What Will Machine Learning (ML) Tools Change the Cyber Threat Landscape?
Artificial intelligence Artificial intelligence, which is AI for short isn't an entirely new phenomenon. It has been around since the 1950s. However, nowadays, AI has gained momentum and is now more advanced than was believed to be and to the point where the fears of AI cyberwarfare have become an actuality.
The term "traditional" cyberwarfare is the use
of technology and the internet to harm or disrupt the country in question by
using malware or denial-of service attacks or disinformation campaigns. AI
cyberwarfare refers to usage in the use of AI or machine learning (ML)
instruments to boost the effectiveness of these operations and make them more
efficient.
"At exactly the time the prerequisites for digital
warfare were being created and the capabilities of automated information
processing have seen a quantum leap. AI is therefore in the middle of cyberwarfare
due to its apparent potential and its intrinsically numerical
nature." wrote academic researchers Rudy Guyonneau and Arnaud Le Dez . "AI communicates in the machine language and can
translate it to humans in order to fight in the machine-space."
Utilizing ML techniques to commit fraud for motives
Hackers are already making use of machine learning in
order to create malicious algorithms that are able to adapt to learn, adapt,
and continually enhance their capabilities to avoid detection. Thus, the possibility of a move to AI-powered attacks is
not far from possibility, especially when you consider how rapid advancements
in technology can increase the power, speed and size of future attacks.
For instance, not just does AI allow more systems to
cyberattacks, it also provides the possibility of new attack methods, such as
manipulation of video or audio files that add a brand fresh and possibly even
more deadly way to spread fake news that can lead to real-world consequences in
real life.
Similar to attacks targeting AI systems may provide
attackers access to machine-learning algorithms as well as vast quantities of
data gathered from intelligence analysis and collection systems. The data could be used, for instance in support of
surveillance operations.
Although AI is yet to make it into battle, there are a
variety of possibilities for how AI technology may be utilized by
cybercriminals, whether it's to automate attacks, and improving the way they
target victims, or for better impersonating people to create more efficient
social engineering, or to create more dangerous viruses and malware.
Exploiting weaknesses and using open-source AI tools
There are tools available currently that can allow
attackers to begin preparing for AI-powered attacks based on its open source
nature AI research. For example tools and software that are open source, as
well as Linux distributions like Kali Linux contains a suite of white-hat tools
which can be utilized in a manner that is savage. In the same way, tech-savvy people are constantly
learning and creating open-source solutions to aid with hacking.
These open-source software tools can be employed for
anything from exploitation of servers and websites by injecting packets in
wireless networks in the hopes of intercepting and decrypting the traffic.
Additionally the machine learning systems themselves
which are the core of AI are becoming increasingly vulnerable, and it's just
the matter of time until malware for attack appears. By exploiting these weaknesses, it is possible for hackers
to alter the machine learning system's security, integrity and availability
that could be a nightmare for companies of any size.
Protecting against cyberattacks and defensive AI
Fortunately, AI is able to be employed to benefit
society. AI offers possibilities for cybersecurity, which includes
capabilities like continuously and dynamically responding to advanced threats
on a daily basis. It can also assist security professionals recognize the
patterns of behavior to react more quickly to signs of an threats.
Automation that is based on intelligence can give greater
insight into the behavior of endpoints and can further enhance organizations
capability to identify threats based upon known threats' signatures.
At an earlier GovCIO Media and Research conference,
Thomas Kenny, CDO of the United States Special Operations Command stated:
"Some of the challenges we're seeing are the rapid growth in the
capabilities to use AI agents to carry out offensive and defensive actions in
cyber networks.
"The human solution isn't there now. If we want to truly secure our cyber networks, there's no
need for the addition of more people or a bigger Security Operations Center. The capabilities we require to have require intelligent
systems with the ability to be able to learn quickly, recognize within
milliseconds the possibility of attacks, as well as be able to make the right
decisions."
Although"offensive" AI is referred to as
"offensive" AI is expected to utilize the technology's capacity to
adapt and learn to bring about a new age of cyber-attacks that can be adaptable
and scalable, businesses are also going to have defense AI that can assist them
in fighting backand it's becoming evident that this is a crucial weapon to win
the fight against threats as well as human.
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