AI and ML to your defence

Issue 5 2022 Information Security


Jonas Walker.

Threat actors are leaning on new tools and techniques to improve the efficiency of their attacks. Only artificial intelligence (AI) and machine learning (ML) move quickly enough to defend organisations in this evolving cyber-threat landscape.

In the past three months we’ve been seeing more speed, and speed can kill. Threats have been getting into a system, hitting the targets, exfiltrating data, demanding a ransom and getting out of a system much quicker than normal. This includes attackers capitalising on new vulnerabilities such as zero-days and n-days. They also appear to have become more aggressive, with double extortion, triple extortion and targeted attacks. Their approaches are more tactical, and we’re still seeing more volume. All of that translates to more risk.

In 2022, wiper malware has been much more active than recent years, which ties into the theme of aggression. This is destructive malware that’s wiping out hard drives and master boot records of systems. We’re starting to see this tying into the world of extortion too. We’re not just talking about data at risk, but systems infrastructure at risk now.

By using machine learning and AI, you’re reducing risk dramatically. First, at the basic level you have automation. Automation is largely to help with the volume of detections and policies needed at speed, reducing reaction time and offloading mundane tasks from SOC analysts. Then, ML and AI come into place for the threats that are unknown. AI is the action piece, whereas ML is the learning piece. Machine learning works on models, and each application can use a different model. Machine learning for web threats is entirely different from machine learning for zero-day malware. Organisations need to be able to do them all to effectively secure against various attack vectors.


Derek Manky.

Segmenting networks is something we recommend as a very effective practical approach to reducing risk. If you segment it, it won’t be able to spread and hit other systems and create further downtime.

Building on top of that, zero-trust and ZTNA are a big topic nowadays. There are a lot of things happening on networks, devices coming in and out, applications coming on and off, etc. The idea that nothing should be trusted inherently can significantly increase security; instead it should be earned trust. In addition to that, breach and attack simulation, and having a plan ahead of time, is critical.


Credit(s)




Share this article:
Share via emailShare via LinkedInPrint this page



Further reading:

Making a mesh for security
Information Security Security Services & Risk Management
Credential-based attacks have reached epidemic levels. For African CISOs in particular, the message is clear: identity is now the perimeter, and defences must reflect that reality with coherence and context.

Read more...
What’s in store for PAM and IAM?
Access Control & Identity Management Information Security
Leostream predicts changes in Identity and Access Management (IAM) and Privileged Access Management (PAM) in the coming year, driven by evolving cybersecurity realities, hybridisation, AI, and more.

Read more...
The challenges of cybersecurity in access control
Technews Publishing SMART Security Solutions Access Control & Identity Management Information Security
SMART Security Solutions summarises the key points dealing with modern cyber risks facing access control systems, from Mercury Security’s white paper “Meeting the Challenges of Cybersecurity in Access Control: A Future-Ready Approach.”

Read more...
Access as a Service is inevitable
Technews Publishing SMART Security Solutions ATG Digital Access Control & Identity Management Infrastructure
When it comes to Access Control as a Service (ACaaS), most organisations (roughly 90% internationally) plan to move, or are in the process of moving to the cloud, but the majority of existing infrastructure (about 70%) remains on-premises for now.

Read more...
Securing your access hardware and software
SMART Security Solutions Technews Publishing RBH Access Technologies Access Control & Identity Management Information Security
Securing access control technology is critical for physical and digital security. Every interaction between readers, controllers, and host systems creates a potential attack point for those with nefarious intent.

Read more...
From friction to trust
Information Security Security Services & Risk Management Financial (Industry)
Historically, fraud prevention has been viewed as a trade-off between robust security and a seamless customer journey, with security often prevailing. However, this can impair business functionality or complicate the customer journey with multiple logins and authentication steps.

Read more...
Phishing and social engineering are the most significant risks
News & Events Information Security
ESET Research found that phishing accounted for 45,7% of all detected cyberthreats in South Africa, with higher-quality deepfakes, signs of AI-generated phishing websites, and short-lived advertising campaigns designed to evade detection.

Read more...
From the editor's desk: It’s all about data
Technews Publishing News & Events
      Welcome to the SMART Access and Identity Handbook 2026. We have slightly changed the handbook this year, specifically the selection guides, but there is still a lot of industry information inside, and ...

Read more...
Access trends for 2026
Technews Publishing SMART Security Solutions RR Electronic Security Solutions Enkulu Technologies IDEMIA neaMetrics Editor's Choice Access Control & Identity Management Infrastructure
The access control and identity management industry has been the cornerstone of organisations of all sizes for decades. SMART Security Solutions asked local integrators and distributors about the primary trends in the access and identity market for 2026.

Read more...
Beyond the fence
Technews Publishing Fang Fences & Guards SMART Security Solutions Perimeter Security, Alarms & Intruder Detection Access Control & Identity Management
In a threat landscape characterised by sophisticated syndicates, harsh environmental conditions, and unstable power grids, a static barrier is no longer a defence; it is merely a brief delay.

Read more...










While every effort has been made to ensure the accuracy of the information contained herein, the publisher and its agents cannot be held responsible for any errors contained, or any loss incurred as a result. Articles published do not necessarily reflect the views of the publishers. The editor reserves the right to alter or cut copy. Articles submitted are deemed to have been cleared for publication. Advertisements and company contact details are published as provided by the advertiser. Technews Publishing (Pty) Ltd cannot be held responsible for the accuracy or veracity of supplied material.




© Technews Publishing (Pty) Ltd. | All Rights Reserved.