries, were wrangled into infrastructure belonging to APT28, an advanced threat group that’s part of Russia’s military intelligence agency known as the GRU, researchers from Lumen Technologies' Black Lotus Labs said. The threat group has operated for at least two decades and is behind dozens of high-profile hacks targeting governments worldwide. APT28 is also tracked under names including Pawn Storm, Sofacy Group, Sednit, Tsar Team, Forest Blizzard, and STRONTIUM.

Technical sophistication, tried-and-true techniques

A small number of routers were used as proxies to connect to a much larger number of other routers belonging to foreign ministries, law enforcement, and government agencies that APT28 wanted to spy on. The group then used its control of routers to change DNS lookups for select websites, including, Microsoft said, domains for the company’s 365 service.

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OpenClaw, which was introduced in November and now boasts 347,000 stars on Github, by design takes control of a user’s computer and interacts with other apps and platforms to assist with a host of tasks, including organizing files, doing research, and shopping online. To be useful, it needs access—and lots of it—to as many resources as possible. Telegram, Discord, Slack, local and shared network files, accounts, and logged in sessions are only some of the intended resources. Once the access is given, OpenClaw is designed to act precisely as the user would, with the same broad permissions and capabilities.

Severe impact

Earlier this week, OpenClaw developers released security patches for three high-severity vulnerabilities. The severity rating of one in particular, CVE-2026-33579, is rated from 8.1 to 9.8 out of a possible 10 depending on the metric used—and for good reason. It allows anyone with pairing privileges (the lowest-level permission) to gain administrative status. With that, the attacker has control of whatever resources the OpenClaw instance does.

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The attacks exploit memory hardware’s increasing susceptibility to bit flips, in which 0s stored in memory switch to 1s and vice versa. In 2014, researchers first demonstrated that repeated, rapid access—or “hammering”—of memory hardware known as DRAM creates electrical disturbances that flip bits. A year later, a different research team showed that by targeting specific DRAM rows storing sensitive data, an attacker could exploit the phenomenon to escalate an unprivileged user to root or evade security sandbox protections. Both attacks targeted DDR3 generations of DRAM.

From CPU to GPU: Rowhammer's decade-long journey

Over the past decade, dozens of newer Rowhammer attacks have evolved to, among other things:

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