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Artificial Intelligence (AI) in Cybersecurity, Part 25: Upgrading Your Model with Specific Skillset

8 September 2026 at 09:24

Welcome back, aspiring cyberwarriors!

Sometimes you might run the same model twice and get different results. That often happens when you’ve upgraded it with skills. Skills are detailed text documents that lay out the tools the model should use, the approach it should take and how it should analyze the results. Good skills are practical, pulled from actual reports on HackerOne and other bug bounty platforms. A model can still lean on its own knowledge, but that’s just less efficient.

There are plenty of skills out there you might come across, but not everything can be trusted. Some skills can simply be dangerous and infect your system. To make sure they are safe, you can check them with SkillSpector by NVIDIA, so you don’t end up with anything malicious on your system.

Bug Bounty Skills

Both of these repositories do bug bounty hunting end to end, but they go about it in almost opposite ways.

The first is called Bountyforge. It’s actually just one single skill file, but it’s smart enough to split itself into eight different mini agents that all work at the same time. One looks at websites and apps, another at crypto and blockchain, others go after different angles hackers can exploit. It also checks each finding with four different tests to make sure it’s not a false alarm. Then you get a report in whatever format the bug bounty program wants.

bountyforge

You don’t even need Claude Code or any other coding tool for this, you can just run it right inside the regular Claude website in your browser.

The second bug bounty repository is Claude-BugHunter. It takes the opposite approach. The repo has 83 skills and almost half of those were built by studying 681 real bug reports that people actually got paid for on HackerOne. These skills aren’t locked to Claude Code either, you can use OpenCode, Codex or Hermes Agents with them.

Here are a few examples of the results we got with these skills.

API endpoints are often vulnerable and this is worth trying your luck on to see how it goes.

api abuse found

Another approach can be APK reverse engineering. Here we found a hardcoded RSA-2048 signing private key baked into the published APK. With that key, hackers can push a new app to the app store and infect every employee phone, getting access not just to the WiFi network at the workplace but to their personal life too. Quite dangerous.

supply chain attack found

We found an API endpoint vulnerable to an SQL injection and managed to pull the entire database.

sqli injection found

Having skills built on real attacks keeps the model from wandering off into its own weird approaches and missing a lot of good findings.Β 

Active Directory Skills

Claude-ADΒ was made by ADScanPro for testing a company’s internal network. It gives your model a playbook with skills and agents built for an Active Directory assessment. The developers are upfront that it’s not an auto pwn tool. It’s meant to guide you through the assessment. Every finding can get mapped to a compliance control (DORA, NIS2 and ENS).

Claude-AD is very careful about getting caught too. It explains what a security team would actually see on their end if that technique got used. And any time it’s about to do something that would actually change things on the company’s network, it stops and asks for confirmation first.

General Cybersecurity Skills

Antropic-Cybersecurity-Skills is basically a giant reference book. It has 817 skills covering 29 areas of security work, cloud security, malware analysis, all the way down to hardware and firmware. Each skill is its own small file, so your agent will quickly pull out the two or three it actually needs for its task.

antropic cybersecurity skills

Every skill ties back to real security frameworks that companies and auditors already use (NIST CSF, MITRE ATT&CK and so on). So if your model finds a problem using one of these skills, it can also tell you exactly which official standard it violates. You can use it to justify findings to a compliance team.

SCADA Skills

On an industrial network, a clumsy scan can shut down a production line or damage physical equipment, since a lot of this gear is old and wasn’t built to handle unexpected traffic. That’s why the ICS skill by Masriyan is built to never actively touch a live industrial network. Instead, it works off network captures someone already took. It reads the file, recognizes industrial protocols by the ports they normally run on (Modbus, DNP3, Siemens S7, EtherNet/IP, OPC-UA, and more) and counts which devices are talking to each other. It then shows you write commands, these are the ones that change a value on an industrial device. That’s the traffic you want to see first.

scada ai skills

The second mode skips network captures and instead searches for exposed industrial equipment using Shodan and Censys. The skill can also help your model reason about how an industrial network is laid out and check findings against MITRE’s ICS specific attack framework and the IEC 62443 security standard.

Science Skills

Although science isn’t really what we want to focus on here, in one of our SCADA articles we mentioned that to carry out a successful attack requires hackers to understand the technical process of the plant. That means understanding how the chemicals are produced and which units are used along the way. We also showed how vinyl acetate is produced and talked about paracetamol production.

1 kg of paracetamol at 100% purity was reported to cost €8,205, while 1 kg at 99% purity cost just €5. So even a single day of sabotage could cause serious financial damage to an enterprise.

paracetamol price and purity

Finding a scientist among hackers is quite a challenge, which is why Stuxnet needed a group of people from different backgrounds working toward one objective. But now hackers can just import different skills to make their attacks more devastating. K-Dense published 140 skills with access to different scientific databases and Python tools.

The real concern here isn’t ICS exploits inside the repository, there aren’t any. It’s the access to sensitive scientific data paired with an AI agent that can actually understand that data and change it.

ai science skills

Summary

AI skills can be a gamechanger, especially when they’re based on actual reports hackers got paid for. These skills show your model how to approach things and what tools to use during the test, so it doesn’t wander off hallucinating and inventing its own ways of testing things. That can wreck your bug bounty flow, since you’ll end up overlooking plenty of potential targets.

Simply relying on the AI to find things isn’t enough, hunters that do it keep getting a lot of dupes. You need to test things manually too. For this reason we created our Bug Bounty training to show you how to find bugs and work with the AI more efficiently.

The post Artificial Intelligence (AI) in Cybersecurity, Part 25: Upgrading Your Model with Specific Skillset first appeared on Hackers Arise.

SCADA/ICS/OT Hacking and Security: Hacking with SCADAver

31 August 2026 at 11:54

Welcome back, cyberwarriors!

Lately we’ve been seeing more reports on attacks against industrial facilities. It’s often the case that the hardware behind these facilities has been vulnerable and overlooked for years. Administrators may know how to set these systems up and keep them running, but they don’t know how to secure them. So many SCADA/ICS/OT systems are reachable from the internet, and basically anyone can interact with them.

There are plenty of tools out there built to test specific functions of SCADA systems, but SCADAver seems to pack a lot more features into just one tool. That’s why we’ll cover it today.

SCADAver

SCADAver is a new toolΒ written in Rust. It came out recently. The tool can discover, fingerprint, enumerate and test systems across common industrial protocols. In one binary you get a CLI interface, a terminal UI and a browser UI.

This project is still experimental. It’s built from public protocol documentation, vulnerability advisories and security research. It works pretty well for assessing device security internally, but you can also use it against devices reachable from the internet, since plenty of them are insecure. And it’s not just active interaction either, SCADAver supports PCAP file analysis too. The tool can also set up a rogue device you can test safely.

Setting Up

We’ll go with the quickest route and just download the compiled version. The developer has it available for Windows, macOS and Linux.

ubuntu > curl https://github.com/Whispergate/SCADAVER/releases/download/v1.5.1/scadaver-linux-x86_64

ubuntu > mv scadaver-linux-x86_64 scadaver
ubuntu > mv scadaver /usr/bin

Working with SCADAver

We’ll mainly be using the CLI version throughout the demonstration, though the terminal UI and browser UI will get shown too. The CLI version will probably be the most convenient for a lot of you.

First let’s list the help menu and see what the tool has:

ubuntu > scadaver -h 

As you can see, we’ve got commands here. Each command has its own help menu where you’ll find more information on exploits and other flags. You’ll see it later.

Siemens S7 – BasicsΒ 

Let’s do a basic scan of a Siemens system and see what the tool comes back with.

# a basic scan 
ubuntu > scadaver -i IP scan

# a stealthy scan
ubuntu > scadaver -z -i IP scan

It found port 102 open, and it was Siemens indeed.

We can also do a protocol specific scan or point it at a custom port if necessary:

ubuntu > scadaver -z -i IP --protocol siemens scan

# or with a custom port 
ubuntu > scadaver -z -p 105 -i IP --protocol siemens scan 

Port scanning is also possible. That’ll come in handy when you’re working internally and sweeping networks to find SCADA systems.

ubuntu > scadaver run portscan -i IP

Having covered the basics, we can move on to more interesting stuff and pull some information off this system.

Siemens S7 – Extracting Values

SCADAver can fetch every switch that’s currently on or off on the system. Having a map with human readable labels really helps here, that way you’ll know what each switch is actually responsible for (pump running, valve closed and so on).

ubuntu > scadaver -i IP get io

Say you know a pump is running, now you can find out exactly how it’s supposed to run. We do that with get db, which extracts memory chunks from the device.

ubuntu > scadaver -i IP get db 1 0 64

Here we ask it to open Data Block 1, start at byte 0, and read 64 bytes. Just like with get io, we need a symbol table or the program itself to understand what these values mean. With a symbol table, we’d know that if DB1 holds 1500, the program wants 1500 rpm, for example.

Modbus – Changing Values

We’re not limited to reading only, we can set our own values for registers and coils too. Here are some examples:

ubuntu > scadaver -i IP -p 502 set register 1 1234
ubuntu > scadaver -i IP -p 502 set registers 0 100,200,300,400
ubuntu > scadaver -i IP -p 502 set coil 5 on
ubuntu > scadaver -i IP -p 502 get register 1
ubuntu > scadaver -i IP -p 502 get coil 5 1

Between 2007 and 2010 Stuxnet leaned heavily on a highly sophisticated False Data Injection (FDI) attack to conceal its sabotage. The malware recorded 21 seconds of normal operational sensor readings from the centrifuges and looped that healthy operational data back to the Human Machine Interface (HMI) and the main controller.

We can pull this off too:

ubuntu > scadaver -i IP run fdi --address 100 --value 500 --count 20

With this command we keep writing the same number into one Modbus register, over and over. Many HMIs and programs read that register and trust it blindly. So the screen or the logic keeps seeing 500 even if the real process is doing something else entirely. 500 here could mean 500 rpm, 500 liters, or 50.0Β°C. Only the map tells you what it’s actually responsible for.

As you know, there can be several PLCs in one cabinet, and you need a way to know which one you’re working with. Schneider’s identify yourself packet (UDP 27127) makes many M340, M580, Quantum and Premium units blink an LED on the panel. It’s a harmless identity check.

ubuntu > scadaver -i IP run flash-led

These SCADA systems often have an HTTP web interface that you can access and interact with. Sometimes, it’s authentication gated and prompts you to enter valid credentials. Here’s another run command that’ll test default credentials against HTTP Basic Auth.

ubuntu > scadaver -i IP run default-creds

More exploits and actions that run has can be seen in the help menu:

ubuntu > scadaver run -h 

Another interesting thing you might find is the database knowledge behind researching and exploiting SCADA systems. We listed all of them for Siemens:

ubuntu > scadaver db refs siemens

Browser UI & Terminal UI

In case you don’t like working with the CLI, you can try the other options.

For the Terminal UI run this:

ubuntu > scadaver

And the Browser UI can be set up with this command:Β 

ubuntu > scadaver web

It will be hosted on http://127.0.0.1:8888

Summary

The developer calls it a unified ICS red team multi tool, and it truly is. It’s handy to have all these exploits and recon features packed into one tool that supports so many protocols and products. Obviously it’s still in active development, since it just came out. But even so, you can already put it to use instead of switching between different tools.

We haven’t covered all its features and functions, that would make this far too long. Feel free to experiment with it yourself, since it can even set up a rogue server for you to test against.

If you want to learn how to hack and secureΒ SCADA systems, we invite you to our training led by OccupyTheWeb. It’s available for bothΒ beginnersΒ andΒ advancedΒ students.

The post SCADA/ICS/OT Hacking and Security: Hacking with SCADAver first appeared on Hackers Arise.

White House Declares Executive Order to Protect Bulk-Power System

By: Stevin
28 August 2026 at 08:00

National Emergency Declaration for Grid Security White House released Executive Order 14420, which targets security risks within the nation’s bulk-power system. Invoking the International Emergency Economic Powers Act, the administration...

The post White House Declares Executive Order to Protect Bulk-Power System appeared first on Cyber Defense Magazine.

Threat landscape for industrial automation systems. Q2 2026

27 August 2026 at 06:05

All threats

In Q2 2026, the percentage of ICS computers on which malicious objects were blocked continued to decrease, falling to 19.15%, its lowest level since 2022.

Percentage of ICS computers on which malicious objects were blocked, Q3 2023–Q2 2026

Percentage of ICS computers on which malicious objects were blocked, Q3 2023–Q2 2026

Regionally, the percentages ranged from 8.1% in Northern Europe to 27.9% in Africa.

Regions ranked by percentage of attacked ICS computers

Regions ranked by percentage of attacked ICS computers

The figures increased in five regions over the quarter, most notably in East Asia (by 2.0 pp) and Africa (by 0.5 pp).

East Asia saw increases in percentages for all threats except miners. The region ranked first in terms of growth for malicious scripts and phishing pages, spyware, and viruses. East Asia also led in terms of growth in threats from the internet. The percentage of ICS computers on which email threats were blocked also increased.

Selected industries

The biometrics sector (26.44%) has traditionally led the rankings of industries and OT infrastructures surveyed in this report in terms of the percentage of ICS computers on which malicious objects were blocked. Biometric systems are characterized by the availability of internet access, extensive email use for data exchange and approvals (e.g. access granting), and, in many cases, minimal cybersecurity controls within the organizations that use them.

Industries ranked by percentage of ICS computers on which malicious objects were blocked

Industries ranked by percentage of ICS computers on which malicious objects were blocked

The biometrics sector ranked first among industries in terms of the following threat categories: malicious scripts and phishing pages, malicious documents, spyware, ransomware, and worms. The sector is also leading among industries in terms of email threats. At the same time, unlike other industries, the percentage of affected ICS computers for email threats in biometrics exceeds that for internet threats.

In all selected industries, the global average follows a downward trend.

Threat categories

In Q2 2026, Kaspersky security solutions blocked malware from 10,904 different malware families of various categories on industrial automation systems.

Over the quarter, the percentage of ICS computers on which malicious objects of the following categories were blocked increased: denylisted internet resources, malicious documents, worms, ransomware, and malware for AutoCAD.

Percentage of ICS computers on which the activity of malicious objects from various categories was blocked

Percentage of ICS computers on which the activity of malicious objects from various categories was blocked

Malicious scripts and phishing pages (JS and HTML)

Malicious scripts and phishing pages remained in first place in the threat category rankings based on the percentage of ICS computers on which the respective threats were blocked. In Q2 2026, the global average dropped to 5.42%.

Over the quarter, the figure for this category only increased in East Asia, rising by 0.93 pp to 4.86%. This is the second-highest figure in the region in the last three years.

In East Asia, the percentage of ICS computers affected by malicious scripts and phishing pages increased in all the industries surveyed, except construction. The highest figures were recorded for biometrics (9.01%) and building automation (6.49%).

Denylisted internet resources

In Q2 2026, denylisted internet resources rose in the threat category rankings from third to second place, displacing spyware. Globally, the percentage of ICS computers on which denylisted internet resources were blocked has been increasing for two quarters in row and reached 4.31%.

The figures increased in all regions over the quarter, most notably in Russia (by 1.33 pp). Moreover, Russia ranked first (5.17%) among the regions in terms of denylisted internet resources. Since 2022, the region has topped these rankings twice before, both times in Q2: in 2022 and 2024.

Among the selected industries in Russia, the highest figures for the denylisted internet resources were in the electric power (6.61%) and engineering and ICS integration (5.62%) industries.

Malicious documents (MSOffice + PDF)

Malicious documents ranked fourth in the threat category rankings by the percentage of ICS computers on which they were blocked. The percentage for this category decreased over the previous three quarters, reaching its lowest level in three years. However, in Q2 2026, it increased to 1.77%.

Over the quarter, the figures for malicious documents increased in seven regions, most notably in South America (by 1.35 pp) and Southern Europe (by 0.48 pp). These two regions are among the top three in terms of malicious documents, malicious scripts and phishing pages, as well as threats from email clients.

South America ranked second in the rankings of regions in terms of malicious documents. In Q2 2026, the percentage of ICS computers in the region on which this threat was blocked was 3.56%, which was the fourth highest in three years.

Among the selected industries in South America, the highest percentage of ICS computers on which malicious documents were blocked was in biometrics (6.67%).

Southern Europe ranked first in the rankings of regions in terms of malicious documents. In the previous quarter, the percentage of ICS computers in the region on which this threat was blocked was the lowest in three years, but in Q2 2026 it increased to 3.63%.

Among the selected industries in Southern Europe, the highest percentage of ICS computers on which malicious documents were blocked was once again in biometrics (11.48%).

Spyware

Spyware ranked third in the threat category rankings based on the percentage of ICS computers on which it was blocked. The percentage for this category (3.30%) is the lowest since 2022.

Over the quarter, the figures increased in three regions, most notably in East Asia (by 0.53 pp) and Southeast Asia (by 0.42 pp).

East Asia ranked third based on the figures for spyware (4.77%), behind Africa and Southeast Asia. This is the region’s highest rate since Q2 2025. Among the countries and territories in the region, the highest percentage of ICS computers on which spyware was blocked was in mainland China (6.61%). Among the selected industries in East Asia, the highest figures for spyware were in the electric power (11.75%) and manufacturing (5.87%) industries. In all the industries surveyed, the figures are higher than the regional average.

Southeast Asia ranked second after Africa in the ranking of regions in terms of spyware, with 5.32%. Among the selected industries in Southeast Asia, the highest figures for spyware were in biometrics (8.93%) and manufacturing (7.32%). The figures increased in all industries over the quarter.

Ransomware

The percentage of ICS computers on which ransomware was blocked decreased in the previous three quarters but increased to 0.16% in Q2 2026.

During the quarter, the percentage increased in all regions, except Western and Southern Europe and North America (Canada). Africa led the ranking in terms of growth for this metric.

In Q2 2026, Africa ranked first among the regions in terms of the percentage of ICS computers on which ransomware was blocked (0.29%). The only time the figure in the region was higher in the past three years was Q2 2025 (0.31%).

Among the selected industries in Africa, the highest figures for ransomware were in the electric power industry (0.72%) and biometrics (0.52%). Over the quarter, the figures increased in all industries, except manufacturing and construction. The biggest increase was recorded in the electric power industry.

In Russia, the percentage of ICS computers on which ransomware was blocked in biometric systems has increased for three consecutive quarters, reaching 1.22%. This is the highest level of ransomware across all industries in all regions.

Miners

In Q2 2026, the percentage of ICS computers on which miners were blocked was the lowest since 2021, for both miners in the form of executable files for Windows (0.48%) and web miners running in browsers (0.14%).

The figures for both categories decreased in all regions, except for Africa where figures for miners in the form of executable files for Windows increased slightly.

On average, the oil and gas industry led the rankings among the selected industries both in terms of miners in the form of executable files for the Windows OS (0.66%)Β and in terms of web miners (0.34%).

Worms

In Q2 2026, the percentage of ICS computers on which worms were blocked increased to 1.43%.

In Q2 2026, the Middle East (2.11%) was second (after Africa) in the rankings of regions in terms of worms, displacing Central Asia and the South Caucasus.

Among the selected industries in the Middle East, the highest percentage of ICS computers on which worms were blocked was in building automation (2.90%). Over the quarter, the figures increased in all industries.

Australia and New Zealand ranked 12th among the regions in terms of the percentage of ICS computers on which worms were blocked (0.41%). Over the past three years, the figure in this region was only higher in Q2 2024 (0.42%). The figures increased in all the surveyed industries in the region, most notably in manufacturing and electric power. As a result, for these industries they exceeded the regional average by 2.9 and 2.3 times, respectively.

Viruses

In Q2 2026, the percentage of ICS computers on which viruses were blocked decreased to 1.29%.

The top three regions for this metric remain unchanged: Southeast Asia (6.03%), Africa (4.22%), and East Asia (3.14%). These same regions lead the rankings in terms of malware for AutoCAD.

The figures increased in three regions: East Asia, Australia and New Zealand, and Africa, where it has been growing for four consecutive quarters and reached its highest value since 2022.

Among the selected industries in Africa, the highest percentage of ICS computers on which viruses were blocked was in construction (5.47%).

East Asia ranked third among the regions in terms of viruses, reaching the highest level in the region for the past three years. Among the countries and administrative regions of East Asia, mainland China is the clear leader in terms of viruses (5.07%).

Among the selected industries in East Asia, the highest percentage of ICS computers on which viruses were blocked was in construction (5.93%).

In Australia and New Zealand, the increase in the percentage of ICS computers on which viruses were blocked was primarily due to a 4.3-fold increase in the figure for the electric power industry: from 0.29% to 1.24%. For a region where the percentage of attacked ICS computers for all threats is 0.12%, this is a very high value.

Malware for AutoCAD

In Q2 2026, the percentage of ICS computers on which malware for AutoCAD was blocked increased to 0.31%.

The most notable increase over the quarter was observed in Africa. After more than doubling in the previous quarter, the figure for the region continued to rise (although not so dramatically), reaching 1.02%.

Among the selected industries across all regions, the highest percentage of ICS computers on which malware for AutoCAD was blocked was in construction in East Asia (6.38%) and in Southeast Asia (4.05%).

Main threat sources

In Q2 2026, of all the threat sources, the percentage increased only for email.

Percentage of ICS computers on which malicious objects from various sources were blocked

Percentage of ICS computers on which malicious objects from various sources were blocked

Internet

The percentage of ICS computers on which threats from the internet were blocked decreased to 7.61%, reaching its lowest level since 2021.

Over the quarter, the percentage increased in three regions: East Asia by 0.8 pp (to 6.3%), South Asia by 0.3 pp (to 10.4%), and Russia by 0.3 pp (to 6.4%).

Among the selected industries across all regions, the highest percentage of ICS computers on which threats from the internet were blocked was in biometrics (13.03%) and engineering and ICS integration (12.16%) in South Asia.

Email

The percentage of ICS computers on which email threats were blocked increased to 2.84%.

In Q2 2026, the percentage of ICS computers on which email threats were blocked increased in South America by 1.0 pp (to 5.2%) and in Africa by 0.7 pp (to 4.3%).

Among the selected industries across all regions, the highest percentage of ICS computers on which email threats were blocked was in biometrics (19.14%) and building automation (12.49%) in Southern Europe.

Removable media

The percentage of ICS computers on which threats from removable media were blocked continued to decrease, reaching 0.24%, the lowest value for the period under review.

Among the selected industries across all regions, the highest percentage of ICS computers on which threats from removable media were blocked was in the electric power industry in East Asia (1.34%) and biometrics in Africa (1.29%).

Network folders

The percentage of ICS computers on which threats from network folders were blocked continued to decrease. In Q2 2026, it was the lowest for the period under review, at 0.023%.

The only region to see an increase in the percentage of ICS computers on which threats from network folders were blocked during the quarter was Africa. This was mainly due to an increase in the building automation figure to 0.05%.

Among the selected industries across all regions, the highest percentage of ICS computers on which threats from network folders were blocked was in biometrics (0.23%), building automation (0.17%), and engineering and ICS integration (0.13%) in East Asia.

For more information on industrial threats see the full version of the report.

Threat landscape for industrial automation systems. Q1 2026

7 July 2026 at 06:00

All threats

The percentage of ICS computers on which malicious objects were blocked continued to decrease, reaching 19.6% in Q1 2026. This is the lowest value in three years, and it is 1.4 times lower than in Q2 2023.

Percentage of ICS computers on which malicious objects were blocked, Q2 2023–Q1 2026

Percentage of ICS computers on which malicious objects were blocked, Q2 2023–Q1 2026

Regionally, the percentages ranged from 9.1% in Northern Europe to 27.4% in Africa.

Regions ranked by percentage of attacked ICS computers

Regions ranked by percentage of attacked ICS computers

The percentage of ICS computers on which malicious objects were blocked increased in five regions over the quarter, most notably in Southern Europe, Northern Europe, and Russia.

In Q1 2026, Southern Europe led the way in growth for internet and email threats. The region also saw the fastest growth in spyware, as well as malicious scripts and phishing pages.

In Russia, the percentage of ICS computers on which malicious objects were blocked exceeded the figures for the previous two quarters. Russia saw an increase in the percentage for threats from the internet, and a slight increase in the figure for threats from email clients (Russia is one of three regions where this figure did not decrease).

Among the threat categories, the greatest increases were observed in the percentages for denylisted internet resources, as well as spyware (distributed in the region via the internet and email clients).

Selected industries

Biometric systems (26.4%) traditionally rank top among the industries and OT infrastructure types covered in this report in terms of the percentage of ICS computers on which malicious objects were blocked. These systems are characterized by internet access, extensive email use for data exchange and approvals (such as access granting), and, in many cases, minimal cybersecurity controls within the organizations that use these systems.

Industries ranked by the percentage of ICS computers on which malicious objects were blocked

Industries ranked by the percentage of ICS computers on which malicious objects were blocked

Biometric systems rank first among industries in terms of email threats. At the same time, unlike other industries, the percentage for email threats in biometric systems exceeds that for internet threats.

In all selected industries, the global average follows a downward trend. In Q1 2026, the percentage of ICS computers on which malicious objects were blocked increased only in the manufacturing sector β€” by 1.0 pp. The percentages for this industry increased across 10 regions, with the most notable increases in Western Europe, Northern Europe, and Russia.

Threat categories

In Q1 2026, Kaspersky security solutions blocked malware from 10,052 different malware families of various categories on industrial automation systems.

Over the quarter, the percentage of ICS computers on which denylisted internet resources were blocked increased (after decreasing over the previous two quarters), and there was a slight increase in the percentage for AutoCAD malware.

Percentage of ICS computers on which the activity of malicious objects from various categories was prevented

Percentage of ICS computers on which the activity of malicious objects from various categories was prevented

Malicious scripts and phishing pages (JS and HTML)

Malicious scripts and phishing pages retained their to spot among threat categories by the percentage of ICS computers on which these threats were blocked. The global average in Q1 2026 was 6.56%.

Over the quarter, the percentages increased in four regions. The most significant change was observed in Southern Europe (9.85%, +0.94 pp). The figures for malicious scripts in the region increased over three consecutive quarters.

Among the selected industries, across all regions, the highest percentages for the malicious scripts and phishing pages category were recorded for biometric systems (19.59%) and building automation (15.43%) in Southern Europe. These same industries lead in similar rankings for malicious documents and spyware.

Spyware

The percentage of ICS computers on which spyware was blocked decreased over two consecutive quarters, dropping to 3.73%. Despite the decline, spyware has ranked second among threat categories by the percentage of attacked computers for three consecutive quarters.

The percentages increased in five regions over the quarter, most notably in Southern Europe (5.46%, +0.35 pp) and Russia (2.84%, +0.24 pp).

In Southern Europe, the percentage of ICS computers on which spyware was blocked increased in all the selected industries except manufacturing. The greatest increase was observed in biometric systems.

Among the selected industries, the highest percentage of spyware in Russia was recorded in biometric systems. That said, the percentage of ICS computers on which spyware was blocked increased in all industries in the region except construction. The percentage figure has been increasing for two consecutive quarters in the oil and gas industry (by a factor of 1.63 over six months), and for three consecutive quarters in engineering and ICS integration, as well as electric power. In the remaining sectors, the values have been fluctuating.

Percentage of ICS computers on which spyware was blocked in various industries in Russia, Q3 2025–Q1 2026

Percentage of ICS computers on which spyware was blocked in various industries in Russia, Q3 2025–Q1 2026

Denylisted internet resources

The percentage of ICS computers on which denylisted internet resources were blocked increased to 3.54%.

The most notable increase over the quarter occurred in Southeast Asia (4.58%, +0.65 pp). Among the industries in the region, the highest percentage figures for this threat category were recorded in electric power and construction. Over the quarter, the largest increases in percentages figures were observed in the electric power and manufacturing industries.

In North America (Canada), denylisted internet resources (2.14%) showed the greatest increase among all categories β€” by a factor of 1.22.

Among the selected industries across all regions, the highest percentage figures for the denylisted internet resources category were in the electric power (7.11%) and construction (6.25%) industries in Southeast Asia.

Malicious documents (Microsoft Office + PDF)

The percentage figure for this category decreased over two consecutive quarters, reaching its lowest value (1.56%) for the entire period of observations in Q1 2026. It increased just in two regions: Australia and New Zealand (1.12%, +0.04 pp), and Russia (0.62%, +0.01 pp).

Among the selected industries across all regions, the highest percentages for malicious documents were recorded for biometric systems (9.02%) and building automation (6.97%) in Southern Europe. These same industries also lead in similar rankings for malicious scripts and spyware.

Ransomware

The percentage of ICS computers on which ransomware was blocked has decreased for two consecutive quarters, dropping to 0.14%. This is the lowest value among all categories.

The percentage increased in two regions: North America (Canada) (0.11%, +0.04 pp) and slightly in Northern Europe (0.06%, +0.01 pp).

Among the selected industries across all regions, the highest percentages for ransomware were recorded in the oil and gas and manufacturing industries (0.92% and 0.65%, respectively) in Central Asia and the South Caucasus, and in biometric systems (0.89%) in Russia.

Miners in the form of executable files for Windows

The percentage of ICS computers on which miners in the form of executable files for Windows were blocked decreased to 0.59%.

The percentage increased in seven regions. The largest increase was observed in Africa (0.63%, +0.16 pp). Among the selected industries, the largest increases in the region were in the manufacturing and oil and gas industries.

Among the selected industries across all regions, the highest percentages for miners in the form of executable files were recorded in construction (1.99%), biometric systems (1.98%), and the oil and gas industry (1.97%) in Central Asia and the South Caucasus.

Web miners

The percentage of ICS computers on which web miners were blocked has been declining for a year, and in Q1 2026, it reached the lowest value for the entire period under review (0.22%).

At the same time, the percentage increased in seven regions. The largest increases were observed in South Asia (0.28%, +0.11 pp), the Middle East (0.31%, +0.09 pp), and Africa (0.34%, +0.08 pp). Despite the increases, the percentages in these regions for Q1 2026 did not exceed those observed in 2023–2024 and in Q1 2025.

Among the selected industries across all regions, the highest percentages for web miners were recorded for biometric systems (0.97%) in Russia. Biometric systems in South Asia (0.79%) ranked second, and the electric power sector in Southeast Asia (0.76%) ranked third.

Worms

The percentage of ICS computers on which worms were blocked decreased to 1.33%.

The percentage decreased across all regions following an increase in the previous quarter (due to a wave of phishing attacks that distributed the Backdoor.MSIL.XWorm backdoor worm across all regions of the world).

Among the selected industries across all regions, the highest percentage figure for worms was recorded for biometric systems (4.80%) in Central Asia and the South Caucasus. Two industries in Africa – biometric systems (4.04%) and electric power (3.53%) – took the second and third spots, respectively.

Viruses

The percentage of ICS computers on which viruses were blocked decreased to 1.31%.

The top 3 regions by this figure remained the same: Southeast Asia (6.11%, first by a wide margin), Africa (4.15%), and East Asia (2.97%). These same regions are also among the leaders by the percentage of systems affected by AutoCAD malware. The largest increase in this figure was observed in Africa (+0.41 pp).

Among the selected industries across all regions, the highest percentages for viruses were recorded in the construction industry (6.35%) and building automation (5.50%) in Southeast Asia.

Malware for AutoCAD

The percentage of ICS computers on which malware for AutoCAD was blocked increased to 0.30%.

The most notable increase over the quarter was observed in Africa, with the region’s percentage figure rising by 0.47 pp, a very significant increase for this category, and almost doubling (to 0.91%).

Among the selected industries across all regions, the highest percentages for AutoCAD malware were recorded in the construction industry in East Asia (5.58%) and Southeast Asia (3.87%).

Main threat sources

In Q1 2026, the average percentages across all threat sources, except threats from the internet, decreased globally.

Percentage of ICS computers on which malicious objects from various sources were blocked

Percentage of ICS computers on which malicious objects from various sources were blocked

Internet

The percentage of ICS computers on which threats from the internet were blocked increased to 7.88%. However, over the past three years, the percentage figure for internet threats has followed a downward trend.

The largest increases in the percentages were recorded in Southern Europe (8.59%, +0.59 pp), Southeast Asia (10.16%, +0.55 pp), and Northern Europe (4.47%, +0.51 pp).

Among the selected industries across all regions, the highest percentages for threats from the internet were recorded in electric power (13.16%) and construction (12.55%) in Southeast Asia, and in the engineering and ICS integration sector (12.33%) in South Asia.

Email clients

The percentage of ICS computers on which threats delivered via email clients were blocked decreased to 2.59%. This is a three-year low.

The percentage of this threat source increased in three regions: Southern Europe (6.54%, +0.2 pp), East Asia (1.5%, +0.09 pp), and slightly in Russia (0.7%, +0.04 pp).

Among the selected industries across all regions, the highest percentages for email threats were recorded for biometric systems (19.78%) and building automation (12.34%) in Southern Europe. In these two industries, the percentage of ICS computers on which email threats are blocked is higher than the percentage for threats from the internet. A similar situation was observed in two other instances, both in biometric systems (in South America and Southeast Asia).

Removable media

The percentage of ICS computers on which threats were detected when connecting removable media continued to decrease, reaching its lowest value for the period under review (0.26%).

Among the selected industries across all regions, the highest percentages for removable media threats blocked on ICS computers were observed in the electric power sector in Central Asia and the South Caucasus (1.45%), East Asia (1.34%), and Africa (1.16%).

Network folders

The percentage of ICS computers on which threats are blocked in network folders is steadily decreasing. In Q1 2026, it was the lowest for the period under review (0.029%).

East Asia has traditionally led by a wide margin. The percentage for East Asia (0.135%) is 27 times higher than the lowest regional value (recorded in Northern Europe).

The largest increases in the percentages for threats from network folders were observed in Africa (0.037%, +0.006 pp) and South America (0.013%, +0.006 pp).
Among the selected industries across all regions, the construction industry in East Asia, at 0.36%, holds the top positions in the ranking by the percentage of ICS computers on which threats are blocked in network folders.

For more information on industrial threats see the full version of the report.

Beware of the license manager: how a Schneider Electric software vulnerability puts industrial facilities at risk

26 June 2026 at 09:00

About the vulnerability

The CVE-2024-2658 vulnerability was discovered in 2024 within the FlexNet Publisher component of the Schneider Electric Floating License Manager. This software handles license management across various Schneider Electric products used for comprehensive industrial automation ranging from PLC programming to centralized control room implementation. Below, we break down how a single flaw can jeopardize an entire industrial facility, how to detect it on your workstations, and how to minimize the risks.

This vulnerability is a CWE-427: Uncontrolled Search Path Element issue. It stems from a system application referencing an OpenSSL configuration file at a hardcoded path without proper access controls.

This behavior allows a local non-administrator to craft a custom OpenSSL configuration file and force the lmadmin.exe system process – the core service that handles licensing – to load a third-party DLL. Consequently, the attacker’s code executes within the context of the service rather than a standard user account. Under specific conditions, this paves the way for further privilege escalation to the NT AUTHORITY\SYSTEM level.

Once NT AUTHORITY\SYSTEM access is achieved, the adversary can gain full control over local configuration files, sensitive system data, and secrets stored on the host. The potential for lateral movement to other nodes in the industrial network – such as engineering workstations – hinges on network connectivity, availability of stored credentials, and overall network architecture. Furthermore, the attacker can disrupt the operation of the license server itself, directly impacting the availability of engineering software and maintenance.

We will examine the role the FlexNet Publisher component plays within the Schneider Electric Floating License Manager (Schneider Electric FLM), why the hardcoded openssl.cnf path inside the application creates a critical hazard, what the exploit chain looks like, and the necessary mitigation steps to secure your environment.

The role of FlexNet Publisher in Schneider Electric FLM

FlexNet Publisher is a third-party commercial product by Flexera Software. The engineers behind Schneider Electric FLM, along with developers of numerous other industry solutions, integrate FlexNet Publisher as a library to manage product licensing. The underlying issue within FlexNet Publisher is that up to and including version 11.19.6.0, the library failed to restrict low-privileged users from modifying or replacing the openssl.cnf file. This is a textbook example of an Uncontrolled Search Path Element vulnerability (CWE-427).

Schneider Electric FLM relies on a combination of tightly integrated components:

  1. lmadmin.exe: a lightweight 32-bit daemon that services license requests coming from PLCs, HMIs, and SCADA modules. During installation, this component is automatically registered as a Windows service named lmadminSchneider. The service is configured to launch automatically and executes under the NT AUTHORITY\LOCAL SERVICE account.
    Properties of lmadminSchneider: the executable file and security context of the service

    Properties of lmadminSchneider: the executable file and security context of the service

    Properties of lmadminSchneider: the executable file and security context of the service

  2. The openssl.cnf configuration file located in the OpenSSL-contrib subdirectory. This configuration file can specify a path to engine-module, a custom DLL file that FlexNet can automatically load into the lmadmin.exe process space. The application references this configuration file via a hardcoded path built into the binary:
    C:\cygwin\home\nightly\LMADMI~1.4\tier1\lmadmin\contrib\openssl\_RELEA~1\openssl\openssl.cnf

    LMADMI~1.4 is the directory name in MS-DOS 8.3 filename format. Any user authorized to create directories in the root of C:\ can recreate this structure – by default, all authenticated users are allowed to do that. A clean, default installation of Schneider Electric FLM does not actually create that folder.

  3. The FlexNet Publisher component (historically known as FLEXlm): the license management library that reads openssl.cnf, specifically parsing the [engine] section. If a dynamic_path parameter is defined within that section, FlexNet Publisher will load the specified DLL module at the specified path without performing any checks.
  4. The Schneider Electric FLM web portal is a lightweight HTTP server embedded directly within the lmadmin.exe process. It provides access to two main areas: Dashboard (accessible without authentication) and Administration (password-protected). Because the web portal and lmadmin.exe share the same address space, any code loaded via FlexNet Publisher executes directly inside the lmadmin.exe process. This allows an attacker to easily intercept credentials for the Administration portal and leverage them to expand their attack surface across other systems.
SeImpersonatePrivilege assigned to the lmadmin.exe process

SeImpersonatePrivilege assigned to the lmadmin.exe process

The exploit path

To exploit this vulnerability, the attacker must first have the ability to execute arbitrary code locally on the machine hosting the vulnerable service. The primary weakness exploited here stems from standard Windows NTFS permissions: by default, the root directory of the system drive often allows the Authenticated Users group to create new folders. If these permissions (ACLs) have not been tightened, a non-privileged attacker can manually reconstruct the exact directory structure that lmadmin.exe checks for its OpenSSL configuration:

C:\cygwin\home\nightly\LMADMI~1.4\tier1\lmadmin\contrib\openssl\_RELEA~1\openssl\

Next, within this newly created openssl.cnf file, the attacker adds a parameter pointing to a malicious engine module hosted in a writeable directory, for example: dynamic_path = C:\\Users\\public\\malicious.dll. When FlexNet Publisher initializes OpenSSL, it parses this section. Upon finding the dynamic_path parameter, it uses it to load the attacker’s DLL. Because vulnerable versions of FlexNet are allowed to read an OpenSSL configuration from an initially non-existent, untrusted path, the lmadmin.exe process accepts the rogue configuration file as legitimate.

Example of a malicious openssl.cnf configuration file

Example of a malicious openssl.cnf configuration file

For lmadmin.exe to parse the openssl.cnf file and execute the malicious DLL, the lmadminSchneider service must be restarted. This can happen under any of the following conditions:

  • After a regular reboot of the host machine.
  • If the user possesses permissions to restart the service – by default, the Authenticated Users group is not allowed to do that.

Upon lmadmin.exe service startup, FlexNet Publisher initializes OpenSSL, opens the openssl.cnf configuration file, and parses the [engine] section. If a dynamic_path is specified, OpenSSL loads the corresponding DLL module directly into the lmadmin.exe process space. Once loaded, the code within the DLL executes in the context of lmadmin.exe. Because the service runs under NT AUTHORITY\LOCAL SERVICE, the malicious code inherits its privileges.

While the NT AUTHORITY\LOCAL SERVICE account is highly restricted by design, a significant risk for further privilege escalation remains. This exposure exists because, in a standard configuration, the service process is granted SeImpersonatePrivilege. This privilege allows the process to impersonate a client’s security context after authentication. Given an appropriate interaction scenario via RPC, COM, or named pipes, an attacker can exploit this to achieve local privilege escalation to NT AUTHORITY\SYSTEM. This is commonly done with tools from the Potato exploit family or similar impersonation abuse techniques. Consequently, while each individual step may appear unremarkable, their combination forms a complete exploit chain: moving from a low-privileged local user to executing code within a service context, and under the right conditions, to achieving a full escalation to NT AUTHORITY\SYSTEM privileges.

Mitigating CVE-2024-2658

  • If your organization does not rely on floating licenses, we recommend completely removing Schneider Electric FLM or avoiding its installation on workstations where it isn’t strictly required. Whenever feasible, use licenses tied to specific machines instead.
  • If still required, Schneider Electric FLM should be hosted on a dedicated server with strictly controlled user access.
  • Use an administrative account when creating the C:\cygwin directory and explicitly deny write permissions to the Authenticated Users group for this folder. This prevents staging a rogue OpenSSL configuration file along the hardcoded path.
  • Finally, update Schneider Electric FLM to version 3.0.0.0 or later.

Detection with Kaspersky solutions

Kaspersky Industrial CyberSecurity successfully detects exploitation attempts targeting this vulnerability. The KICS Vulnerability Manager module flags the presence of the vulnerable software version on endpoints, while the behavioral analysis engine tracks each stage of the attack chain – from the creation of the rogue configuration file on disk to the vulnerable service’s attempt to load the malicious library.

Detecting an exploitation attempt: an overview

Detecting an exploitation attempt: an overview

The KICS alert card consolidates details on the exploitation attempt alongside recommended defensive actions.

Description
The Exploit Prevention component of the EPP application detected attempts to exploit a vulnerability in a protected process. This type of attack may lead to malicious code execution, unauthorized access, or system integrity compromise.

EPP application data
●	Object name: C:\Program Files (x86)\Schneider Electric\Floating License Manager\FLEXnet Publisher License Server Manager\lmadmin.exe.
●	Status: Untreatable.
●	MD5 hash: c3f57667d9e8e1b2375ba09cdf71cac8.
●	SHA256 hash: 9dab845704d1999ec8ed089594cfd2173a08057f1caf9a2346c22c81039dbb7a.

Mitigations
●	Analyze the event and identify the source of the startup or interaction with the process.
●	Make sure that this vulnerability is relevant to your system (check the software version and installed updates).
●	If a vulnerability exploit is confirmed, isolate the device and search for signs of compromise (suspicious files and their checksums, unknown processes/services, or queries to external IPs/FQDNs). Also, check for similar traces on other devices.
●	Install security updates for the attacked software or operating system and run a full scan of the device if necessary.

Detecting an exploitation attempt: target process details

Detecting an exploitation attempt: target process details

Additionally, to proactively identify the presence of the vulnerability on a host as part of a continuous vulnerability management process, organizations can utilize the OVAL scanning task within KICS products. The following screenshot illustrates how KICS for Nodes highlights the presence of the vulnerable software version.

CVE-2024-2658 vulnerability details

CVE-2024-2658 vulnerability details

Conclusion

The CVE-2024-2658 vulnerability is a prime example of the consequences that dependency-loading mechanisms lacking proper validation can have. In the case of the Schneider Electric Floating License Manager, a local non-administrator can position a rogue openssl.cnf configuration file at the hardcoded path to inject a malicious DLL directly into the lmadmin.exe service context. Given a certain system configuration, this chain can be leveraged to escalate privileges to the NT AUTHORITY\SYSTEM level.

To remediate this vulnerability, organizations must immediately upgrade the affected component (FlexNet Publisher) to a patched version and restrict write permissions for non-privileged users to the C:\cygwin directory. Implementing these controls will significantly reduce exploitation risk, while Kaspersky Industrial CyberSecurity solutions can provide an added layer of defense by detecting anomalous behavior at the earliest stages of the attack.

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