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AI-Based Test Automation Tools: Shaping the Future of Software Testing

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Test Automation Tools

In the dynamic landscape of software development, things are changing fast for the betterment of everyone. DevOps, Agile, Continuous Testing, TestOps, DevTestOps, all these practices are taking product quality to a new peak every day.

The emergence of AI-based test automation tools marks a pivotal shift towards more intelligent, efficient, and reliable testing processes. These tools are not mere enhancements to traditional testing methods; they are revolutionizing the way developers and testers approach software quality assurance.

By harnessing the power of artificial intelligence, these tools are addressing some of the most pressing challenges in software testing, offering innovative solutions that were once thought impossible.

Adaptive Test Maintenance

Maintaining test scripts and cases is a constant challenge in traditional test automation, often requiring significant manual effort as applications evolve. AI-based test automation tools shine in this area by offering adaptive test maintenance. These tools can automatically update and modify test scripts as changes occur in the application, significantly reducing the manual workload and ensuring that tests remain relevant and effective. This adaptability not only saves time but also increases the overall robustness of the testing process.

Integration with DevOps and Agile Methodologies

Integrating AI-based test automation tools with DevOps and Agile methodologies creates a more seamless and dynamic software development lifecycle. These tools can swiftly adapt to changes and updates, providing immediate feedback to developers. This integration ensures that testing is not a bottleneck but a facilitator of rapid development cycles, aligning perfectly with the goals of Agile and DevOps practices.

This unity not only speeds up the release cycle but also ensures that the quality is maintained, even with frequent and incremental changes.

Enhancing User Experience Through AI

Beyond just identifying bugs and technical issues, AI-based test automation tools are increasingly focusing on enhancing user experience. By analyzing user behavior patterns and feedback, AI algorithms can simulate real-world user interactions to test different aspects of the application, such as usability, accessibility, and responsiveness. This approach ensures that the software is not only technically sound but also aligns with user expectations and preferences.

Bridging the Skill Gap

The complexity and sophistication of AI-based test automation tools necessitate a new set of skills in the software testing community. There is a growing demand for professionals who understand both the nuances of software testing and the intricacies of AI and machine learning.

To bridge this skill gap, organizations and educational institutions are offering specialized training and courses. These initiatives are crucial in preparing the current and future workforce to effectively utilize AI in software testing, ensuring that the industry can fully leverage the benefits of these advanced tools.

Conclusion

AI-based test automation tools are not just reshaping the present landscape of software testing; they are paving the way for a future where testing is more intelligent, efficient, and aligned with user needs. As these tools continue to evolve and integrate with methodologies like DevOps and Agile, they offer a promising outlook for the software development industry.

The journey towards more advanced AI-driven testing is an exciting one, filled with opportunities for growth, improvement, and the delivery of software that not only meets but exceeds expectations.

Dipo Olowookere is a journalist based in Nigeria that has passion for reporting business news stories. At his leisure time, he watches football and supports 3SC of Ibadan. Mr Olowookere can be reached via [email protected]

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Can Nigeria Build Enough Solar Panels? TechCartel Breaks Down the New Taxes on Imported Tech

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New Taxes on Imported Tech

There was a time when a solar panel on a Nigerian rooftop was a luxury, the kind of thing you saw at a hotel or a church with generous donors. That time has passed. Across the country, solar panels have become a defining feature of the skyline, appearing on rooftops and office blocks in nearly every neighborhood. Once viewed as a luxury, solar has transitioned into a fundamental necessity for millions of households and businesses. For many, it serves as the foundation of their daily power needs.

The Federal Government has now moved to change how those panels get into the country, and the implications are landing on an energy market that has quietly built its entire informal infrastructure around imported solar hardware.

According to a detailed breakdown published by TechCartel, one of Nigeria’s most closely watched tech publications for consumer technology, the government is not staging an overnight ban. What it is staging is a structured financial squeeze: higher import taxes on finished solar panels, lower duties on raw materials for local manufacturers, and a 2036 target for 100 percent local production.

The policy timeline started earlier than most people noticed. In March 2025, the Minister of State for Technology, Uche Nnaji, announced a Solar Import Phase-out Roadmap. The stated motivation was the import bill, which crossed ₦200 billion in a single year. By January 2026, the Rural Electrification Agency reported that local manufacturing capacity had grown from 120 MW to 300 MW. On April 1, 2026, the Minister of Finance signed the 2026 Fiscal Policy Measures, formally introducing Import Adjustment Taxes on finished solar goods. A Green Tax Surcharge follows on July 1, 2026.

For anyone who opened an import Form M before April 1, there is a 90-day window to clear goods at the old rate. After that, the new cost structure kicks in. The Secure Energy Project estimates a 15 to 25 percent rise in solar panel prices by late 2026.

New Taxes on Imported Tech

Can Nigerians Still Afford to Power Themselves?

To understand why this policy lands differently in Nigeria than it would elsewhere, you have to understand what the grid has done to Nigerian electricity habits. Years of erratic supply, multi-hour daily outages, and voltage fluctuations that destroy electronics did not produce a population waiting patiently for the government to fix things. It produced a population that fixed things itself.

First came generators, petrol then diesel then gas. Then came inverters with lead-acid batteries, then lithium batteries, and then solar panels added on top to charge them without spending on fuel. The 1 kWh solar generator, once considered a niche product, is now a completely ordinary fixture in small households and one-room businesses. Some call them power stations, and that name has started to feel accurate. Provisions shops, phone repair kiosks, tailoring studios, and barbing salons run on them every single day. They are small enough to sit on a balcony, affordable enough for a two-month savings plan, and powerful enough to run lights, DC fans, and a phone charger without touching a NEPA bill.

The scale goes well beyond individual homes. Petrol stations that once ran generators round the clock have converted their canopy roofs into solar arrays, running hybrid systems where solar handles daytime load and the generator only kicks in at night. Pharmacies, internet cafés, printing shops, and cold rooms powering perishables now run on solar. The solar transition in Nigeria has been market-driven and it has moved fast.

That context is what makes the arithmetic in TechCartel’s breakdown so pointed. Nigeria’s local solar manufacturing capacity stands at 300 MW as of April 2026. The country’s estimated demand for energy stability is 3.7 GW. The gap is over 3,400 MW. Local manufacturers currently price their panels about 16 percent above imported alternatives. As import taxes rise, that gap will narrow, but the timeline is vital. If local capacity grows faster than analysts expect, the transition could be orderly.

The government’s $425 million commitment to eight new manufacturing plants, and the 150 percent capacity growth achieved in a single year, suggest the industrial ambition is real. Nigerian-assembled panels are already being exported to Ghana and Burkina Faso, which signals a manufacturing base serious enough to serve regional demand. The 2036 target is a decade away, but the trajectory is being built now.

For Nigerians planning a solar installation in the coming months, the window is clear. The Form M grace period runs 90 days from April 1. The Green Tax Surcharge begins July 1. Any installation completed before that first wave of cost increases arrives will avoid the opening price shock. After that, the cost of running your own power in Nigeria, already a choice made out of necessity, gets a little harder to justify on a budget.

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NITDA Warns of Dangerous AI Malware Targeting Banks, Government Agencies

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DeepLoad

By Adedapo Adesanya

The National Information Technology Development Agency (NITDA) has warned of an active, Artificial Intelligence (AI)-powered malware named DeepLoad targeting financial institutions and government agencies

The organisation warned that the new harmful malware is targeting Nigerian government agencies, financial institutions, businesses,  and individuals.

In a tweet on its verified X handle, NITDA revealed that once the virus is executed, DeepLoad silently installs itself, harvests stored user credentials and sensitive data from browsers, evading antivirus software by leveraging AI.

NITDA further stated that upon infection, the malware can result in unauthorised access to bank accounts, mobile money services, and payment cards.

It reiterated that the malware also steals saved passwords, personal information, and documents.

It explained that these thefts enable criminals to impersonate victims for financial gains, disruption of public/private organisations’ workflow via document theft, and ultimately a threat to national security via the compromise of classified governance networks.

The agency outlined that the malware targets public and private institutions, Banks and Financial institutions, Critical infrastructure operators, and individual citizens using online banking and email.

The agency cautioned against pasting links and commands from untrusted websites into your computer or phone’s browser, as legitimate websites do not ask for such.

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Meta Strengthens Teen Safety Online

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Meta FG ARCON

By Modupe Gbadeyanka

The parent company of Facebook, WhatsApp, and Instagram, Meta, has strengthened its teen safety online with an expansion of its AI-powered age assurance measures.

This is part of efforts to create safer, age-appropriate experiences for young people across its platforms. Through a combination of AI, product design, and parental support tools, Meta continues to strengthen how it identifies teens, protects them by default, and supports families in navigating digital environments.

Strengthening underage enforcement with advanced AI

Meta requires users to be at least 13 years old to use its platforms and continues to invest in advanced technologies to uphold this policy at scale. As part of these efforts, the company is further enhancing its AI-driven systems to more effectively identify and take action on accounts that may belong to underage users.

These advancements include:

Contextual AI analysis across profiles: Meta’s systems analyse a wide range of signals—including posts, comments, bios and captions—to identify contextual indicators such as references to school environments or age-related milestones. This capability is being expanded across additional surfaces within Meta’s apps, strengthening enforcement more consistently and proactively.

Advanced visual analysis technology: Meta is introducing AI that can interpret general age-related cues within photos and videos. This technology estimates age ranges based on broad characteristics and does not use facial recognition or identify individuals. When combined with behavioural and textual signals, it significantly enhances detection accuracy.

Expanded enforcement and verification processes: Accounts identified as potentially underage are subject to age verification requirements. Where age cannot be confirmed, accounts may be removed to maintain platform integrity.

Improved reporting and flagging tools: Meta is making it easier for people to report suspected underage accounts through simplified reporting flows available both in-app and via the Help Centre, helping surface potential violations more efficiently.

AI-supported review systems: To improve consistency and speed, Meta is supplementing human review teams with AI models that apply standardised evaluation criteria to reports, enabling faster and more reliable enforcement outcomes.

Stronger circumvention safeguards: Meta is also enhancing its ability to detect and prevent repeat attempts by users who may try to bypass age restrictions by creating new accounts.

While many of these AI-driven systems are already in use globally, certain advanced capabilities continue to be rolled out progressively across additional markets.

Expanding Teen Account protections

Meta continues to expand its Teen Account framework, which is designed to provide built-in protections that limit unwanted contact and reduce exposure to inappropriate content. Since its introduction, hundreds of millions of teens have been enrolled in these protections across Instagram, Facebook, and Messenger.

These protections include automatically placing teens under 18 into age-appropriate experiences, including a default 13+ content setting designed to limit exposure to sensitive content.

Building on this progress, Meta is further scaling its proactive detection technology that identifies users who may be teens—even if they have entered an adult birthdate—and automatically places them into age-appropriate settings. This technology, already rolled out in several markets, is being expanded to additional regions to make these protections available more broadly over time.

Supporting parents with tools and guidance

Meta continues to support parents as key partners in helping teens navigate online experiences safely. The company is introducing new notifications and guidance designed to help parents better understand how to verify their teen’s age and encourage open conversations about the importance of providing accurate information online.

These efforts build on existing resources available through Meta’s Family Centre, which provides tools and educational materials to help families manage their digital experiences more effectively.

Meta also maintains age verification requirements for users who attempt to change their age in ways that may bypass protections, using a combination of ID verification and facial age estimation tools.

Advocating for industry-wide solutions

Meta continues to emphasise that age assurance is a complex, industry-wide challenge that requires broader collaboration. The company supports approaches where age verification is conducted at the operating system or app store level, enabling developers to deliver consistent, age-appropriate experiences across apps.

In addition to AI-based detection, Meta uses age estimation based on user activity and signals, as well as user reports, to help determine whether someone may be misrepresenting their age.

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