E-Business
Kaspersky New Threat Attribution Engine Connects New Attacks to APT Groups in Seconds
Kaspersky has released its new threat intelligence solution aimed at helping SOC analysts and incident responders attribute malware samples to previously revealed APT groups.
Using its proprietary method, Kaspersky Threat Attribution Engine matches a discovered malicious code against one of the biggest databases of malware in the industry, and, based on the code similarities, links it to a specific APT group or campaign. This information helps security experts prioritize high-risk threats over less serious incidents.
By knowing who is attacking their company, and for what purpose, security teams can quickly come up with the most tailored incident response plan for the attack.
However, unveiling the actor who is behind an attack is a challenging task, which requires not only a large amount of collected threat intelligence (TI) but also the right skills to interpret it.
To automate the classification and identification of sophisticated malware, Kaspersky presents its new Kaspersky Threat Attribution Engine.
The solution has evolved from an internal tool used by Kaspersky’s Global Research and Analysis Team (GReAT), a world-renowned team of experienced threat hunters. For example, Kaspersky Threat Attribution Engine was leveraged in the investigation of the iOS implant LightSpy, TajMahal, ShadowHammer, ShadowPad and Dtrack campaigns.
In order to determine if a threat is related to a known APT group or campaign and identify which one, Kaspersky Threat Attribution Engine automatically decomposes a newly found malicious file into small binary pieces.
After that, it compares these pieces with the ones from Kaspersky’s collection of more than 60,000 APT-related files. For more accurate attribution, the solution also incorporates a large database of whitelisted files. This significantly improves the quality of the malware triage and attack identification and facilitates incident response.
Depending on how similar the analysed file is to the samples in the database, Kaspersky Threat Attribution Engine calculates its reputational score and highlights its possible origin and author with a short description and links to both private and public resources, outlining the previous campaigns.
Kaspersky APT Intelligence Reporting subscribers can see a dedicated report on tactics, techniques and procedures used by the identified threat actor, as well as further response steps.
Kaspersky Threat Attribution Engine is designed to be deployed on a customer’s network, “on premise”, rather than in a third-party cloud environment. This approach grants a customer control over data sharing.
In addition to the threat intelligence available “out of the box”, customers can create their own database and fill it with malware samples found by in-house analysts. That way, Kaspersky Threat Attribution Engine will learn to attribute malware analogous with those in a customer’s database while keeping this information confidential.
“There are several ways to reveal who is behind an attack. For example, analysts can rely on artifacts in the malware, which can determine attackers’ native language, or IP addresses that suggest where they might be located. However, it’s not a problem for a skilled attacker to manipulate these, leading a researcher to become bogged down in an investigation, as we have already seen in many cases.
“Our experience shows that the best way is to look for shared code that the samples have in common with others identified in previous incidents or campaigns. Unfortunately, such manual investigation may take days or even months.
“To automate and speed up this task, we created Kaspersky Threat Attribution Engine, which is now available for the company’s customers,” comments Costin Raiu, Director Global Research & Analysis Team at Kaspersky.
An artificial intelligence (AI) application has been developed to help combat the spread of fake news, misinformation and political propaganda as political activities gradually build toward the 2027 general elections in Nigeria.
The app, known as BAT-BOT AI, was unveiled in Abuja by Mr. Gunu Usman, its founder, who said the platform is designed to assist the federal government in addressing the growing challenge of false information within nation’s digital space.
Mr Usman explained that the new platform was created to ensure that factual information circulates faster than falsehood.
He noted that the rapid spread of misinformation, disinformation, hate speech and manipulated narratives targeting the administration of Bola Tinubu, the ruling All Progressives Congress, and national institutions poses risks to democratic stability and public trust.
According to Mr. Usman, BAT-BOT AI was developed to support public access to verified information while countering misleading narratives online.
The Technology expert described the system as a sovereign AI-powered civic information and fact-verification platform designed to strengthen Nigeria’s digital information ecosystem ahead of the 2027 general election.
He added that the initiative aligns with the government’s policy direction under the Renewed Hope Agenda of President Tinubu, which seeks to promote transparency and encourage informed civic participation.
The founder further explained that the platform is currently accessible to Nigerians through multiple digital channels, enabling users to verify claims, seek clarification on government policies and obtain information on national development initiatives.
Mr. Usman expressed optimism that the tool would help curb the spread of false information and contribute to a more credible digital environment as the country prepares for the next electoral cycle.
Over the past four years, gold has risen by more than 400%. The precious metal has long been one of the most traded assets in global financial markets. From its role as a traditional store of value to its sensitivity to inflation, interest rates, and geopolitical uncertainty, gold continues to attract traders seeking efficient and predictable trading opportunities during a period of global uncertainty and high volatility.
JustMarkets
For traders looking to effectively access gold markets, choosing the right trading environment is as important as timing their entry. One of the most popular and effective gold trading platforms is JustMarkets, offering the tools, conditions, and infrastructure to enable traders to achieve their most ambitious gold trading goals.
Tight Spreads on XAU/USD
Cost efficiency is a critical factor in gold trading, especially for active day traders. JustMarkets offers extremely competitive XAU/USD spreads, allowing traders to open and close positions with reduced transaction costs. Lower spreads can significantly impact short-term strategies, where precision and timing are key to effectively entering a trade. By minimizing trading costs, JustMarkets helps traders focus more on market analysis and finding the ideal entry point, and less on overhead.
Fast and Reliable Execution
Gold is recognized for its volatility, especially during the day, especially with economic announcements or geopolitical events. Speed is of the essence in volatile markets. JustMarkets provides high-speed execution of orders, which helps minimize the risks of delays, especially during periods of high volatility. This ensures that traders are able to respond better to market conditions, thereby having better control over trade management.
Flexible Trading Conditions
Each trader has their own approach to gold, ranging from intraday trading to position trading. JustMarkets offers flexible leverage and account types, enabling traders to adjust their exposure based on their risk tolerance and trading style. This flexibility is suitable for both conservative and aggressive traders while still allowing them to access the same global gold market.
Advanced Platforms and Tools
Successful gold trading is based on thorough technical and fundamental analysis. JustMarkets provides access to industry-standard trading platforms equipped with advanced charting tools, multiple timeframes, and a wide range of indicators for recognizing divergences and clear entry points. These features help traders analyze price trends, identify key levels, and plan their trades with greater confidence.
Accessibility via mobile devices and computers via the JustMarkets Mobile Trading app also ensures traders can monitor positions and market movements from anywhere and at any time.
Education and Market Support
Gold is also affected by factors such as inflation rates, central bank policies, and currency fluctuations. Understanding these factors is important for developing a structured trading strategy.
JustMarkets offers resources for traders, which provide information on how global events can impact the price of gold like case studies, daily, bank and weekly analysis. This is a knowledge-based system, which enables the trader to make more informed decisions rather than relying on the price movements of gold.
Trading Activities That Keep Gold Traders Engaged
In addition to the competitive trading environment, JustMarkets also runs various special activities and campaigns that aim to make the trading experience more interesting. At certain intervals, the special activities may include trading contests on specific trading instruments, such as gold, which are highly sought after by traders. This will give the traders an added impetus to keep trading.
The special activities are designed to encourage trading, consistency, and skill-building among the traders, along with the additional motivation for the trading strategies. This is also in line with the overall philosophy of JustMarkets to create a dynamic trading environment where trading, learning, and motivation are linked together.
A Trading Environment Built for Gold Traders
Gold is still one of the most dynamic markets with the greatest number of opportunities in the world. With tight spreads on XAU/USD, fast execution, flexible trading terms, and access to advanced analytical tools, JustMarkets creates an optimal trading environment for those who want to trade gold efficiently.
In addition to the comprehensive educational assistance, JustMarkets continues to position itself as a strong competitor for traders who are looking for professional trading conditions combined with growth opportunities.
Microsoft is stepping up its push to expand artificial-intelligence adoption across Africa as competition intensifies with Chinas DeepSeek for influence in one of the worlds youngest and fastest-growing digital markets.
The company plans to train 3 million Africans on its AI technologies this year through partnerships with schools, universities and other institutions, with a focus on South Africa, Kenya, Nigeria and Morocco.
The effort reflects Microsofts broader attempt to accelerate adoption of its AI ecosystem across emerging markets where developers and enterprises are increasingly experimenting with generative AI tools.
Alongside the training initiative, Microsoft is working with MTN Group (MTNOY), Africas largest telecommunications company, to distribute Microsoft 365 and its Copilot digital assistant to about 300 million subscribers.
The Elevate program is designed to expand AI literacy and reduce cost barriers that might otherwise limit adoption, according to regional leadership.
The push comes as Chinese technology firms expand their footprint across the continent, with DeepSeeks open-source models accounting for roughly 11% to 14% of chatbot use in several African markets and reaching about 20% in countries such as Ethiopia and Zimbabwe following investments tied to digital infrastructure and telecom networks.
Microsoft is also increasing its infrastructure investment in the region.
In South Africa, the company plans to invest 5.4 billion rand, or about $330 million, to expand its cloud and AI capacity by the end of next year, while it is also exploring plans for a geothermal-powered data center in Kenya.
Early corporate adoption is emerging across the continent, with South African grocer Spar Group using Copilot in ways that save more than 700 employee hours annually and Nigerias Access Holdings integrating AI into daily workflows.
Regional leadership has suggested broader AI adoption could potentially contribute up to $1.5 trillion to Africas gross domestic product by 2030 if governments and businesses continue investing in digital infrastructure and AI skills.
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