Today, in most countries around the world, virtually every reasonably large city is packed with video cameras. On the one hand, the idea, of course, is to “keep us safe”: to monitor security in the streets, improve road safety and enforce traffic rules, and so on. But there’s the other side of the coin — ubiquitous video surveillance creates both privacy risks and opportunities for unauthorized surveillance We’ve repeatedly posted on our blog about how to protect yourself from surveillance involving IP cameras.

There’s another problem, too: relying too heavily on video surveillance systems can also be dangerous. If your cameras aren’t adequately cyber-secure, attackers may be able to disable them remotely to be able to then enter physical areas supposedly protected by video surveillance without being detected. This issue is especially relevant to home and privately managed surveillance systems — large companies generally do a better job of securing their devices (although there are exceptions there as well).

Disabling or replacing a camera feed is an almost obligatory plot device in heist movies. But unfortunately, this isn’t just a screenwriter’s invention: our recent research uncovered a vulnerability that makes it possible to remotely disable IP cameras made by Intelbras — a popular camera manufacturer. Read on to learn what the problem is, and how to protect your surveillance systems; a detailed technical analysis of the vulnerability is available on our expert blog, Securelist.

When an update does more harm than good

A surveillance camera is essentially a fully-fledged mini-computer, and its firmware needs to be updated regularly. In this case, however, the vulnerability was hidden in the firmware update procedure itself.

Intelbras provides firmware update files on its official website. The firmware can be updated manually from an SD card, or over the local network via the web interface or mobile app. However, during a firmware update, the camera neither required (past tense; a patch has since been issued – see below) authentication nor validated the firmware file before starting the update. As a result, anyone connected to the same Wi-Fi network as the camera could send it an update request. When an update is initiated, the camera reboots, taking it offline for about a minute before it becomes available again. But if the requests are sent repeatedly in a loop, the camera can be kept offline indefinitely.

We investigated this vulnerability on an Intelbras iM3 C (iM3B-C) camera running firmware version v240927 — the latest available at the time of our research. The iM3 C is a smart Full-HD Wi-Fi camera designed for both home surveillance and as a baby monitor. According to Intelbras, the firmware for the iM3 C is also compatible with the iMX C, iM4 C, iM5 SC, iME 360 C, and iM7+ FC models.

Intelbras iM3 C smart Wi-Fi camera used for the investigation. Its firmware is also compatible with the iMX C, iM4 C, iM5 SC, iME 360 C, and iM7+ FC models. Source

This vulnerability has a medium severity rating. However, because of the large number of potentially affected users, the impact of successful exploitation could be significant. Intelbras Mibo Smart — Intelbras’s app for setting up and managing these camera models — has been downloaded more than four million times, with most of its users based in Brazil and elsewhere in Latin America.

We notified Intelbras about the vulnerability, and the company promptly fixed it in a new firmware release — R.260804 (installation instructions for the update are available here).

How to secure your cameras and other smart devices

First and foremost, all Intelbras owners should update their camera firmware as soon as possible — and continue to do so regularly. More generally, it’s a good idea to secure your smart-home infrastructure in advance to reduce the risk posed by other potential vulnerabilities.

• One of the simplest yet most important steps is to change the default settings on both your smart devices and your home network. Be sure to replace the factory-default passwords on all smart devices and on your router — default username/password combinations such as admin/admin or root/admin provide no meaningful protection.
• Protect your home Wi-Fi with a strong password; otherwise, attackers could easily gain access to your local network.
• Disable WPS on your router. WPS is designed to simplify network setup and authentication: you can connect by pressing dedicated buttons on the router and respective device, or by entering an eight-digit PIN. The problem is that this PIN can be brute-forced relatively easily, allowing an attacker to recover the key to your Wi-Fi network fairly quickly.
• Use a strong, unique password for every account that can be used to manage your smart devices through official apps or websites. Where possible, enable two-factor authentication (2FA); the most secure option is generally to use one-time codes generated by authenticator apps. For generating and storing passwords, as well as creating one-time codes, it’s most convenient to use a password manager.
• Put your IP cameras and other smart devices on a separate Wi-Fi network — isolating them from phones, laptops, tablets, NAS devices, and so on. Most modern routers can create at least two Wi-Fi networks (a primary and a guest network). Use the guest network for smart-home devices, but make sure it’s protected with a strong password. If your router supports multiple Wi-Fi networks, consider putting the cameras on a dedicated network of their own. That way, even if the cameras are compromised, attackers won’t be able to reach your other devices.
• Use Smart Home Monitor, available in Kaspersky Plus and Kaspersky Premium. This feature shows all devices connected to your home network, lets you check their security status, and alerts you if an unknown device joins your home Wi-Fi.

More camera-security and smart-device tips and stories:

• Five rules to stop IP cameras from spying on you
• Webcam hacking, Korean-style: 120,000 IP cameras compromised
• Camera surveillance: myth or reality
• Network camera security: bad, worse, and terrible
• How to secure your smart home

Certificates both protect TLS connections and digitally sign applications, and forged ones turn up in real-world attacks from time to time. We’ve seen forged or stolen certificates abused by the DarkHotel APT and the Flame malware, and in 2011 we saw attack attempts after the certificate authority Comodo was compromised. Pulling off this trick usually takes serious expertise. But attacking eMudhra certificates in 2026 doesn’t take much effort at all. An attacker just has to guess a number from 1 to 255. Private keys for intermediate certificate authorities are normally gigantic numbers. But in this case, eight of them were the following: 4, 56, 66, 115, 155, 156, 230, and 237. They could be guessed using the public keys (available in public certificates) in under a second. As a result, a hypothetical attacker could issue certificates for anything by signing them with one of the compromised private keys.

Six of these keys were meant for issuing TLS certificates, and the other two were for code signing. All eight intermediate certificate authorities (CAs) were also cross-signed by the Sectigo CA. This means clients with different trust chains could trust a forged certificate.

The major browsers have already blocked the dangerous certificate chains. But IT and security teams still need to assess and remediate the risk in many other systems across their organizations. Scripts for scheduled data-processing, corporate NGFWs, monitoring servers, applications with built-in certificate stores, and devices that don’t get regular updates may accept forged certificates and be vulnerable to man-in-the-middle (MitM) attacks. The keys needed for this are already built into publicly available interception tools.

Timeline of the eMudhra certificate authority incident

The problematic keys came from a batch of 24 intermediate CAs that eMudhra created on April 30, 2025. Instead of cryptographically random values for a 384-bit elliptic curve, eight of the keys turned out to be small numbers. According to eMudhra’s own description, a “key wrap/unwrap step” during key generation created a second, weak set of keys. Because keys are created and stored in a dedicated device called a hardware security module (HSM), a weak key is hard to notice on its own. It’s still unclear what error caused the keys to be generated twice and the weak set to be used; the investigation is ongoing.

In May 2025, the Sectigo CA signed all eight intermediate certificates. Then, on October 17, 2026, an independent researcher notified the security teams at Mozilla, Google, and Apple, as well as the CA itself, that the keys were recoverable. On October 20, Mozilla publicly disclosed the incident. This means that for almost a year and a half the keys could have been recovered and certificates forged.

On October 22, eMudhra announced that it was exiting the global SSL/TLS certificate business.

What an attacker can do

Using the vulnerable intermediate CAs, an attacker can sign a forged certificate for someone else’s domain. Clients that still trust that chain and have no other safeguards will take the forgery for the real server.

A certificate alone isn’t enough to intercept HTTPS traffic. The attacker also needs a way to tamper with the victim’s traffic or redirect the connection. That’s possible, for example, in a compromised office network, on a Wi-Fi access point the attacker controls, or by interfering with routing and DNS. And all of this does happen in the wild, as the DarkHotel attacks, among others, have shown.

There’s one more danger: two of the keys can be used for code signing. In theory, that would let an attacker deliver malware that appears to come from a trusted vendor and doesn’t trigger scary OS warnings during installation.

Was it exploited?

Experts from various companies who analyzed the after-effects of the incident haven’t found any malicious attacks that used these certificates. eMudhra and CERT-In have also reported finding no abuse. The Chrome team found no certificates from the six CAs in public Certificate Transparency logs.

This means that systems where browsers check certificates through Certificate Transparency (CT) were most likely not attacked. But many devices and applications — especially servers and IoT devices, don’t check CT at all, so we can’t say anything about them. Today, malicious actors no longer need to write their own hacking tools to pull off an attack like this. Version 12.3 of mitmproxy — a popular tool among security researchers — already has built-in support for compromised keys.

Where the risk has been eliminated, and where that isn’t guaranteed

Major platforms quickly revoked the compromised certificates. As early as October 17, Chrome did so through CRLSets, and Firefox — through OneCRL. On October 18, eMudhra itself revoked the certificates, citing “CA Compromise”. Apple took action on October 19, and the Sectigo CA also revoked the cross-signed copies. Microsoft revoked the certificates on October 20. Depending on the settings of a specific application and OS, revocation may have taken effect even without an application update, since blocklists are often updated separately.

At the same time, a more radical measure is under way: withdrawing trust from the root CA. Chrome has announced the planned removal of “emSign ECC Root CA – G3” from the browser. Certificates issued under the “emSign Root CA – G1” root, and the root itself, aren’t affected. According to eMudhra’s estimate, about 30 000 certificates will need to be migrated.

But certificate revocation only works where the client can find out about the revocation to then be able to actually act upon it. Many applications check the signature, server name, and certificate validity period, but don’t retrieve or update blocklists. Here are the typical cases:

Outdated and LTS systems. LTS (long-term support) status alone doesn’t mean a system is vulnerable. By definition, a system with this status receives support. But old containers, frozen OS images, and systems that are no longer updated can keep trusting revoked CAs for a long time. It all depends on updates to ca-certificates and TLS libraries, and the settings of the specific application.

Automated systems and servers. On emudhra.we-have-a-problem.com — a site created by enthusiasts where you can check any client software for misplaced trust — curl and Zabbix dominate the list of the most vulnerable systems. For HTTP checks, Zabbix usually uses libcurl and the certificate store configured for it. Similar behavior is also documented in the built-in curl in macOS. At the OS level and in Safari, the certificate is revoked, but curl reads a plain /etc/ssl/cert.pem file, and that’s precisely where the fix has to be made. This is a good example: even when system-level trust and revocation mechanisms work, individual applications — including ones that ship with the OS by default — can remain vulnerable.

Python, Ruby, Go, Java, and containers. An application may use its own set of root CAs, which isn’t updated along with the OS. Endor Labs found more than 25 popular packages that contain the affected root.

Slack, GitHub Desktop, and other apps built on the Electron framework. These apps ship with their own Electron/Chromium, so updating a separately installed Chrome doesn’t update Slack. The certificate revocations are already in the new Electron version, but now every developer has to rebuild and distribute their app, and every user has to install the update. That said, not every Electron app is necessarily vulnerable. The outcome depends on the version, how the app updates its blocklists, and which network stack it uses.

Mobile browsers and IoT devices. Mobile Chrome, Firefox, and Safari get certificate revocation data as quickly as their desktop counterparts do. With the stock browsers from smartphone makers, this isn’t the case. In a published test, Samsung Browser 31.0.0.64 accepted all six test chains from emSign while rejecting the ones from Sectigo. For HarmonyOS 6 and 7, researchers found the affected CAs in Huawei’s published list of root CAs, and those CAs can’t be revoked manually.

For unsupported devices, home appliances, and old firmware, a certificate store update may never be released. In those cases, the problem could linger for years.

Impact on TLS inspection in a corporate network

When an NGFW or web gateway inspects encrypted traffic, it maintains two connections: one with the client and the other with the external server. The client receives a certificate signed by the corporate CA, while the gateway itself verifies the authenticity of the external server.

If the gateway accepts a forged eMudhra certificate, even an updated browser on an employee’s computer won’t see the dangerous chain. Instead, it will receive the familiar corporate certificate. In this scenario, the security tool itself hides the problem from the client. That said, carrying out such an attack would also require intercepting traffic.

To fix the validation policy and certificate lists on the inspection device itself, follow the vendor’s instructions — if the vendor has published any, that is.

At Cisco, the status of the issue is documented in detail for all products. Most of them are still listed as “under investigation”, but mitigation measures are recommended for vulnerable devices.

Sophos and Check Point promise device software updates and, in the meantime, advise removing the certificates manually. Neither company has published a security advisory, but employees of each posted recommendations on its support forum.

For Fortinet devices, instructions for checking and removing emSign certificates can be found here. Palo Alto offered only general advice instead of specifics for its own products.

Of course, a properly configured gateway can indeed temporarily protect outdated client devices that trust the dangerous certificates.

To check specific devices, services, containers, and virtual machines, you can use a dedicated website. One possible scenario for proactively hunting for threats that exploit or have previously exploited weak keys is described here.

Contrary to a common misconception, people haven’t stopped enjoying books in the digital age. The truth is that for a while now, reading on paper hasn’t been the only way to enjoy the written word.

At first glance, what cybersecurity risks could there possibly be? But then, since there are more than a billion e-book readers in the world, cybercriminals are bound to try to cash in. We spoke with Andrey Sidenko, Head of Child Online Safety at Kaspersky, to learn how criminals exploit interest in e-books, and what to look out for so you don’t become a victim yourself.

Malware instead of a book

Most often, scammers target computer and smartphone users who try to download an e-book from a pirate site. For example, our experts recently discovered a miner spreading this way: it was tapping the processing power of infected computers to generate various cryptocurrency tokens. Several of these sites let visitors read e-book excerpts for free. In reality, the attackers were stealing passwords and using a malicious script to swap links: users got an archive with malware named the same as the book they wanted. What’s more, links to these sites sat at the top of search results, so the risk of taking the bait was very high.

A year ago, we also wrote about fake e-books in Turkish or Arabic. These files were actually malicious executables disguised as ordinary PDFs. Once launched, they installed infostealers on the victim’s device: malware that sent chat-app session tokens, browser files, saved passwords, and crypto wallet data to the cybercriminals.

Traps in search results

Sites that engage in search spam pose a danger of their own. Picture this: you search for “The Lord of the Rings free download” — and land on a page that repeats your search phrase word for word and supposedly offers that very book for download. But instead of the book you were hoping for, you may be redirected to yet another sketchy site and treated to a malicious file.

By the way, this scam can work even if you search for a made-up author and a made-up book. Such sites can automatically generate plausible download pages for just about any query.

Book phishing

There are also phishing scams aimed squarely at book lovers. For example, one group of scammers sent out fake emails to users pretending to be from the popular book community Goodreads, offering various bogus (paid) services, which, alas, some recipients fell for: becoming a moderator, taking part in book events, or buying a paid promotion.

Here’s another example: ads supposedly from Orell Füssli, a well-known Swiss bookstore chain, circulated on social media. The ads offered books at hefty discounts. To place an order, users had to follow a link and enter their bank card details. Our regular readers will have no doubt guessed that the link led to a fake site, which in this case simply set up a paid subscription billed to the victim’s card.

Finally, scammers often create phishing sites that pose as pirate libraries. These libraries no longer cater only to fiction readers: readers go there for textbooks, academic papers, studies, rare editions, and other material that’s hard to find publicly. Because such libraries get blocked regularly and have to keep changing domains, it can be hard for users to tell the real site from a fake one.

Attackers take advantage of precisely this by promoting their own sites as official mirrors. These fake sites are often fully functional: you can search for and download books just like on the real thing, and the design is almost indistinguishable from the original. In 2024, for example, data on almost 10 million users of a phishing site mimicking Z-Library, a platform providing free downloads of access-restricted books and publications, was leaked online.

The leak included names, email addresses, countries of residence, password hashes, purchase details, and even crypto wallet addresses. With data this detailed, it’s easy to plan a follow-up attack: say, posing as a police officer to accuse the person of visiting an illegal site and demand money to drop the criminal case.

Can an e-reader get infected?

For attackers, e-readers aren’t the juiciest target: it’s hard to predict what device someone uses, or whether that person even has internet access. Besides, most e-readers are basic models — essentially a flash drive with a screen.

But there are more advanced devices — with internet access, browsers, and the ability to download third-party apps and use cloud storage. These are more likely targets, but let’s be honest: most of the time, it’s cybersecurity researchers who hack them — not criminals. For example, in 2025, researchers discovered a vulnerability in the Kindle that could let an attacker hijack the linked Amazon account.

Data leaks and other less obvious risks

Some e-readers let you highlight quotes, take notes on books you like, and share either with other users. Attackers can use this data for doxing, especially if a person wants to keep quiet about reading a particular book — something like, say, Fifty Shades of Grey, or anything personal that isn’t meant for the public.

In 2020, a Guardian journalist requested a copy of her personal data from Amazon, and received more than 20 000 records regarding how she’d used her e-reader. These included which books she read and when, how long she spent reading them, which passages she highlighted or copied, and which words she looked up in the dictionary.

So it’s worth treating your reading history as personal data too. If a book service leaks data, or your account gets hacked, a bad actor could learn not just your email address but far more personal details.

So how do you read e-books safely?

One of the simplest tips is to use official bookstores — and not just for copyright reasons. Since these platforms value their reputation, their content is vetted — meaning the files are more trustworthy.

Another essential tip is to update all your devices regularly — even the most basic e-reader: if it runs an operating system and any software — keep those updated. Timely updates close vulnerabilities that attackers could exploit, which lowers the risk of being hacked. The same goes for apps for reading and cataloging e-books: this year, researchers found serious vulnerabilities in both Calibre and Koodo Reader.

Note that installing unofficial firmware on your devices — for example, closed-ecosystem e-readers like Kindle — may not be the best idea. Risks include bricking the device and losing your warranty. The device may die or lock up during flashing or later on — when an automatic over-the-air update installs official firmware. The manufacturer may also block your account if it detects the modified firmware when the device goes online. And, naturally, the firmware itself may carry malware, such as stealers that siphon off your personal data and passwords. The fact that there’s no way to install an antivirus on your e-reader only exaggerates the potential problem.

It’s also a good idea to back up your digital library from time to time. Buying a book doesn’t guarantee you’ll keep access to it in your account forever. A title may become unavailable because of changes to licensing terms, platform policies, or other restrictions. What’s more, some formats can only be bought and read inside the e-reader’s closed ecosystem. So we recommend keeping a backup copy on your computer or another device, where you can get to it quickly offline. That way, you’ll keep access to your content even if something goes wrong with either the book service or your device.

Every time you download an e-book, be sure to check the file extension. A regular e-book filename should certainly not end in .exe or .bat. You can read more about the most common extensions of malicious files here.

With scammers, alas, getting better and better at disguising malware, perhaps the best all-around advice is this: don’t visit dubious websites, and don’t download unknown files. This is where Kaspersky Premium comes in: one of its main features is protection against phishing and malware. The application warns you if you try to visit an untrustworthy site, or download a potentially dangerous file. This keeps your data and money safe, and you can download and read your favorite books with peace of mind.

Love the written word? Check out our other posts about books:

• Into the rabbit hole: AI slop is flooding Amazon
• Books on cybersecurity: 5+ recommendations from our experts
• Information security in Dune

AI systems are much harder to protect than traditional IT — whether from operator mistakes, malicious interference, or just plain unstable behavior. There are two main reasons for this. First, AI outputs are probabilistic, so the same prompt can give different answers each time you run it. Second, today’s LLMs can’t reliably tell commands apart from data. Despite the demonstrated security issues of AI systems that we’ve covered many times, it’s impossible to ignore the potential economic payoff of adopting them. That’s why many companies are moving beyond simple AI assistants to AI agents. These agents carry out tasks on their own and have direct access to the same tools as humans — from reading databases to changing settings in production processes. Our experts, in their new study, examine how to clearly define and minimize the resulting risks to keep potential problems to a minimum. The approach borrows and adapts the principles of Cyber Immunity and Security by Design.

The basic principles of Security by Design

All the principles of this discipline are universally applicable to the design of any computer system — AI agents included. What differs is how deeply each principle needs to be adapted and reworked for AI scenarios.

1. Security is a separate and important factor right from the design stage. Security goals and assumptions are set on day one and followed throughout every stage of development. For AI agents, these assumptions should include three key points: (i) the language model is treated as untrusted, (ii) external data of any kind is considered potentially malicious, and (iii) irreversible actions can’t be performed autonomously without mandatory human approval.
2. The system is designed on the assumption that it will be attacked.
3. The trusted computing base and attack surface are kept to a minimum. Agents get only the tools they actually need, limited permissions, and the smallest amount of context possible. Security policy enforcement is handled entirely by deterministic components: the policy monitor, the agent harness, and isolation mechanisms (sandboxes).
4. The principle of least privilege applies. Each agent has its own set of credentials and access privileges (identity), limited to the bare minimum it needs to do its job. If an agent temporarily needs elevated privileges, it gets them only after external approval, and they last exactly as long as the task that requires them.
5. Components are isolated. In agent-based systems, this is one of the most complex and multi-layered architecture problems. The agent harness should run in an isolated environment (sandbox or virtual machine), and agents should be kept as isolated from each other as possible. Data processing in trusted and untrusted contexts is also kept separate. For example, one agent reads a pull request and writes a draft of the code, while another reviews that work without ever seeing the potentially malicious text of the request.
6. Default deny is the rule. Security policies follow the rule: anything not explicitly allowed is forbidden. This includes tool calls, interactions between agents, and network traffic.
7. Defense in depth is in place. Different measures should work at the same time and reinforce each other. Probabilistic defenses — like AI guardrails (a “firewall” for language models) or alignment (the model’s own sense of what’s acceptable and what isn’t) — can’t offer any formal security guarantees. Nevertheless, they make the system more secure overall and serve as a valuable source of telemetry.
8. The supply chain is protected. Some agents can install skills, libraries, and other software components on their own, so these abilities need strict rules. Either block them completely, or limit them to a closed, pre-approved list of specific versions of specific components. Systems built on cloud LLMs face an extra risk: model updates. One day, the same API request might be answered by a different language model with different security properties.

Pitfalls of AI security

The general principles of Security by Design are well known and look simple on paper. But applying them to AI systems is tricky because agents are incredibly flexible. For example, a security team might believe that an agent on a developer’s computer runs in a sandbox and can’t change anything outside it. But an attacker, or even the agent itself, can come up with dozens of ways around this seemingly solid protection: from running commands through a local MCP server that the sandbox doesn’t restrict, to reconfiguring another AI agent installed on the system. To make things even harder, the range of attack vectors is huge: from arbitrary fields in the agent’s configuration to innocent-looking text strings in a skill file.

One serious problem that designers often underestimate is user fatigue. A busy agent can throw up dozens of requests every minute, asking the user to confirm potentially dangerous actions. Within an hour, the person is clicking Approve on autopilot without reading what they’re approving. That’s why it’s important to carefully tune both how often these requests appear and how they’re worded. Nobody will read a request description that’s too long. And one that’s too short can hide the key details the user needs in order to make the right call.

Vulnerabilities in agents and related tools are a pressing problem — and it’s made worse by how quickly these categories of software evolve and receive updates. Industry-standard platforms and apps — such as LangGraph, MS Semantic Kernel, and Claude Code — have had critical vulnerabilities patched more than once. Architects should always consider swapping a large, do-it-all framework for a compact, stripped-down system that has only the features a specific agent actually needs.

On top of that, carefully implementing standard, long-established security measures in the available tools greatly reduces the damage if an agent is attacked or behaves unexpectedly. One example is a strict allowlist of domains that the web fetch tool can open when asked by the agent. But designers rarely account for the hidden problems and overhead associated with maintaining the list. As a result, it slowly goes out of date and leaves loopholes for attackers. The most striking example is the EchoLeak attack. Microsoft 365 Copilot had a properly implemented and fairly effective allowlist for accessing external sites, but attackers circumvented it through a feature in a secondary tool and the MS Teams domain.

Practical tips for architects and security teams

AI system architects and heads of engineering and security teams should build in agent security from the design stage. They should rely primarily on verifiable, deterministic mechanisms: isolating components, controlling interactions, and keeping the trusted computing base to a minimum.

Key architectural decisions include defining acceptable autonomy for the agents, limiting access to confidential data and dangerous combinations of capabilities, and using sandboxes, separate roles for different models, and access control gateways. Restrictions added as an afterthought reduce risks, but they’re no substitute for secure architecture.

At the organizational and operational levels, companies need to keep an inventory of their agents, coordinate the efforts of security and deployment teams, protect container environments, manage the supply chain (AIBOM), and integrate multi-layered defense.

Observability requires special attention. For AI systems, this should include logging the LLM’s requests, responses, and reasoning, as well as detailed telemetry from the hosts and cloud environments where the agent harness runs.

The hardest part of designing agents is balancing security, performance, and usefulness. To learn how to strike that balance with threat modeling and clearly defined security goals, read the full version of the study.

We’ve looked at information-security cases and technologies through the lens of famous movies, popular book series, and even fairy tales more than once before. Next up it’s the turn of Christopher Nolan’s adaptation of The Odyssey (based on the ancient Greek epic poem), which, incidentally, inspired the works of Tolkien, various movies and series in the Star Wars franchise, and much more.

Homer’s Odyssey doesn’t just describe classic plots and archetypes. It also covers key technologies and principles of digital hygiene — albeit in veiled form. The hero’s journey was a risky business — and so, for that matter, is watching The Odyssey itself, but we’ll get to that at the end of this post. For now, let’s see how to safely sail the vast internet Hellenic seas in search of Ithaca.

Administrator Penelope and 108 attackers

Nolan has reshaped the poem’s structure quite a bit, but the film still opens on the island of Ithaca. There, Penelope and Telemachus, the wife and son of Odysseus, king of Ithaca, wait for him to return from the Trojan War. Meanwhile, a mob of 108 suitors is running riot in Odysseus’ house. They’re all courting Penelope and dreaming of the throne, and the whole kingdom is on the brink of collapse.

In essence, this is an attack on digital infrastructure by a group of malicious actors. Penelope, an advanced user with admin rights, does everything she can to block attempts to hack the root account take Odysseus’ place. Her trick: she’s promised to choose a husband only after she finishes weaving a burial shroud for Odysseus’ father, Laertes. By day, she weaves in front of everyone. By night, she unravels everything she’s done: clearly a daily factory reset.

Nolan gives Penelope even more authority than Homer did. This helps highlight the coming-of-age story of Telemachus, who starts out as a beginner user. His storyline is about searching for his father and recognizing him: the ancient Greek version of multi-factor authentication. Following the tradition set by James Joyce, Nolan focuses on the tragedy of Telemachus, who can’t remember Odysseus, since his father last connected to the server left Ithaca so long ago.

Root account Odysseus, Trojan Horse, and Ram VPN

Meanwhile, Odysseus is on the island of the nymph Calypso. She feeds him lotus flowers that make him gradually lose his memory — clearly the classic playbook of ransomware. But in seven years, Calypso never manages to fully encrypt wipe his memory. Odysseus longs for home, and the hapless ransomware operator ends up helping him partly recover the encrypted data remember his story. Odysseus remembers how, after ten years of war outside the walls of Troy, he came up with a cunning scheme that became the basis for all Trojan horses ever since…

The Greeks left a malicious file huge wooden horse on the shore and sailed away. A spy who stayed behind convinced the Trojans that it was a very useful thing an offering to Athena, and they dragged the horse into the city. At night, once the people of Troy had gone into sleep mode, the malicious modules soldiers led by Odysseus hidden inside the horse added themselves to Defender’s exclusions opened the gates. The Greeks returned and captured Troy, then stole data and cryptocurrency burned and looted the city. Only after that did they finally head home.

But the road to Ithaca was long and dangerous. After landing on an unfamiliar island, Odysseus got overconfident. Instead of leaving the suspicious site stocking up and sailing away, he went off to explore the infrastructure, and ended up trapped with his men in the cave of a giant Cyclops, known online as Polyphemus. The Greeks managed to blind the Cyclops, though not without losses, and Odysseus figured out how to get out of the cave: by hiding under the bellies of the rams. The blinded Cyclops felt the rams’ wool but never noticed the Greeks — a textbook example of how a VPN works.

But once he’s out of the cave, Odysseus gets cocky and fires an arrow at Polyphemus. That gives away his real IP address location, and his crew has to flee in a hurry from the furious Cyclops. In the end, the ships are knocked off course and get lost at sea.

Interestingly, unlike in the film, Homer’s poem has a group of OLYMP experts constantly steering the course of events. For example, Odysseus’ ships lost their way because of the interference of Poseidon, OLYMP’s chief expert in maritime technology. As we know from the poem, Odysseus first logged in to Polyphemus’ place as “Nub_Oddy”, but later, in a fit of arrogance, changed his username to “Odysseus_Son_of_Laertes_King_of_Ithaca”. With Odysseus deanonymized, the Cyclops used the Pray messaging app to send Poseidon a voice request to launch targeted attacks on Odysseus’ crew. In Nolan’s version, though, Poseidon doesn’t appear as a character. Instead, he becomes a metaphor for an APT a destructive force of nature.

Expert Circe, APT group Sirena, Scylla, and Charybdis malware

Odysseus’ ships drift across the vast Web seas, and every so often they land on unsafe sites shores. First comes the bay of Lamos, where the giant Laestrygonians launch a DDoS attack, hurling requests rocks at the Greeks and wiping out nearly all of Odysseus’ infrastructure crew. Only he and a small group survive.

Next, the heroes land on the island of a lone cybersecurity professional known as Circe, who puts them through harsh cybersecurity training. She lures Odysseus’ warriors to dinner with a social engineering scheme known as pig butchering and turns them into… yes, you guessed it, pigs. But the protagonist doesn’t fall for her tricks, so Circe agrees to help him and gives his crew their human form back. She also advises Odysseus to run an analysis in an isolated environment descend into Hades’ underworld and find the blind Tiresias, whom the OLYMP experts promoted to threat intelligence analyst gifted with foresight.

Tiresias tells Odysseus that he is the only one with enough cybersecurity knowledge strength to reach Ithaca. But Odysseus is determined to save his crew. He learns that they’ll have to face a very dangerous APT group, the Sirens. They use advanced social engineering (singing) to lure sailors to their doom. So Odysseus orders his men to put in solid protection against voice spam: wax earplugs. The film never lets us hear what the Sirens actually sing. They may well be posing as bank employees, law enforcement, or government officials, but the anti-spam trick keeps the crew safe.

Then far more destructive malware hits the ship: Scylla and Charybdis. From Tiresias’ beginner course in infosec, Odysseus knows that Scylla has six heads, and can hit no more than six users at a time. But dodging her attack means running straight into Charybdis, who will deal critical damage drag the whole ship into a whirlpool. This is the first historical mention of an ethical thought experiment that would later become known as the “trolley problem” — and Odysseus picks Scylla.

Having passed these threats, the remaining crew members land on the island of Thrinacia. That cluster allows initial login with a standard access level for regular users, on one condition: don’t touch the island’s critical resource, the sacred bulls of Helios — chief expert in solar technology. But the warriors ignore Odysseus’ instructions, break the rule, and use that resource to mine food. This triggers a defense system built by OLYMP’s leader, nicknamed Zeus, which permanently blocks strikes down the ship and Odysseus’ crew. Odysseus himself barely survives and reaches Calypso’s island.

Return of root

Once his memory is back, Odysseus builds a raft and charts a course, thanks to Calypso. Athena, the wisest of the OLYMP experts, helps him reach the shores of Ithaca against all odds. He then slips into the city disguised as a beggar.

There, Odysseus passes several steps of multi-factor authentication:

• His old dog Argus sees his master, wags his tail, and dies.
• Telemachus sees this and realizes the poor wanderer is his father.
• His elderly nurse Eurycleia recognizes the man she raised by a unique code the scar on his leg.

But that isn’t enough to restore his root access. So with Telemachus’ help, Odysseus has to enter the palace using the account of one of his former companions, where he meets the administrator, Penelope. Nolan added an important twist here. At this moment, Odysseus regrets creating the first Trojan, which destroyed the infrastructure of an entire city. He also realizes that the malicious suitors’ constant attempts to guess the root password put Ithaca’s infrastructure at risk of the same decline.

Penelope begins to guess who is standing in front of her from his digital footprint indirect signs. She then sets a condition for the would-be root account owners her suitors: she’ll marry the one who can shoot an arrow through the rings of 12 axes with Odysseus’ bow. The bow is essentially a passkey with biometrics, which nobody knew how to fake back in those ancient times. So the bad actors fail one after another. Only Odysseus draws the bowstring and sends an arrow through every axe’s ring. Thanks to the successful biometric authentication, everyone accepts him as the true root king of Ithaca.

The rest is simple: the malware villains are neutralized, the kingdom is saved, and peace and information security return to Ithaca.

Why watching The Odyssey can be dangerous

In the window between the movie stopping being shown in cinemas and its release on digital media, our experts discovered a new multi-stage malicious campaign that had been running since mid-August. Malicious actors are spreading a previously unknown piece of malware called MovieReaper through compromised torrent trackers. They disguise it as downloads of popular movies — first and foremost The Odyssey, one of the biggest premieres of the summer. Scammers use this irresistible bait to make people more likely to download their file. The malware itself is as treacherous as the Sirens. It can hide from detection, give attackers remote access to the victim’s device, and deploy extra modules to stay in the system even after it’s removed. Read the full technical breakdown of MovieReaper on our expert blog, Securelist. Victims of this attack have been found all over the world. This is one more reminder of how important it is to be careful online — especially when downloading files.

Practical lessons from The Odyssey

So what can we learn from the story of the cunning king of Ithaca?

• A good offense isn’t the best defense. Instead of developing software to attack other users, focus on your own information security.
• Keep an eye on your personal data. It can fall into the hands of bad actors, which can lead to targeted attacks.
• Set up multi-factor authentication. It lowers the risk of being hacked, and helps you regain access to your accounts safely.
• Set up reliable protection (and don’t ignore it), because you should beware Greeks bearing gifts!

We love watching movies and breaking them down from a cybersecurity perspective. Read our other top reviews and analyses:

• Cybersecurity in 007’s world
• Matrix vulnerabilities
• The Matrix Resurrections security assessment
• Obi-Wan Kenobi in terms of information security
• Cybersecurity in season 2 of The Mandalorian
• and others…

We use many technologies to detect email spam. They analyze every part of a message: headers, text, images, and links. But the first thing our email products focus on is the “From” field. If the address contains a domain that’s already on our denylist, it’s an easy call. But spammers know the drill, so they register domains in industrial quantities to make emails, even from a single campaign, arrive from completely different addresses. Clearly, they don’t do that by hand. The process has long been automated, and attackers’ algorithms can register huge numbers of domains in a matter of minutes. But every domain needs a name. Coming up with a unique one for each isn’t feasible. So spammers use domain generation algorithms (DGAs), which create similar names with minor variations, based on date and time, pseudo-random numbers, and so on.

In fact, to block mailings such as these, you don’t need every address on your denylist. We’re good at automating processes, too. For some time now, our email solutions have included a technology that detects domains generated by DGAs, and shuts down entire batch with a single rule. Let me explain how this technology works.

How we detect and block generated domain names in bulk

As soon as any of our technologies flags an email as spam, its address becomes subject to further examination. If it meets a number of criteria, its domain is added to our database of domains we consider “bad”. We built a cascade of classifiers that compares these domains by similarity, groups them into clusters, and creates a short but comprehensive rule that blocks the entire cluster. Our email protection solutions receive this rule with an update. From then on, they block all emails sent from addresses on any domain that matches it — even if those domains have never been used in spam campaigns yet.

Here’s a real-world example. Let’s say the classifier flags several lookalike domains in a collection of “bad” ones it has gathered:

• sxkjcc.asia
• sxkjcd.asia
• sxkjcy.asia

Then, one rule is enough to catch them all: @sxkjc[a-z0-9]\.asia\b

How to protect your company from spam

According to our analysis, 44.9% of emails sent last year were spam. Unwanted, unsolicited emails distract employees, waste working time, and clog inboxes. In some cases, they also contain scam, phishing, or malware content. To protect business customers from this deluge of threats, our solutions for corporate email security have anti-spam technologies that we constantly improve. This includes the technology described above for blocking domains generated by DGAs.

Yesterday, two critical vulnerabilities were disclosed in PHP, the scripting language used by many websites and online services: CVE-2026-109618 and CVE-2026-109619. Attackers can exploit them to remotely execute commands on any server running PHP, with no authentication required. The exploit has been dubbed PHP2Shell.

The PHP security team announced an upcoming emergency update on October 20 and released patches fixing the vulnerabilities the following day.

We’ve already covered the technical details of these vulnerabilities and explained what companies and server administrators should do. You may have safely skipped that news because you don’t run any servers — but unfortunately, the issue is not limited to businesses.

Nearly 70% of websites run on PHP, including services we use every day: wikis, online stores, smart devices with web interfaces, home network-attached storage (NAS), smart-home controllers, and much more.

Today, we explain how these vulnerabilities could affect you personally and what you can do to reduce the risks.

How the vulnerabilities can affect home users

Account and personal-data theft

The vulnerability allows an attacker to steal authentication tokens from server memory. These tokens essentially act like electronic passes — telling a website that the user has already signed in. As a result, an attacker may be able to access someone else’s account without entering a password or two-factor authentication code, putting messages, documents, delivery addresses, order histories, and other confidential information at risk.

Loss of files on home devices

If you have network-attached storage (NAS) or a video surveillance system at home that uses a vulnerable PHP version, it may also be at risk. Depending on what level of access they gain, attackers could potentially copy, delete or encrypt files they can access.

Malware infection

If an attacker gains access to a vulnerable website, they can use it in virtually any way they want: trick visitors into downloading a malicious file or clicking on a phishing link, display dangerous instructions, replace payment forms or login pages with malicious ones — the list goes on and on. As a result, someone visiting a legitimate website could not only lose access to their account, but also lose money or accidentally infect their device with malware.

Below are examples of services directly affected by the vulnerabilities.

Which services are affected by the PHP vulnerabilities

Jeedom

Jeedom is a smart-home platform that lets users control lighting, sensors, heating, blinds and home IoT devices. Attackers could abuse this in many ways: they could disable the alarm, track when the homeowner is away, access video from the door intercom, and more.

The developers confirmed that the new vulnerability affects their application, and have already released an emergency update — Jeedom 4.6.2. Users need to run the update twice for it to work. The developers say a fully fixed version for home users will be released in the coming days.

Websites we use every day

As mentioned above, PHP is used by roughly 70% of websites. This doesn’t mean every one of them is vulnerable: it depends on the PHP version in use and whether the site owners have already updated it. Many government websites in Europe have already suspended operations because of the new vulnerability.

Unfortunately, a website may still be vulnerable even if it appears to be working normally. An attacker could potentially take control of any legitimate website whose server hasn’t been patched yet. They could fake payment or login pages, host malicious files, or persuade users to download an “urgent update” that is actually malware.

Ordinary users have no reliable way to check whether such instructions or files are safe, so be sure to use reliable anti-phishing and antivirus protection. If you suspect that your data may have been stolen, check the active sessions in your account settings. If you spot suspicious activity or devices you don’t recognize, sign out of all active sessions and change your password. Use a password manager — it can generate a truly strong, unique password that you won’t have to memorize yourself.

Computer games

Bad news for gamers: some video games whose servers use PHP are also at risk. If you don’t want attackers to get hold of your accounts, be sure to update the passwords for your gaming platforms, stores and accounts.

To buy time for updates, some developers temporarily took their services offline. Final Fantasy XIV, Pokemon Champions, games from Bandai Namco Entertainment, Uma Musume: Pretty Derby, Granblue Fantasy, Shadowverse: Worlds Beyond, and many others went into emergency maintenance. Nintendo Switch Online and the GOG and Steam stores were also affected.

Unfortunately, there’ve also been more drastic consequences. Yesterday, the developers of World Quest announced that the game would shut down permanently after 15 years: it relied on outdated infrastructure that would have been extremely difficult and costly to fix. For the same reason, the mobile game Please Save My Pandemonium! shut down after more than ten years of operation.

Home network-attached storage (NAS)

“Home clouds” have become popular in recent years for good reason: many users prefer to keep backups of their data at home rather than online. A number of companies make NAS devices, and at least three — QNAP, Synology and ASUSTOR — have said the vulnerabilities affect their products. An update has also been released for Unraid, an operating system for home servers, network storage and media servers.

QNAP

The manufacturer confirmed that the vulnerabilities affect several versions of its NAS operating systems — QTS and QuTS hero — as well as applications including QuMagie, Note Station 3 and certain versions of QVR Surveillance. A successful attack could put photos, documents, notes and camera recordings at risk.

At the time of publication of this blogpost, QNAP is still preparing updates, so the main priority is to temporarily disconnect NAS from the internet. QNAP recommends disabling port forwarding on the router — to prevent NAS from automatically opening ports — and allowing access to the management panel only from the home network or through a VPN.

Synology

Both vulnerabilities have been officially confirmed in PHP packages 7.3, 7.4, and 8.0–8.4, as well as in Mail Station and Synology Calendar. Fixes have already been released for PHP, starting from version 7.4, as well as for Mail Station and Synology Calendar. PHP 7.3 won’t be fixed. The company separately notes that the PHP component built into its operating system cannot be reached from outside the device, so the risk of attack is very low.

ASUSTOR

ASUSTOR also officially confirmed both vulnerabilities, and immediately removed PHP 7, 7.3, 7.4, and 8.1 packages from App Central. The company recommends immediately backing up your data, removing older PHP packages, and using PHP 8.3 or 8.4.

Unraid

In today’s operating-system update, PHP was upgraded to version 8.4.27 with fixes for the vulnerabilities. The developers recommend that all users update to Unraid 7.3.4. Containers with their own PHP installation must be updated separately: the new PHP version in the operating system doesn’t replace PHP inside containers.

At the time of publication, we haven’t found public confirmation from other major manufacturers (such as TerraMaster, UGREEN, Buffalo, or Western Digital) that their devices are affected by these vulnerabilities — only user discussions on forums.

But the fact that only some NAS manufacturers have confirmed the problem so far doesn’t guarantee that your devices are safe — especially if they’re fairly old or come from a lesser-known or defunct manufacturer. In that case, first disconnect the devices from the internet while keeping them accessible only on the local network, and then investigate whether they’re vulnerable.

Nextcloud cloud storage

Nextcloud is a free, open-source platform for creating your own cloud storage, serving as an alternative to Google Drive, Dropbox, and Microsoft OneDrive. It lets you store and synchronize files across devices, share them with other users, and work with documents, photos, calendars and contacts. The data can be stored on your own server or NAS rather than on a third-party company’s servers.

If you store important data in Nextcloud, check how your cloud instance is configured. If you use Nextcloud All-in-One, update to version 14.4.1 where the vulnerability has already been fixed.

If your Nextcloud installation is configured differently, you need to update PHP yourself on the device or server.

How to protect your devices and data

• Use phishing and malware protection. Our security solution automatically blocks phishing pages and malware, even when attackers place them on legitimate websites.
• Keep an eye on updates. If you have network-attached storage, a smart-home system, a home server, a media server, or any other device with a web interface, first check the manufacturer’s website and install all available updates. If no update is available yet, temporarily disable internet access to the device.
• Use strong passwords. Most people reuse the same password, or variations of it, across multiple websites. If an attacker finds one of those passwords on a vulnerable server, they may be able to compromise your other accounts as well. We recommend generating and storing strong, unique passwords in Kaspersky Password Manager so you don’t have to remember your credentials yourself. Be sure to enable two-factor authentication on all important accounts — ideally using one-time codes generated by the same password manager.
• Keep an offline backup of important files. Don’t rely on cloud storage alone — make sure you keep a backup of all important documents on both a hard drive and an external device. For more information on how to make backups properly, see our article The internet remembers not quite everything.

What other risks can your home devices face? Read our articles:

• Trojan TV, or the new risks of malicious proxies
• Ransomware now taking aim at personal backups
• Is your TV box renting out your network?
• Is your router secretly working for foreign intelligence?
• Three common attacks on Linux in homes
• How to secure your smart home

Two critical vulnerabilities have been discovered in the popular PHP programming language. The vulnerabilities, identified as CVE-2026-109618 and CVE-2026-109619, allow attackers to remotely execute code on a server running PHP without authentication. The language’s development team has released updates for all supported branches, but the first attempts to exploit the vulnerabilities were observed even before the patches were published. The exploit has been named PHP2Shell.

The architectures of popular marketplaces, e-commerce platforms, and learning management systems (LMS) are written in PHP. In addition, PHP is used in various content management systems (CMS) such as WordPress, Drupal, Joomla, and so on, which power most websites on the internet.

In this blogpost, we discuss CVE-2026-109618 and CVE-2026-109619 in detail, and explain how companies can protect their infrastructure. Read the Securelist expert blog to learn how events surrounding these vulnerabilities unfolded before the patch was released.

Vulnerable PHP versions

According to PHP web site, versions prior to 8.2.35, 8.3.36, 8.4.27, and 8.5.12 are vulnerable to CVE-2026-109618 and CVE-2026-109619. There are no official fixes for older branches. According to unofficial reports, the vulnerabilities also affect PHP versions starting with 5.4.0.

What makes CVE-2026-109618 and CVE-2026-109619 dangerous

Both vulnerabilities received a score of 9.2 on the CVSS v4.0 scale. They arise because, after a request is interrupted (for example, due to a memory shortage), PHP leaves invalid data in the memory buffer, and subsequently accesses it, allowing code to be executed on the server. One of the confirmed attack chains via CVE-2026-109619 exploits the `session.upload_progress` mechanism (which tracks file upload progress), which is enabled by default in PHP.

By exploiting these vulnerabilities, attackers can remotely execute code on the server with web server process privileges without authentication.

According to PHP developers, all installations of unpatched versions that process web requests are at risk, including PHP-FPM, Apache with mod_php, php-cgi, FrankenPHP, and LiteSpeed. The greatest risk lies with mod_php: researchers demonstrated an exploit for it in which an unauthenticated request triggers the attack even before the application code is executed.

What businesses should do

We’ve compiled key recommendations from the PHP developers and experts at Kaspersky.

• Update PHP to versions 8.5.12, 8.4.27, 8.3.36, or 8.2.35. Start with systems accessible from the internet. The source code is available on the PHP website. If PHP is installed from distribution packages or provided by your hosting provider, check for updated packages: Linux distributions and LTS vendors received patches in advance. If the server is managed by a hosting provider, ask them to apply the update.
• Versions 8.1 and older no longer receive updates from the PHP project. Check with your distribution vendor or LTS support provider to see if backported fixes are available, or switch to a supported branch. For PHP 7.4, 8.0, and 8.1, the developers have prepared minimal source code backports for manual compilation. These can also be found on the PHP website.
• Restart PHP-FPM or the web server so that the processes load the new code, and verify the version using the `php -v` command. If PHP was installed from distribution packages, check the package changelog: the version number may remain the same.
• Check the logs from October 20. A warning sign is when the web server process is performing actions it shouldn’t (running command shells, curl, wget, and the like). Kaspersky solutions help detect malicious activity in a timely manner. Attempts to exploit the described RCE vulnerabilities on Linux and Windows machines can be detected using Kaspersky NEXT EDR Expert, while exploitation of PHP2Shell in network traffic is detected by Kaspersky Anti Targeted Attack (KATA) with the NDR module.

If an immediate update is not possible

Only the immediate installation of patches will fully resolve the issue, but if that isn’t possible, it’s recommended to implement temporary measures. PHP developers provide step-by-step instructions for each vulnerability.

Anonymous imageboards have long been places where users could chat under pseudonyms without revealing their real names. But now people on these forums are discussing and testing AI tools for doxing — that is, for finding, matching, and publishing users’ data without their consent. Often this goes hand in hand with stalking the victim, hacking their accounts, bullying, and blackmail, and ultimately leads to a damaged reputation or even worse.

In this post, we explain how artificial intelligence helps malicious actors leak other people’s data — and how to stand up for your right to online privacy.

How bad actors uncover information about users

Analysts at Open Measures have reported that, since October 2025, users of Soyjak.party, an imageboard popular with young people on the far right, have been discussing and using AI to deanonymize other users. Their victims are often activists, bloggers, and members of other “hostile” forums.

The tools the experts found run right in the browser, and automate almost the entire process of collecting information about a victim. They can search open sources and leak databases, and they use any new leads — for example, an email address linked to a username — to dig even deeper. They also extract metadata from photos and videos, estimate a person’s approximate location from IP addresses they find, and finally put everything together into one huge digital dossier. These Soyjak.party tools are no longer functional, but similar ones have been spreading across other imageboards.

In February 2026, researchers demonstrated that sometimes ordinary forum chatter is enough to reveal who you are. They put together summaries of posts by 338 Hacker News users, removed names, usernames, and social media links, and then asked AI to work out who was behind them. The AI compared details about jobs, interests, and personal background with information available online — and correctly identified 226 of the people, or about two-thirds of the sample. The price of deanonymization turned out to be laughably low — at between US$1 and US$4 per user.

To be fair, people knew how to build digital dossiers even before the generative AI boom. For starters, there are OSINT tools that search for data in open sources. Journalists and investigators were the first to use them, but, as you might guess, malicious actors soon mastered these tools too. Unlike AI models and agents, traditional OSINT services follow set scripts and can’t “think” or make decisions on the fly.

An agent out for revenge: the OpenClaw case

If you think doxing always needs a person with ill intent, we’ve bad news: sometimes the one settling scores can be… artificial intelligence itself.

Here’s a story that started out innocuously enough. An AI agent running on the much-hyped OpenClaw platform suggested an improvement for Matplotlib, a popular tool for building graphs and charts. But the project’s rules said that code submitted by AI agents wasn’t accepted. One of the project’s volunteers, Scott Shambaugh, simply turned down the AI’s suggestion.

You’d think that would be the end of it. Think again! The AI agent decided the rejection deserved some publicity, so it published an “exposé” about the developer on its blog (yes, you read that right: the agent had its own blog). It gathered information about Shambaugh from open sources, studied his public activity, and accused him of being biased against AI. It even started speculating about the developer’s psychological motives, and suggested he was afraid of competition from artificial intelligence.

Once this “private” conversation between Shambaugh and the AI agent went public, other users rallied behind the developer — and the agent had to publish an “apology” post.

It’s a pretty absurd story, but it teaches a good lesson: always read the privacy policy of any AI service carefully, and steer clear of new models from unknown sources.

How to avoid becoming a doxing victim: a guide

If AI speeds up searches and connects the dots between details that used to be scattered across dozens of websites, the next logical question is: what can you do to shrink your digital footprint?

Disappearing from the internet completely is almost impossible. So protecting your data isn’t so much about leaving as few traces as possible, but cutting the number of links that can be used to piece together your identity. If you’re an advanced user, we recommend reading our post, How to disappear from the internet, in addition to the tips below.

Manage your digital footprint

• Search for yourself online. Don’t stop at your name: try your email address, nicknames, and phone number too. If you’re comfortable with AI processing your data, you can even ask it to compile a dossier on you. Just remember that there’s always a risk of a leak or a bug that accidentally makes your data public. And no, big, reputable services are no exception.
• Make private any profiles you don’t want to share with everyone. That makes it harder for search engines to index your new posts, and for scrapers and OSINT tools to collect them. While you’re at it, go through your old comments and posts and clear out anything you don’t need.
• Delete your ghost accounts. Go through your inboxes and check which websites you’ve signed up for. Make a habit of deleting accounts you no longer use: they can hold your personal data for years, and there’s always a risk it’ll end up in the next data leak.
• Set up two-factor authentication. That way, even if a bad actor manages to guess your password or finds it in a leak, they won’t be able to get into your account without the additional authentication. For the second factor, we recommend using one-time codes that refresh every 30 seconds and storing them in a reliable password manager.
• Strip metadata before posting photos and videos. Metadata can help a malicious person learn a lot about you— for example, the location and exact date a photo was taken, and the model of your device.
• Use a different password for every account you have. Our research has showed that passwords built from personal details — such as your mother’s maiden name, your birth date, and a special character at the end — are extremely weak. This kind of information often ends up in leaks, or can be pieced together from public sources, so the passwords can be easily brute-forced by smart algorithms. Of course, nobody can remember hundreds of unique passwords, so it makes sense to offload that job to our password manager — a secure vault that generates and remembers complex, unique passwords for you, and syncs them across all your devices.
• Find out about new leaks as fast as possible. Some online services will send you a free alert if your email address shows up in a known data leak. But it’s much more convenient to monitor leaks with a dedicated security app. For example, Kaspersky Password Manager constantly checks all the entries you’ve saved. It warns you if you use the same password on different websites, or if any of your saved login and password pairs has been compromised. Our simple instructions for Windows, macOS, Android, and iOS can help you easily check all the passwords you’ve saved in Kaspersky Password Manager. Your passwords are never sent to Kaspersky. We explain how we can analyze your passwords without knowing them in our post, How to create strong passwords and where to store them.
• Use reliable protection that tracks and blocks leaks of your data. While Kaspersky Password Manager only checks the active password entries you’ve added to it, Kaspersky Premium can monitor for compromised accounts linked to your email addresses (you can add up to 50 addresses to check), and for digital identity theft linked to your phone numbers. And besides reporting leaks that have already happened, our security solutions can also stop data about you from being collected online.
• Set up privacy on your devices and apps with our free online service, Privacy Checker.

Keep your accounts separate

The more websites that know your email, the more often it will show up in advertising profiles and potential leaks. For one-time and minor sign-ups, you can use an email masking service. All Apple users get this feature by default (Hide My Email). If you use another OS, you could try Firefox Relay, for example.

The service then creates a separate proxy email address for the website where you’re trying to sign up. Messages sent to that address are automatically forwarded to your real inbox, but the website never sees your real email address.

If you want to go all in, you can try splitting your digital life into several sub-personas by hand. Create several email addresses for different purposes. For example, use one for online stores, banks, and government services, a second for public social media, and a third for forums and social networks where you want to stay anonymous.

Keep in mind that all this is a challenge: you’ll need to keep coming up with new nicknames, and make sure your sub-personas never overlap. If you use an email address for an anonymous profile, don’t link it to services that already have your real details, and don’t use it as a backup email for a public account. One accidental link can easily undo all your effort.

Check what you share with exes

If you’ve recently broken up with a partner, make sure you check which parts of your shared digital life they can still access. Sadly, it’s very often ex-partners who become doxers or stalkers — spying on their former other half and stopping at nothing to do so. For more details on exactly what to do in this situation, read our article Post-breakup digital hygiene: what to check and shut down.

Use your right to be forgotten

Many countries have a right-to-be-forgotten law. It lets you ask search engines to remove links to pages that contain your personal data.

You can send the links to those pages, explain why you want them hidden, and request that they be removed from search results. Keep in mind that the page with your data isn’t deleted. Other search engines may still show it, and it may still turn up for other search queries.

To submit a request like this, use the dedicated forms from Google or Bing. But remember that a search engine can turn you down if it decides the information is in the public interest, or that the law requires it to be published.

There are more effective, though more time-consuming, ways to remove your data from the internet. We covered them in detail in our post, Why data brokers build dossiers on you, and how to stop them doing so.

Looking for more ways to protect your digital identity? Check out our other posts:

• How to disappear from the internet
• Doxing — another online danger for women
• Post-breakup digital hygiene: what to check and shut down
• The Naked Truth
• AI and the new reality of sextortion

The more a company’s infrastructure grows, the more weak spots it has. And that’s true for all companies — from large corporations with deep pockets that are able to invest more in their defenses, to small and medium-sized businesses. And despite their more modest capabilities, smaller companies are just as tempting a target for attackers.

New times, new risks

Cloud platforms, remote access, and AI help businesses scale up and get more done. But they also give attackers extra ways to get into corporate infrastructure. For example, remote employees’ personal devices have become a foothold that’s hard to control. And thanks to AI, phishing emails are almost impossible to tell from real ones: users can no longer spot a scammer by their spelling mistakes.

There’s another reason why new threats keep appearing: companies are slowly learning how to handle the old ones. Take backups. Just a few years ago they were sold as a cure-all against ransomware. Now they’re less effective, because at some point attackers started stealing data and demanding payment not for decryption, but for not making it public. What’s at stake here isn’t just business processes, but the organization’s reputation too. We wrote about this scheme in more detail in a separate blog post.

The scariest part is that an attacked company’s problems don’t end on the day of the incident. The next few days (or even weeks) are often much harder. This is when the team needs to quickly deal with the aftermath of an attack and to make sure another can’t happen again. Growing companies often have to throw their entire small IT force at the problem, so getting back to normal work can take a long time.

Three Achilles’ heels at once

According to the Global Kaspersky B2B Market Pulse survey, most SMBs only think about security when circumstances force them to; for example, after an incident, when expanding their infrastructure, or when a potential partner asks them to strengthen their perimeter before signing a contract. Yet only a handful treat continuous cybersecurity monitoring as a core part of running their business.

When a company finally decides to get serious about security, it runs into three constraints: people, processes, and technology. Let’s look at each one.

• People. In a company with up to 500 employees, the IT department is usually just a few people. They handle all technical issues and have little to do with cybersecurity. When things get tough, these specialists may simply lack the expertise to deal with things. Other employees can be a weak link too. Accountants, lawyers, and other staff with access to confidential information often aren’t familiar with security rules.
• Processes.A small IT department always has a backlog with a long queue of tasks; therefore, fresh updates and patches don’t get installed right away. As a result, attackers have plenty of time to take advantage of a vulnerability that isn’t fixed in time. Meanwhile, other employees may not know how to respond to suspicious emails, or how to store and share passwords safely. And there’s simply no one to keep an eye on them.
• Technology. Threats evolve alongside a business’s technology. For example, once a company has moved part of its infrastructure to the cloud, relying on a classic antivirus alone becomes pointless.

So small and medium-sized businesses become easy targets for attackers not so much due to their size, but because they don’t pay enough attention to the key building blocks of cybersecurity. As to what this can lead to, and how the tables can be turned in a company’s favor — read on for a real-world case that demonstrates this.

Case study: ERP system breach

Let’s look at a real-world attack on a company with 450 employees. When the incident happened, the company was migrating its ERP system to the cloud. The data had already been moved, but the protection hadn’t been set up yet. And that limbo state is exactly what let the attackers pull off their campaign.

The attackers used a fairly simple tactic. Posing as an external ERP integrator, they sent the finance department a file with an “adjusted invoice”. When an employee opened the attachment, the malicious code inside it exploited a vulnerability in a local application, and the attackers took control of the device. There they found saved credentials that let them log in to a support account and get administrator rights on the cloud ERP server. With that account, they got into the server and stole the company’s confidential data.

We analyzed the mistakes that made this incident possible, and came back to the same formula: people + processes + technology. The company did provide employee training, but it was mostly a formality and did nothing to help people learn to spot email phishing. Security updates weren’t installed right away either, which is why the computer had an unpatched vulnerability. On top of that, privileged credentials were stored right on the employee’s device, which gave the attackers a direct path to administrator access. Finally, the workstations had no EDR, and the cloud ERP server had no workload protection.

How SMBs can strengthen their defenses

The best way to start is with the three key areas we covered above. And this isn’t about simply throwing money at security. What’s needed is a clear, step-by-step plan that makes the most of the resources the company already has.

Hands-on training

Employees are a business’s first line of defense, so it’s especially important to help them form safe cyberhabits. Many companies understand this and duly run computer literacy training; however, often employees show up in droves, yet they keep on making the same old mistakes.

The problem is that most training isn’t relevant to the people taking it. People in the finance department know that attackers can send phishing emails, but what does that have to do with their job? To head off questions like that, we recommend combining cybersecurity theory with simulations of real cyberattacks. That way, employees can safely step into the shoes of an attacker’s target. Start by training employees who have privileged access to systems, and also those who handle confidential information.

To keep training from becoming a formality, track progress regularly. For example, send employees suspicious test emails from time to time, and measure how fast and how well they react: how many recipients click the link, and how many report the threat.

Structured processes

Set up clear priorities for installing updates and patches. This helps avoid two extremes: running for months with open gaps in the infrastructure, or rushing to fix every vulnerability without asking how critical it is for specific business processes. Setting up centralized vulnerability management also helps, which we explained how to do in a separate post. Don’t rush to expand the infrastructure or move it to the cloud until the company has proper protection and monitoring in place.

Another key point: assign an owner to every process. Someone should be personally responsible for regular cybersecurity training, installing updates, and the timing and methods of incident response. That way, security tasks get done on time — even when the IT team has limited resources.

Gradual rollout of security solutions

It’s impossible to build reliable business protection without specialized products, but buying everything at once won’t help either. New solutions should match the needs of the infrastructure. A good approach is to add tools as the need to do so comes up; for example, to prioritize vulnerabilities more effectively or to strengthen the security of email or cloud environments. One way to tailor security to the company’s needs is to use our Security Modules , which work with Kaspersky Next Optimum — a solution for growing SMB and mid-market businesses.

Another option is to move to a more advanced solution as the infrastructure grows. The foundation of cybersecurity can be laid with Kaspersky Next EDR Foundations, which provides basic endpoint protection and control. Then, when needed, the company can move up to solutions with a broader range of capabilities, from Kaspersky Next EDR Optimum to Kaspersky Next XDR Optimum, or straight to Kaspersky Next MXDR Optimum. Our most comprehensive offering — Kaspersky MXDR Optimum — combines advanced detection and response that goes beyond endpoints and adapts to the needs of a growing business, 24/7 monitoring, and proactive threat hunting and investigation by Kaspersky experts.

Finding a job these days is playing on hard mode. You send your resume to a company, and a couple of minutes later, an automated rejection lands in your inbox. And then it happens again. And again. Sound familiar?

In this post, we look at how recruiting platforms work from the HR side. We also show how to use AI safely as a copy editor so you can prepare a resume for recruiters without turning it into a lifeless pile of keywords. At the end, we share a ready-made prompt to help you improve your resume’s structure and content.

Protecting your data

Before you give your resume to a chatbot, remove all sensitive information: your name, phone number, home address, email, company names, and scans of documents. Any language model you chat with can sometimes memorize personal information contained in their training data. That means there’s always a chance the AI may accidentally “learn” to give your data to other users. On top of that, even the biggest services aren’t immune to glitches and leaks. For example, last year a researcher found a bug in Meta AI that let users gain access to other people’s conversations with the chatbot by changing their request ID.

The ability to read other people’s chats sometimes isn’t even a bug. For example, it recently came to light that Grok users who clicked the Share chat button to send a conversation to a friend or to themselves were also allowing search engines to index that conversation. As a result, thousands of conversations ended up in public view. These included personal data, requests to come up with complex passwords, complaints about health problems, trade secrets, and other information the chat owners clearly never meant to publish.

So before you use any chatbot, first check its privacy policy, and then go to the settings to turn off all the features you don’t need. Most importantly, turn off training the AI on your requests. And remember the golden rule: don’t send an AI anything you wouldn’t be okay with seeing on the internet.

If you work with sensitive information all the time, the safest option is to run language models locally right on your own computer. We previously explained how to do this, using DeepSeek as an example. The same approach works with any other open-weight model.

Finally, don’t feed your personal data to chatbots from unknown developers that promise to write you a flawless resume. Often, these are just slick wrappers around popular models. And you probably won’t ever find out who actually gets access to your data, where it’s stored, or what happens to it next.

Malicious actors can use this information for follow-up attacks. For example, they can send fake interview invitations and attractive job postings that match your work experience and career interests a little too well. From there, the scam can go in many directions: a malicious file disguised as a job invitation, a link to a phishing page that steals your account, a request to install “corporate software” or to continue the chat in a messaging app, and so on.

When choosing an AI tool, ask yourself these questions:

• Does the service have a clear privacy policy?
• Does it say what happens to your file after you upload it — will it be stored or deleted?
• Does the service explain whether your data will be used to train AI?
• Who owns the service? Can you trust this company?
• Is the site protected with HTTPS?

Who reads your resume: a human or a robot?

Most large and mid-sized companies have long used an applicant tracking system (ATS). This is specialized software for HR teams (human resources specialists or, put simply, recruiters) that collects and sorts job applications.

A company having an ATS doesn’t mean their applicants are scored automatically. It’s a fairly old type of system that dates back to when artificial intelligence looked very different. Then, as AI tech evolved, some companies started building AI modules into their ATS. But how common this is varies a lot from country to country and market to market. According to a LinkedIn study, 37% of HR leaders surveyed worldwide use AI in hiring, but only 11% actively integrate AI tools into their HR platforms.

The takeaway: you can optimize your resume for AI, but you still need to write it for a human. Even if your resume clears the AI screening, an HR person will read it next — and flat, machine-sounding prose will only hurt their impression of you.

Keep in mind that instant rejections don’t come only from AI. In some ATS, recruiters can set up automatic rejection rules by hand. For example, these rules can rely on a candidate’s answers about education, work authorization, required experience, licenses and certifications, ability to work the required schedule, and so on. So take a moment to check that your resume contains up-to-date and complete information relevant to the vacancy.

How to write a resume that passes both AI and HR screening

Write the first draft yourself

It’s ok to turn to AI for help, but the resume has to have substance, and a real person with real work experience has to shine through.

Start by writing your resume yourself. It doesn’t have to be perfect, and it can have mistakes. Only then ask AI for a fresh pair of eyes. Here, AI shouldn’t act as your personal biographer. It should act as a copy editor that polishes the wording and structure.

Keep the formatting simple

Unless the employer asks for something specific, skip the photos, tables, complex graphics, and custom fonts. And definitely don’t try to design something fancy in a graphic editor. Any of these can make your document unreadable for an ATS. The gold standard is a plain PDF or DOCX file with headings, a standard font, clear sections, and bulleted lists.

Tailor your resume to each job

Copy the job description and ask a chatbot to work its key phrases into your resume. Don’t just sprinkle keywords around. Put them in context and back them up with examples from your experience. Remember: you should be able to prove every word in your resume.

Show what your effort achieved

Skip the generic phrases, personality labels, and bare lists of duties like “responsible”, “did data analysis”, or “prepared reports”. Both recruiters and AI look for specifics, ideally with numbers and timeframes. Show what you did your job for, not just what you did.

Stick to the action + tool + result formula: “Automated report generation with Python and cut preparation time by 80%”, “Launched a new pricing model and grew annual revenue from US$400 000 to US$600 000 in 12 months”, “Developed a corporate messaging app that more than a thousand employees use today”. Don’t overdo the numbers. If you don’t have exact figures, or they don’t apply, don’t make them up.

Put the most important things first

Start with a short paragraph of two to three sentences that covers the key points and contains a link to your portfolio. Use it to give a brief overview of your work experience, skills, and key achievements. If you’re new to the field, write about your education and career goals instead.

List your work experience in reverse chronological order so your latest career achievements are the first thing people see.

AI prompt

You’ve got the tips — now it’s time to ask AI for help. Here’s a prompt that works. We’ve tested it on several chatbots:

Review before sending

• Check for extraneous information: make sure your resume doesn’t include unnecessary personal data or information covered by an NDA.
• Check for readability: make sure your resume has the right headings, dates, and section order, and that the file is in DOCX or PDF format. Remove any complex graphics from the document.
• Check for accuracy: reread every statement and ask yourself, “Could I back this up in an interview?” Remember: AI doesn’t know all the details of your work and may exaggerate some of the wording.

More on how to use AI safely without compromising your privacy:

• Privacy settings in ChatGPT
• The pros and cons of AI-powered browsers
• How phishers and scammers use AI
• Hacking Black Friday: using LLMs to save on the “sale of the year”
• Would you entrust your vacation travel plans to AI?

Microsoft’s October Patch Tuesday update stands out for two reasons. First, the total number of patches has reached four digits for the first time. Second, to help companies better understand the details of the vulnerabilities, Microsoft has decided to group them into risk cohorts. A cohort brings together vulnerabilities that are exploited under the same conditions and affect the same systems. They replace neither the severity rating, nor the individual bulletins for each CVE. While they’re unlikely to be suitable for comprehensive patch prioritization, they will help quickly assess which part of an infrastructure is currently most at risk.

Statistics corner

Of the 1,414 vulnerabilities addressed in the October Patch Tuesday release, 1,102 directly affect the Windows operating system, 134 — Microsoft Office, 36 — SharePoint Server, 22 — SQL Server, and seven — Exchange Server. The vast majority — 677 — lead to privilege escalation, 317 to remote code execution, 40 to security bypass, and 73 to denial of service (DoS).

There are 86 critical vulnerabilities on the list, of which 68 lead to RCE, 14 to privilege escalation, three to spoofing, and one to data leakage. In addition, two vulnerabilities were disclosed before being patched, and one is being exploited in real-world attacks.

CVE-2026-96951 — vulnerability in Windows Shell

The only zero-day vulnerability patched in the October update that attackers are already exploiting in real-world attacks is CVE-2026-96951 in Windows Shell (CVSS severity score: 8.8). Details on how it’s being exploited aren’t yet known; however, according to Microsoft’s description, it involves command injection that allows bypassing a security feature when accessing the system over a network. Microsoft credits experts at both Fujitsu and Anthropic for discovering the vulnerability, so it was likely found using neural networks.

CVE-2026-108398 and CVE-2026-92707: vulnerabilities disclosed before patches were released

Information about these two vulnerabilities was made public before the October update was released. In theory, this could mean that attackers attempted to exploit them ahead of time. These are:

• CVE-2026-108398 — a vulnerability in the .NET Framework that allows bypassing WDAC protection;
• CVE-2026-92707 — a vulnerability in the third-party MessagePack-CSharp serialization component, leading to a denial of service (DoS).

However, according to the security bulletins, neither has been observed in actual attacks yet.

What else to pay attention to

Several vulnerabilities patched by the latest update combine potentially serious consequences with relatively simple exploitation. Particular attention should be paid to three flaws that could potentially lead to arbitrary code execution:

• CVE-2026-65674 (in SQL Server);
• CVE-2026-70571 (in Exchange Server);
• CVE-2026-70229 (in AD Domain Services).

What else should be patched?

Microsoft isn’t the only company that releases regular update packages for newly discovered vulnerabilities.

In its October update, Adobe fixed 174 defects in its products, including critical vulnerabilities (CVSS 10) in ColdFusion and Commerce/Magento. These systems are typically accessible from an external network, making them particularly attractive to attackers.

SAP’s October security bulletin lists 20 vulnerabilities, including CVE-2026-89111 — an SSRF vulnerability in the Cloud SDK for Python. This vulnerability, rated CVSS 10, allows attackers to steal OAuth tokens.

How to keep your company safe?

Recently, thanks to neural networks, the number of vulnerabilities detected and patched has been regularly breaking records. To avoid getting overwhelmed by the flood of patches, we recommend using an automated platform for tracking and assessing vulnerabilities . It helps not only identify and fix vulnerabilities, it also prioritizes them based on actual risks and automates the remediation process.

When it comes to protecting voice calls, security professionals typically focus on the security of the data carrying the audio — above all on encryption. Sooner or later though, the voice data stops being a stream of bits and becomes an analog signal that goes straight to the speakers. You might think that if someone is using headphones, nobody can listen in. But headphones are electronic devices, and their components have physical characteristics that can give away closely guarded secrets without any cyberattack at all. In a recent paper, researchers from two Hong Kong universities came up with InjectEave — an attack that exploits these properties to intercept the already-decoded analog audio signal.

How the InjectEave attack works

The electronic components in headphones convert data into analog form and amplify the signal to drive the speakers. This process generates weak electromagnetic emissions. Capturing those emissions and extracting information from them is a field unto itself, with many experts working in it. The main issue those experts face lies in the fact that stray emissions from headphones are too faint to intercept and analyze in practice.

The authors of InjectEave propose adding a radio transmitter that beams a signal at a specific frequency toward the target device. Those weak emissions from the headphones’ analog components modulate the transmitter’s signal. The altered signal can be intercepted from several meters away — provided the receiving antenna is sensitive enough. The attacker then analyzes the changes in the signal to reconstruct the original audio.

Technical details of the InjectEave attack

The main obstacle to intercepting electromagnetic emissions directly — without an external transmitter — is the relatively low signal frequency. For example, the audio amplifier in headphones operates at frequencies from 20Hz to 20kHz. By contrast, electromagnetic emissions are easiest to intercept at frequencies measured in megahertz. The researchers were able to find a transmitter frequency that would also “amplify” the low-frequency signal of interest.

The researchers ran a series of experiments. They used antennas to transmit the “amplifying” signal and receive the result, and a spectrum analyzer to capture and process the data. The authors have posted the raw recordings of the intercepted signals on a dedicated microsite, so anyone can check how well the attack works. In most cases, getting a usable result didn’t even require complex processing or recognition. Conversations picked up from wireless headphones are clearly intelligible despite the elevated noise level.

In total, the authors tested three models of wireless headphones and two models of basic wired headsets. The effective eavesdropping distance varied from one to six meters depending on the model. With a wired telephone, they were able to demonstrate two-way interception. They could hear not only the sound from the speakers but also the potential victim’s speech, which the headset’s built-in microphone and analog-to-digital converter had captured.

Advantages and limitations of the method

Any attack that requires getting very close to the target is challenging by definition. The need to tune the frequency of the “amplifying” radio signal for each specific device makes the attack even harder. In their experiments, the researchers had to use frequencies from one to eight megahertz.

Despite these caveats, the main achievement of this attack is its being able to target the quirks of the analog components in an electronic device. These components inherently produce stray emissions, and there’s almost no way to reduce them.

Similar surveillance methods that intercept a digital signal can be stopped by adding a layer of encryption. When it comes to the analog side of a device, protecting the signal itself is much harder. This research is another reminder of how complex and unpredictable even very simple, familiar devices can be. Sometimes even the strongest protection for digital data is powerless once that information is converted to analog form.

Many businesses still fear ransomware attacks. But is this threat still as relevant today? A few years ago, at the peak of ransomware’s popularity, the term “ransomware” was practically synonymous with malicious encryption of data. But in reality blocking access to information had long been little more than a symbolic gesture. In a May Securelist post on shifts in the ransomware threat landscape, our experts noted that in 2026, attackers are encrypting company data for ransom less and less frequently. Here’s a striking example: while investigating an incident, Kaspersky’s Global Emergency Response Team (GERT) uncovered the PAYLOAD extortion campaign, whose operators didn’t even bother using ransomware. They took a different route instead.

In this campaign, instead of using ransomware, the attackers seized control of the Active Directory environment, and created a malicious group policy object (GPO). They used it to deploy a ransom note, change wallpapers, and lock screens on workstations, and set up a banner to display at system login. Naturally, they also disabled local administrator accounts while they were at it. This move let the attackers demonstrate their presence in the compromised infrastructure and prove they’d accessed confidential information — just as effectively as encryption would have. Detailed information about this incident, along with indicators of compromise, can be found in the same Securelist post. What interests us more, though, is the trend of abandoning encryption.

Why data encryption has lost relevance

Let’s start with the fact that in a large company with thousands of infected computers, decrypting data is an extremely effort-intensive process. Restoring data from backups, which has become common practice largely thanks to mass ransomware attacks, is far easier than waiting for criminals to hand over a key, hoping it’s genuine, and trusting that the ransomware itself didn’t have bugs that made the data unrecoverable. As a result, cybercriminals found it harder and harder over time to actually collect a ransom for the decryption key.

Attackers tried to adapt to this shift. Alongside encryption, they increasingly began stealing confidential data and threatening to publish it. Publishing confidential information puts a company’s reputation, its security, and the safety of its business partners at risk. This is especially true if the data includes people’s personal information: more than 140 countries around the world have data protection laws, so a leak puts an organization at a fairly high risk of a hefty fine. Sometimes that’s far scarier than simply losing data, and no backup can help with that.

Data exfiltration has another advantage from the attackers’ perspective: it’s usually much harder to detect than malware activity. File encryption, for instance, triggers a spike in disk activity that endpoint protection tools pick up fairly quickly. By contrast, data exfiltration is easy to disguise as normal traffic. This is precisely what the ShinyHunters group exploits, building its attacks around the standard OAuth mechanism. On top of that, attackers can steal data much quicker if they don’t bother with encryption, which also makes it harder to catch the threat in time.

As a result, encryption has become a kind of calling card — proof that the attackers had access to the data. So cybercriminals finally decided to drop this optional step altogether.

What businesses should do

Standard cyberhygiene practices can help protect against a wide range of extortion schemes — regardless of whether or not they involve encryption:

• Run regular, automatic backups. By storing backups on two types of media — physical and cloud — a business need not fear serious disruption to its operations. After all, the downtime required to restore from backups is nothing compared with the consequences of losing all of its data.
• Install patches and updates promptly. For attackers, vulnerabilities remain one of the main entry points into infrastructure. To reduce the risk, we recommend setting up automated update management for operating systems, software, and drivers. It’s also important to scan systems regularly for security gaps, and triage the found vulnerabilities with a focus on critical flaws. Specialized vulnerability management solutions can help with this.
• Strengthen endpoint protection. Set up multi-factor authentication for every system in an infrastructure, and deploy a reliable workstation and server security solution. A SIEM or EDR solution can help security specialists gain full visibility into events, and respond to incidents quickly.
• Monitor external perimeter. Regularly check the company’s infrastructure (servers, databases, clouds, and legacy subdomains) for open ports and services exposed to the internet.
• Adhere to the principle of least privilege. This means giving users, systems, and processes only the access privileges they need to do their jobs. Revoke unused privileges, and fully disable access for former employees.
• Invest in staff training. Attackers still exploit the human element to break into a company’s infrastructure. Raising threat awareness among employees can keep them from falling victim to phishing.

We recently published a post on “tokenomics” and “denial of wallet” attacks — a new type of DDoS attack aimed at overspending AI tokens. But before security specialists begin protecting their colleagues’ AI processes from this new threat, they should remember that the work of the information security department itself can become a target for such an attack. Since security teams are now actively testing and implementing various types of AI-based automation, the threat of external interference aimed at paralyzing the defense system directly affects their own processes and technologies.

Elastic has estimated that, depending on the “agent-based SOC” architecture, triaging a single alert from a host can cost $0.69 for an ensemble of highly specialized agents or $3.42 for a general-purpose agent with 14 different skills.

However, these averages mask a huge range of variation. At any given moment, the basic processing of a simple alert (say, a thousand tokens) can turn into a cascading investigation involving processing millions of log entries, API calls, and other related data — which amounts to millions of tokens in a matter of minutes.

Elastic itself acknowledges that it uses the Claude Sonnet 4.6 model in its SOC. This immediately raises the question: what happens when the budget is exhausted or the model’s security filters are triggered? In the worst-case scenario, the following occurs: the AI SOC launches an “orchestra of agents” to investigate suspicious events that resembles lateral movement in the infrastructure. The agent calls the Anthropic API, but the department’s monthly budget has been exhausted, and the API returns errors. The investigation grinds to a halt, and people find out about it half a day later. Moreover, if the constantly changing “security filters” of a major AI provider flag the SOC’s requests as malicious, the same effect is possible even without the budget being exhausted — as demonstrated by Hugging Face’s experience investigating the breach of their infrastructure by OpenAI.

Of course, an attacker has a vested interest in such an outcome. They can directly influence the defenders’ costs by injecting malicious prompts into the data available to them (DNS TXT records, HTTP headers, code comments, filenames, and so on), counting on the fact that these prompts will be processed by information security systems. For example, in the GhostJacking attack case, WAF logs serve as the vector for prompt injection, and in academic study, another method was proposed: researchers managed to attack the LLM security guardrails themselves, causing their requests to increase latency by 148 and the number of tokens consumed by 63. In other words, the system theoretically continues to function correctly, but the latency in processing alerts and the associated costs increase significantly.

Dangerous silent failure

In agent-based scenarios, budget exhaustion doesn’t always manifest as an explicit error with a “request limit exceeded” message and an immediate alert to the responsible parties. Under certain configurations, “guerrilla” scenarios can arise: a request to the model times out, the system automatically switches to a cheaper model, and as a result the quality of its outputs drops, and subagents and periodic tasks stop running. Meanwhile, the security team may continue to believe for hours on end that everything is working as before.

How to control AI costs in cybersecurity

The task of managing expenses, of course, isn’t simply a matter of “preventing overspending”. The industry has already fallen into this trap when implementing SIEM: when companies had to pay based on the volume of telemetry collected, they began to selectively — and not always effectively — limit log collection. As a result, they ended up with detection blind spots. The same situation could arise with tokens — but faster and on a larger scale. A poorly designed cost-cutting policy could compromise the depth of investigations and the quality of responses. And in the absence of such a policy, the decision to cut something will be made not by the architect or the CISO during the system design phase, but by the analyst on duty at 3am. Or it may be an automatic limiter set by the system vendor.

A few simple principles can help avoid predictable cost overruns, and better manage situations that are truly unpredictable.

Don’t feed the AI model anything that can be verified with a standard query. Everything that’s repetitive and known in advance should be handled the old-fashioned way — with rules and data queries. These can be developed using AI, but they must operate deterministically. The model should only be used where an assessment of an ambiguous situation is truly needed.

Use strict limits and aggressively alert users when they are exceeded. Limits should be combined: a limit per task, a daily limit, and so on. Alerts about limit exceedances must immediately reach both on-duty analysts and those responsible for the system as a whole.

Decide in advance what happens when a limit is reached. Whether to stop and save money — while losing some control — or to continue and pay, is a decision that must be made before an incident occurs.

Limit agents’ permissions and the set of tools available to them. The fewer actions the system has access to, the more effectively it works on a narrow task, the fewer opportunities it has to inflate costs, and the less likely it is to be “exploited” by an outsider.

Strictly scan external, untrusted data. Incoming requests, inquiries, messages, and comments, as well as various technical fields capable of containing arbitrary text (DNS records, HTTP headers, file names) can not only lead to prompt injection, but also deliberately inflate the workload. Limit their size, and monitor the load they generate.

To avoid service outages from external providers and maintain full control over your organization’s data, evaluate the possibility of using local models deployed on-premises at least for information security needs. While these models may not be state-of-the-art, their narrow specialization and fine-tuning with company data will deliver decent performance without unexpected failures.

In a more complex architecture, the use of LLMs can be divided into several levels. The first line of defense (routing, noise filtering, data enrichment) is handled by compact on-premise models. This significantly reduces budget volatility. The second level consists of a large local model that handles the substantive work: linking events, testing hypotheses, and piecing together the picture of an incident. It’s also not billed per request, but its throughput is limited; therefore, instead of budget overruns, overloads and event queues may occur. Only isolated, truly difficult cases are forwarded to advanced cloud-based models — preferably with the explicit approval of a human analyst. In this scheme, variable costs remain, but they’re limited to a small number of cases, and each one represents a conscious choice rather than a side effect of a script running overnight.

Essentially, all of this replicates the classic multi-tiered SOC model — where the first line filters, and the third line investigates — only the roles are played by models rather than people.

Gamers around the world are holding their breath for November 19, 2026, the day Grand Theft Auto VI is expected to drop. Many of them have been waiting for the next installment in the hit series for over a decade. For die-hard fans, the final months before launch could prove especially agonizing. Sadly, scammers know all about this hotly anticipated release too, and they’ve decided to use it as a lure to launch all sorts of attacks on gamers. We’ve spotted a great many bait sites aimed at impatient GTA VI fans. Today, we walk you through exactly how these crooks try to trick gamers, and how you can avoid becoming their next target.

1. “GTA VI has already leaked, and all you have to do is pay”

One site our experts found, called CyberLeek, claims to have an early build of GTA VI, and pretends to offer three different ways to get hold of the game before its official release. The first and priciest option is to buy the “full game” of GTA VI for US$1000. For that price, buyers are offered an early build of the game, exclusive content, and a direct download link. This is claimed to be a limited offer: only one copy per customer.

An alleged GTA VI leak advertised for US$1000

For those not ready to part with a thousand dollars, there’s a cheaper option: for a hundred dollars, users can get 24-hour access to the GTA VI demo.

Finally, the third option relies on crowdfunding. Playing modern-day Robin Hoods, the site’s creators claim they’ll raise $50,000 and then release the game to the public for free, with everyone who donates at least $100 getting priority early access. But dig into the fine print, and the fundraising goal for that paid early access suddenly jumps from $50,000 to $500,000. Looks like one of the scammers sat on their keyboard hit an extra zero by accident.

An urgent fundraiser for US$50,000 — or is it US$500,000? — to release a leaked GTA VI build, plus advertising opportunities for businesses

But CyberLeek’s lineup of tempting “offers” doesn’t stop there; there are also services for businesses. For US$5000, the site’s creators offer to place an ad right inside Grand Theft Auto VI: a logo, a product, or a brand mention that will supposedly show up in some unspecified “upcoming Grand Theft Auto video content”. What exactly that means is unclear: in-game clips or cutscenes, trailers, or just some gameplay footage. And honestly, the price seems suspiciously low for product placement in one of the most anticipated games in recent years.

This offer looks especially amusing next to the supposedly complete early build of the game with full access available on the same website. So, apparently, the game is already finished enough to sell in full, but you can still somehow slap ads into it.

One can only pay for all these incredible services with cryptocurrency. CyberLeek accepts Bitcoin, Ethereum, USDT, and Litecoin, and the site’s creators make a point of saying that all payments are final and no refunds are possible. Well, we weren’t expecting refunds anyway.

That said, this is just one example. CyberLeek started out as the nickname of the hacker behind both the recent Rockstar Games breach and GTA VI content leak. Later on, other cybercriminals began using that same name to build a whole bunch of fake sites. Despite having completely different designs, all of these sites attempt to project an association with CyberLeek, enticing users with (false) promises of access to “official” leaked versions of GTA VI. Whichever of these sites you come across, we’d strongly advise against using your own computer to check what’s actually hiding inside the archives and installers they hand out.

Another CyberLeek site offering access to a “leaked build” of GTA VI invites the user to download some unknown launcher, or “unlock” the full version of the game — whatever that means

2. Preordering Grand Theft Auto VI — with a catch

This bait targets slightly more sensible gamers — the kind who aren’t trying to download GTA VI right this second but wouldn’t say no to grabbing a free preorder code ahead of time. Our experts found a site that is claiming to hand out a redeem code for the PlayStation 5 or Xbox Series X|S. All one needs do is pick a platform and provide an email address.

To make it all look convincing, the site even shows off its own “statistics”: it supposedly has 3480 active users, and only 121 codes are still available as of today.

To get the “exclusive code”, the user is asked to pick a console and provide their email address

After picking a console, entering an email address, and clicking Reveal Code, the user lands on a new page. It shows the first four characters of a supposedly generated code, and to get the rest the user is asked to complete an additional check. They’re given 15 minutes to do so.

The site shows the first four characters of the coveted code, and promises to send the rest after an additional check, which the user has 15 minutes to complete

Nobody tells the gamer upfront what this check actually involves. But the next page, which opens after clicking Reveal Full Code, inexplicably turns out to be in German. Here, the user is asked to pass a “human verification”: download a free AI chat app for their computer, run it, and accept the terms of use.

The real point of this “verification” most likely boils down to driving traffic to third-party, often shady, or outright fraudulent sites, with GTA VI simply used as bait to pump up visitor numbers.

To get the rest of the “code”, the site demands that the user download and run an AI chat app and accept its terms of use

A simpler variation involves fake sites that simply collect money under the pretext of placing preorders for Grand Theft Auto VI. For example, a fake PlayStation Store site targeting Brazilian users offers preorders for R$449.9, which actually matches the official price in the real PS Store. The user can pay with a credit card or through Pix (Brazil’s instant payment system), but along with their money, they’d also have to hand over personal data, including their CPF — the Brazilian equivalent of a taxpayer identification number.

In Brazil, a fake PlayStation Store site collects money for GTA VI preorders at a price that looks legit

3. You’ve missed it: GTA VI is already out!

Some scammers don’t even bother with elaborate stories about leaks, beta tests, or preorder deals. They simply build websites that copy the look and feel of GTA, and invite users to start playing GTA VI right here, right now. We came across a few examples of these sites.

No leaks, no tests, no codes needed: visitors are simply invited to click Try GTA 6 and start playing

One of these sites tells users they can download GTA VI, as long as they first pick their platform. The range of options is surprisingly generous: a PC version as well as versions for PlayStation 5 and Xbox Series X|S.

Users are invited to pick a version of GTA VI for PlayStation 5, Xbox Series X|S, or PC

Just to be clear, GTA VI’s official release is still more than a month away, so there’s no way one can download and install the game right now. Nobody knows exactly what users would be getting on their devices instead of the game if they download from one of these sites, but it’s definitely nothing useful. And no matter how carefully scammers copy GTA’s signature style and slap on the Rockstar logo, the address bar usually gives the game away: check the domain and compare it with the official Rockstar Games website address.

4. The icing on the cake: GTA VI for tokens

And finally, what would 2026 be without cryptocurrency? We found a site whose creators were probably inspired by the CyberLeek story and decided to ride the wave of GTA VI’s popularity to promote a token with the refreshingly straightforward name $GTAVI. The whole site is styled after GTA VI and Vice City.

The creators of the project have gone out of their way to highlight the perks of holding the token. They call $GTAVI “the only GTA VI coin that actually rewards its holders”. Whatever the meaning of that tagline, the project’s declared ultimate goal sounds even more tempting: every token holder will get access to Grand Theft Auto VI just by virtue of owning $GTAVI. Think about that for a second: it’s not exactly a direct promise of a free copy of GTA VI, but more like an aspiration on the part of the crypto developers.

The token’s creators claim that they’re striving to eventually provide every $GTAVI holder with access to GTA VI

To add a bit of credibility, the page also throws in some crypto stats. The claimed market cap of $GTAVI is 51,600 dollars, with a 24-hour trading volume of 7880 dollars. There’s also a mysterious metric called “Characters” with a value of 12, and what exactly it means is anyone’s guess. There’s also a separate mention of a certain $BOOBIE as the Top Gainer — apparently, this is how the site’s creators labeled whoever supposedly made the most money off $GTAVI. The site doesn’t explain where any of these numbers come from or how accurate they actually are.

All in all, this looks like an attempt to hype up yet another meme coin by riding the wave of GTA VI’s popularity. Projects like this often end up following the classic pump-and-dump playbook: the token gets promoted for a while to drive its price up, and then the insiders and major holders cash out, leaving everyone else stuck with heavily devalued crypto. As for the stated goal behind $GTAVI — letting every token holder get a copy of GTA VI just for owning it — the site gives us no reason to believe that’s actually going to happen.

How to wait for GTA VI without falling for scammers

Unfortunately, we don’t know of a legitimate way to get early access to GTA VI, and honestly, we doubt anyone else does either. It looks like we’ll all just have to wait until November. To make sure you don’t fall for tempting scam offers in the meantime, here’s what we recommend:

• Only install games from official sources.
• Check the website address. Even if a page looks like the official Rockstar Games website or the PlayStation Store, carefully examine the domain in the address bar.
• Never enter your payment details on sites promising GTA VI before its official release — especially if they ask you to pay in some unusual way like with cryptocurrency.
• Don’t download unknown launchers, archives, or installation files, even if they’re billed as a “leaked build” or as software you need in order to be a beta tester.
• Don’t hand over your personal information for a “beta test”, “key”, “early access”, or any other offer that sounds too good to be true.
• Never disable security features just because a website tells you to. If a site asks you to ignore a Windows warning, run some mysterious command, or launch an unknown file as an administrator, treat it as a giant red flag.
• Install a reliable security solution built for gamers, one that warns you before you land on a scam site and blocks malicious files, but won’t slow your games down.

What other tricks do scammers pull to fool even the tech-savviest gamers? Find out in our other posts:

• Bad advice for gamers:ClickFix hits Steam forums
• Hentai games with a nasty twist
• Stealka stealer: the new face of game cheats, mods, and cracks
• Gamers under fire: malware on official websites
• Arcane stealer instead of Minecraft cheats

On September 15 this year, Google published details of patches for 110 vulnerabilities in its own Google Pixel smartphones. Among all the disclosed flaws, CVE-2026-58704 stands out the most, for it appears that this zero-day is being exploited in targeted attacks.

In today’s post, we talk about what’s so special about the Google Pixel, and why these devices get security updates all of their own – separate from regular Android updates. We also cover the vulnerabilities addressed in this latest update, with a special focus on the mentioned, most dangerous one – CVE-2026-58704 – and wrap up with tips on how to both protect your device and avoid becoming a victim of cyberattack on it.

Why do Google Pixel phones get security updates separate from Android?

The reader might reasonably wonder: I’ve already installed this month’s Android security updates on my Google Pixel. Isn’t that the same thing? Google Pixel does run on Android and receives those security updates, which are detailed in the monthly Android Security Bulletin. However, manufacturers of Android-based devices use different sets of hardware and software components. That’s why, alongside vulnerabilities common to all Android devices, there are security issues specific to individual manufacturers’ devices.

For its own smartphones, Google publishes separate security updates, covered by a dedicated Pixel Update Bulletin. Rather than replacing the Android Security Bulletin, this document complements it by detailing vulnerabilities specific to devices manufactured by Google. Other Android smartphones also receive similar updates from their manufacturers.

The Pixel Update Bulletin for September 2026 clearly shows why Google needs separate updates for its smartphones in the first place. Many of the vulnerabilities it fixes affect specific Pixel hardware (or hardware-related) components: the modem, bootloader, GPU, fingerprint scanner components, and other parts of the device. On smartphones from other manufacturers, these features might rely on entirely different hardware and software components, so the fixes listed in the Pixel Update Bulletin don’t apply to those phones.

That said, these vulnerabilities could still be relevant for Pixel owners who’ve flashed their devices with custom ROMs. Switching to a different OS doesn’t alter the device’s hardware components, and may not replace the firmware. Therefore, the vulnerabilities themselves may persist, but whether patches are available, and how they’re installed, depends on the specific OS.

CVE-2026-58704: a zero-day vulnerability being actively exploited in the wild

Now let’s look closer at the specific vulnerabilities Google fixed in September. The most significant one is the above-mentioned CVE-2026-58704.

This vulnerability affects the Cellular Modem component, which handles the smartphone’s communication with cellular networks. It stems from a logic error in the code, which, under certain conditions, allows bypassing the intended permission check.

Successful exploitation of CVE-2026-58704 lets attackers escalate privileges on the smartphone to gain broader access to its functions and data. Note that the attack takes place over a cellular network and the threat actors need low-level privileges on the targeted device to start with.

In practice, this means attackers can’t exploit CVE-2026-58704 to attack a Pixel from just anywhere over the internet, as they’d apparently need to either compromise the cellular network the target smartphone is already connected to or, more likely, force it to connect to a malicious base station under their control.

Google hasn’t disclosed all the details of this vulnerability yet, and the related report is not publicly accessible. As a result, the technical details that would show how easy it is for attackers to exploit CVE-2026-58704 remain unknown pending installation of the patches on all devices.

Nevertheless, Google claims that there are signs of limited exploitation of CVE-2026-58704.

What we know about the other 109 vulnerabilities

Of the remaining 109 vulnerabilities found in Google Pixel devices, only one is rated moderate; the others are either high (62) or outright critical (46). Nine of these flaws fall into the RCE (remote code execution) category. This means that if an attacker successfully exploits one of these vulnerabilities, they can remotely force the device to run malicious code. The exact conditions for the attack depend on the specific vulnerability.

Another 88 vulnerabilities fall into the elevation of privilege (EoP) category. These let an attacker who’s already gained a certain level of access to the device expand their privileges. The CVE-2026-58704 vulnerability discussed above falls into this same category, which is why the September bulletin lists 89 EoP vulnerabilities in total.

Finally, 10 vulnerabilities can lead to information disclosure (ID), and two more to denial of service (DoS). In short, that’s a hefty list of flaws, so Google Pixel owners shouldn’t wait around to install the patches.

How to avoid becoming a victim

Google Pixel owners can install the update that fixes the vulnerabilities covered in this post by following this path: Settings → Security & privacy → System & updates → Security update → Install. Keep in mind that the phone will automatically restart to finish installing the update.

To keep your phone secure we recommend the following general measures:

• Install security updates on your phone regularly and promptly – whether it’s a Google Pixel, an Android smartphone from a different manufacturer, or even an iPhone.
• Avoid installing apps from questionable sources.
• Read reviews before installing apps from official stores, since malware isn’t uncommon there too. Users who have already been burned will often sound the alarm in the reviews long before store moderators get around to removing the dangerous app.
• Install a reliable security solution to keep you from downloading malware, and warn you about suspicious activity on your device.

The number of vulnerabilities detected in code continues to rise. According to Kaspersky’s threat analysis, 5,200 critical vulnerabilities were found in the first half of this year alone — nearly 50% more than during the same period last year. At the same time, the average gap between the publication of information about a vulnerability and the first attempts to exploit it is shrinking. The rapid development of AI systems plays a significant role in this process: while helping companies find weaknesses in their code, AI simultaneously shows hackers how to exploit them quicker.

It would seem that solving the problem of security gaps is very easy. All you need do is set up a scanner, check the infrastructure more often, and update vulnerable systems. But statistics from the Kaspersky Incident Response service show the opposite: a significant number of cyberattacks begin precisely by exploiting a flaw — and these are often already known flaws, not zero-day vulnerabilities.

Using a scanner does not give you an effective vulnerability management process. A scanner merely finds flaws (not always promptly), and then the IT team is tasked with prioritizing and fixing them. These processes can drag on for weeks, and in the meantime an attacker can easily gain access to the given infrastructure.

Where time is lost

The first delay can occur immediately after information about a vulnerability appears in databases. In addition to monitoring for breaches, the information security team is normally handling a dozen-or-so other tasks, so it relies entirely on the scanner for monitoring. If the scanner is configured to run weekly, a new vulnerability will appear in the report in a few days. In a company where scans are conducted quarterly, this obviously happens much later. Attackers, on the other hand, actively monitor news feeds and learn about new vulnerabilities immediately.

When the report finally reaches the security team, it contains far more than just one issue, raising the question of where to start. Critical vulnerabilities are addressed first, but attackers might exploit more than just those. Meanwhile, prioritization decisions are rarely based on data: often, they’re based on the order of the errors in the report, the name of the vulnerable system (they start with the one everyone’s talking about), or increased activity from its owner. Because of this, the risk of overlooking a serious threat is very high. Finally, the IT department takes on the vulnerability, and… it ends up back in the queue: they need to check the update’s compatibility and wait for a maintenance window.

After installing the update, the specialists close the ticket with a clear conscience and mark the status as completed. But would anyone verify that the patch was applied to all affected machines? Even the one that was turned off at the time of installation? Probably not, and then the company would assume the vulnerability was fixed, even though it’ll actually remain in the infrastructure for an indefinite period. This is the worst possible outcome: the risk remains — yet it’s no longer visible.

Put it all together, and what we get is months passing between disclosure and actual resolution. There’s no one in particular to blame here: every participant in the chain did what they’re supposed to. It’s just that this chain itself is made up of links with gaps between them.

A recipe for vulnerability management

To give attackers as few opportunities to gain access to corporate infrastructure as possible, it’s important to ensure that an organization has four key processes clearly established:

1.       Inventory

It’s impossible to verify the security of a system that no one knows exists. At the same time, virtually any large infrastructure will contain things like having had a server set up “for a week” three years ago, a network device left over from previous business owners, or a workstation that was forgotten during an office move. And each of these assets can pose a serious threat.

The goal of inventory management is to ensure complete transparency of the IT infrastructure. To achieve this, an up-to-date list of assets is compiled.

2.       Prioritization

When analyzing vulnerabilities, a security specialist shouldn’t rely solely on ratings from public databases such as the NVD, for these don’t always rely the real severity of the actual potential damage caused by exploiting a vulnerability. The specific structure of an organization’s infrastructure will have a significant impact. For example, the same vulnerability in a server located in an isolated segment, and in a system accessible from the internet, represents two very different risks.

Effective prioritization takes into account not only the publicly reported severity level but also the role of the vulnerable asset within the infrastructure, the likelihood of exploitation, and actual attack trends.

3.       Configuration settings

Overly permissive access settings, disabled security mechanisms, and default accounts are not technically vulnerabilities, but they often serve as entry points for cybercriminals. To prevent an attacker from exploiting inadequate configuration settings, security teams should follow several basic security best practices:

• delete default accounts;
• use strong passwords and MFA;
• disable unused services;
• apply the principle of least privilege.

4.       Confirmation

Blind spots are particularly common at the last stage of the vulnerability management process. Typically, once the IT department formally installs an update, the vulnerability is considered patched. However, before breathing a final sigh of relief, it’s important to at least verify that the patch has been successfully applied to all affected systems and has actually resolved the vulnerability.

Five tasks — one solution

Our solution, the Kaspersky Vulnerability Management module for Kaspersky Next Optimum helps information security specialists establish centralized management of vulnerabilities, assets, and configuration errors. The product solves five key tasks:

• It reduces the time between publication of vulnerability data and its detection in assets. The product automatically inventories the infrastructure — tracking even long-forgotten assets — and continuously scans it for vulnerabilities. Scanning is performed in two ways: agent-based and agentless. In the former, the solution runs on top of Kaspersky Endpoint Security, which allows for in-depth analysis of workstations and servers without transmitting service credentials over the network. In the latter, it analyzes ports and services where no agent is present. Both methods complement each other, enabling complete coverage of the company’s infrastructure.
• Checks configurations. Compliance with security standards is verified using predefined profiles.
• Prioritizes vulnerabilities. Priorities are assigned based on severity level, the characteristics of the specific asset, likelihood of exploitation, and other parameters.
• Promptly fixes errors. This involves remediation recommendations and centralized patch management integrated into the familiar administration infrastructure.
• Helps ensure that the vulnerability is fully patched. A remediation task is considered complete only after a follow-up verification.

The Kaspersky Vulnerability Management Module helps transform vulnerability management from a series of disjointed actions into a well-thought-out cycle. Details about licensing can be found on the Kaspersky Next Optimum for small and mid-sized businesses offering page and more about Vulnerability Management Module — on the module's home page.

You can find plenty of stories online from students in technical fields sharing their worries about school and their career path. One computer engineering student complained about the lack of hands-on experience, saying he was so used to learning theory that he had no idea how to apply it at work. Another student, a sophomore in mechanical engineering, worried that he hadn’t picked up any of the practical skills employers actually want, and joking that McDonald’s is the only place he’ll be able to get a job.

Students, especially those at technical universities, often don’t see the practical value in what they’re learning. As a result, many don’t know what to do next or how to find a job. Here’s a look at where that anxiety comes from, what steps can help overcome it, and why knowing the basics of cybersecurity can come in handy for anyone starting out in a technical field.

Where the anxiety comes from, and what to do about it

The most important thing to know about the fear of not living up to your potential is that it’s completely normal to feel it. American clinical psychologist, Meg Jay, in her book The Defining Decade: Why Your Twenties Matter — And How to Make the Most of Them Now, argues that the years between 20 and 30 are some of the toughest. A person not only runs into their first, often unsuccessful, work experiences and makes bad decisions (“many firsts and worsts”), but also feels unsure of themselves. Reasons may vary. For example, according to Harvard’s Making Caring Common project, 34% of young people aged 18–25 reported feeling lonely, while 58% said they felt their lives lacked “meaning or purpose”. Half of respondents said not knowing what to do with their lives was hurting their mental wellbeing.

That said, Meg Jay writes that this decade plays a key role, since it’s when people make 80% of their major life decisions. According to the psychologist, many young people believe they need to work out what to do with their lives before they can start taking action. Jay, however, disagrees with this approach. She offers the concept of identity capital: the combination of education, work experience, skills, and connections that makes young people valuable professionals. Even without full confidence in a career choice, taking small steps like applying for an internship or taking an extra course can help build a meaningful path for professional growth. On top of that, it’s important for young people to figure out what they enjoy doing, what they’re good at, what the world needs, and, of course, what people are willing to pay them for.

Which skills are sure to come in handy

The concept of identity capital is especially relevant for students in technical fields. According to the World Economic Forum, an average of 39% of workers’ current skills will be transformed or become outdated by 2030. That’s why one should not only stick to one’s chosen field of study, but also build skills in adjacent fields. The same report highlights fast-growing areas like AI, big data, computer literacy, and cybersecurity. Cybersecurity, among others, has its own advantages.

Experts note that the digital landscape is changing rapidly, and cybercriminals are taking advantage of this. Indeed, a recent study of ours found that more than half (56%) of internet users encountered scams or phishing over the past year, and the attacks themselves have become more frequent. In 2025, Kaspersky solutions detected an average of half-a-million new malicious files per day, which is 7% more than the year before.

Human error remains a leading cause of security incidents. For this reason, employers want to make sure all their staff have at least a basic knowledge of cybersecurity: it lowers risk and reduces the cost of dealing with incidents. Knowing the basics of cybersecurity is becoming not just a competitive advantage, but also an integral part of training for professionals in every technical field.

For students, a basic understanding of cybersecurity opens the door to professional development in a wide range of consulting roles. Such professions are quite widespread — especially among young professionals with modest work experience. Against the backdrop of an acute shortage of cybersecurity professionals, these consulting services are in high demand, which is a good sign for graduates with some level of cybersecurity in their background.

The cybersecurity knowledge and practical skills of the specialists of the future are of great importance for their potential employers. For these businesses, a cyber-savvy workforce reduces the need for expensive third-party cybersecurity consultants. Even professionals who lack dedicated technical training but have reasonable digital literacy can significantly reduce the risks of security incidents — in particular in cases involving human error.

Pavel Laskov, Professor for Data and Application Security at the University of Liechtenstein

What’s more, the spread of digital resilience skills benefits not only employers, but also employees themselves: learning the basics of cybersecurity helps develop systems thinking and the ability to see the elements of a structure not as disconnected objects but as a unified whole. It also allows professionals to work across different roles and protect their personal and work data from scammers.

With that in mind, a logical step toward building your identity capital could be Kaspersky Academy’s free online course Cybersecurity. Entry Level. The course is designed for first and second-year students at colleges and universities. It helps them understand what cybersecurity is, what tools cybercriminals use, what fields and specialties information-security professionals work in, and what the future holds for the industry and those working in it.

The program was recently expanded with a new module, Security by Design, which covers information-security architecture and design of inherently secure systems.

Kaspersky’s leading experts cover every topic in the course in plain, easy-to-follow language with examples, so students get a comprehensive view of cybersecurity straight from practitioners. The course lasts one month, and students who pass the final test receive a Kaspersky Academy certificate.

The main goal of the course is to raise students’ awareness of cybersecurity, and teach them how to protect themselves against the most common types of cyber-incidents. During the course, students will gain knowledge and skills that will serve them well — no matter what field of study they choose.

The course is available as video lessons on the Kaspersky Academy learning platform. To get access to the course, submit a request on the program’s website providing your academic email address (with a university or college domain).

Educational institutions can easily integrate the course into their curriculum: it’s available in SCORM — a standard e-learning format — to institutions that join our Kaspersky Academy Alliance partner program.

VPN use is growing around the world, with the worldwide average holding steady at 20% growth per year. Users have come to appreciate everything a VPN offers: it encrypts your connection, shields you from relentless ISP tracking (and the targeted ads that often come with it), hides your IP address and location, and lets you keep using your favorite paid services while traveling. This matters most at big public events, like international football tournaments, the Olympics, or concerts by popular performers, where the odds of scammers intercepting an unprotected Wi-Fi connection go up sharply.

That said, VPNs come with their own frustrations. One of the biggest is that many smart devices – including TVs, game consoles, streaming boxes, and smart-home gadgets – can’t run a VPN at all. On top of that, you usually have to set up the VPN separately on every single device in your home. Installing the VPN directly on your home router solves both problems at once: it protects your entire home network, including newly added devices. Here’s a closer look at what benefits that setup gives you.

1. Every device gets VPN protection

Turn on a VPN on your router, and every device connected to your home Wi-Fi automatically sends its traffic through that protected, encrypted connection. There’s nothing extra to do: connect your phone, laptop, or TV to the Wi-Fi, and its traffic is already routed through the VPN.

Many paid VPN services cap the number of devices you can use under a single subscription. But your router only counts as one device on that list, even though it might be protecting a dozen or more gadgets in your home at once.

It’s worth noting that installing a VPN on a router is usually only possible with paid VPN services. Free plans typically don’t offer this option, or only allow it in a very limited way.

2. Set it up and forget it

Setting up a VPN on every phone and computer in the house can get tedious fast. And if your home devices run on a mix of operating systems, you’ve to start by locating the VPN settings on each one, since Android, Windows, iOS, and macOS all handle this differently.

With a router setup, you configure the VPN once, and it automatically covers any new device you connect later too.

3. Protection even for devices that don’t support VPN

Plenty of devices can’t run a VPN at all. That includes smart TVs, streaming boxes, game consoles, and nearly every piece of smart-home tech out there, from baby monitors to robot vacuums. A VPN on your router protects all of them, and you don’t have to tinker with your vacuum cleaner or smart bulb’s settings separately.

4. No need to worry about turning the VPN on and off

Many people want to make sure that not a single byte of their data leaves their device before the VPN kicks in. The problem is that there’s always a short gap between turning on a computer or phone and the VPN firing up, and during that window, data travels over the internet unencrypted.

The usual fixes are to turn on special features – such as Always On VPN or a VPN kill switch – in the operating system or VPN app. A more effective option though is running the VPN on the router itself. That way, “not a byte without the VPN” becomes true automatically for every device on your home network. But for complete peace of mind, you’ll still want to set up a kill switch on the router too, so that if the VPN ever disconnects (say, the VPN server becomes temporarily unavailable), your devices lose their internet connection entirely rather than falling back to an unprotected one.

5. Working remotely with two VPNs at once

Another common headache is needing to run two VPN services at the same time. This usually comes up with remote work: you need a corporate VPN to connect to your company’s network, while also wanting a personal VPN for everything else. On many devices, running two VPN connections at once for different purposes is either a real hassle to configure or not possible at all. Constantly switching between the two isn’t convenient either, and it opens up privacy and security gaps.

A VPN on your router solves this too. You simply turn on the corporate VPN on your work computer, and it runs on top of your Wi-Fi connection, which is already protected by your personal VPN on the router. In effect, you end up with one VPN nested inside the other (corporate VPN → Wi-Fi → VPN → internet), but this layered setup rarely causes any issues.

6. Getting around apps that block VPNs

Some banking and streaming apps can detect when a VPN app is running on your device and simply refuse to work. Usually, they can’t tell what kind of VPN it is or why you’re using it. They just object to any VPN connection being active at all. If the VPN runs on your router instead of on the device itself, this problem disappears.

7. Protecting guests on your home network

Any device belonging to friends or family that connects to your Wi-Fi automatically gets VPN protection too, with no setup required on their end.

8. Less strain on your devices

Since the router handles the encryption workload, your phones, tablets, and other lightweight devices can use less computing power and drain less battery than they would if running a VPN themselves.

9. Simplified VPN management

Need to switch VPN servers, change protocols, or tweak other settings? Just do it once, on the router. There’s no need to reconfigure every device separately.

Precautions and things to keep in mind

For all its advantages, running a VPN on your router does come with a few trade-offs worth knowing about.

• Encrypting traffic for an entire network takes real processing power, so on an underpowered router, your connection speed may end up limited.
• Some routers don’t support VPNs at all, or only work with older, less secure protocols like PPTP.
• If your router was issued by your ISP, you may not have enough permissions to install a VPN on it.

In any of these cases, you can buy a more capable router that supports VPNs, and use it either instead of, or alongside the ISP-issued box, setting up your home network and VPN on your own hardware.

With this setup, your devices connect as follows: device → Wi-Fi or Ethernet → personal VPN on router → internet. For computers that also connect to a corporate VPN, the path looks slightly different: corporate VPN on computer → Wi-Fi or Ethernet → personal VPN on router → internet.

If you can’t connect your own router directly to your ISP’s network because your model lacks the right port (for example, with a fiber connection), you can use an Ethernet cable to plug your personal router’s input into your provider’s box. In that case, you can either switch the ISP-issued router into bridge mode or simply turn off its Wi-Fi so it doesn’t add unnecessary wireless clutter, since its only job now is connecting to the provider’s network and passing that connection along to your own router.

It’s also worth noting that some online services – like banks, government sites, online stores, and streaming platforms – may restrict or block access entirely when they detect a foreign IP address through a VPN. To get around this, you can either turn off Wi-Fi on your phone and use your mobile data instead, or take a more sophisticated approach to your router setup, as described below.

Most modern routers let you create more than one Wi-Fi network, usually supporting at least a separate home and guest network, each with their own settings. You can use this to create two networks: one with the VPN always on, and one without. Then, for services that don’t play well with VPNs, you can simply switch to the unsecured Wi-Fi network instead.

If you’re willing to spend some more time on setup, there’s an even more convenient option, known as split tunneling: individually configuring certain services or websites to bypass the VPN while sending everything else through your secure VPN connection as usual. To do this, you’ll need to specify the addresses of the sites that should skip the VPN.

Many feature-rich routers also let you divide your home devices into groups and set different connection rules for each group. That way, you could set things up so your smart TV reaches streaming services without a VPN, while your smart home devices, computers, and phones only ever connect to the internet through the protected channel.

How to set up a VPN on your router

Setting up a VPN on your router might sound more complicated than installing it on individual devices, but it delivers far more comfort and protection for your whole home network.

To do this, you’ll need a router that supports VPNs, and a subscription to a VPN service that can generate configuration files for routers using modern VPN protocols. Kaspersky VPN supports the two most widely used VPN protocols – OpenVPN and WireGuard – for connecting routers to the service.

You can create a Kaspersky VPN configuration file for your router by following our detailed guide. For instructions specific to your router model, we recommend searching online or asking an AI assistant something like “how to set up a VPN on {your router model}“.