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Expert warns AI could slow down apps, frustrate users

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By Prosper Olayiwola

 

A software engineer, Joseph Ajayi, has cautioned that the growing integration of artificial intelligence (AI) into mobile applications may deliver smarter services but also threatens to slow down performance and frustrate users.

Ajayi, a React Native developer with years of experience building apps for healthcare, fintech and e-commerce sectors, said the rush to add features like real-time recommendations, natural language processing and on-device machine learning (ML) models often comes at the expense of speed and stability.

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He noted in a statement that users most often don’t care how intelligent an app is if it lags or freezes, saying that a half-second delay can mean the difference between a five-star review and an uninstall.

He explained that AI-driven functionalities require significant CPU usage and memory consumption, continuous data synchronization, which can lead to increased battery drain, higher crash rates and poor performance on mid-to-low-end devices.

Ajayi recounted a recent e-commerce project where the addition of a sophisticated AI recommendation engine doubled user engagement but also caused the crash rate to spike from 0.5 per cent to over 2 per cent.

“What made it worse was that we didn’t have proper monitoring in place for the AI components,” Ajayi explained. “Traditional performance metrics don’t capture the unpredictable resource consumption patterns of machine learning inference. We were flying blind until we implemented proper observability around our AI features.”

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## The Hidden Reliability Costs of AI Integration

According to Ajayi, one of the biggest challenges teams face is maintaining reliability when AI services fail. He emphasized the importance of building fallback mechanisms and graceful degradation into AI-powered applications.

“We learned to always have fallback modes during our Black Friday incident,” he said. “When our recommendation engine went down due to a third-party ML service outage, users still needed to browse products effectively. The apps that survived were those with intelligent circuit breakers and backup functionality.”

He noted that AI integration often introduces complex dependency chains that traditional mobile apps don’t face. External ML APIs, real-time data pipelines, and cloud-based inference services all become potential points of failure that require careful monitoring and contingency planning.

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## Performance Monitoring in the AI Era

Ajayi stressed that teams need to rethink their approach to performance monitoring when AI features are involved. Standard metrics like response time and memory usage don’t tell the complete story when machine learning models are processing user data in real-time.

“You need to track P95 and P99 latency specifically for AI operations, monitor model inference times separately from general app performance, and set clear Service Level Objectives for AI-powered features,” he explained. “We’ve seen cases where an AI feature works perfectly 90% of the time but creates terrible user experiences during the remaining 10%.”

He recommended implementing feature flags for AI components to enable quick rollbacks when problems arise, and using canary deployments when updating machine learning models in production.

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## Real-Time Features: A Performance Multiplier

He said: “Users have become incredibly sophisticated. They might not understand the technical complexities behind their favorite apps, but they instinctively know when something feels off.

“What I’ve discovered is that perceived performance often matters more than actual performance. An app that loads data in two seconds but shows immediate visual feedback feels faster than one that loads in 1.5 seconds but shows a blank screen.

“Every app today wants real-time features. Live order tracking, instant notifications, real-time chat, live data synchronization – users expect their apps to be as responsive as their thoughts. But here’s what nobody tells you: real-time features are performance multipliers. Every real-time connection requires careful capacity planning, every live update needs intelligent caching strategies, and every persistent connection must be monitored for resource leaks.”

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Ajayi emphasized that managing real-time AI features requires understanding their unpredictable scaling behavior. Unlike traditional CRUD operations, AI workloads can vary dramatically based on data complexity and user behavior patterns.

## Case Study: Healthcare App Optimization

The software expert noted that one of his most challenging projects was a healthcare application where delays in loading patient records could directly affect care delivery.

According to him, the app initially took three to four seconds to load critical information, which created unacceptable lags for medical staff.

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“The AI-powered diagnostic suggestions were impressive, but when doctors had to wait four seconds for basic patient data, the smart features became irrelevant,” he said. “We had to completely rethink our architecture around reliability-first principles.”

He revealed that after three months of intensive optimization focused on performance SLOs and proper load testing with AI workloads, his team achieved a 60 per cent improvement in performance, drastically reducing wait times and improving overall user satisfaction.

Best Practices for AI-Ready Apps

He explained that to avoid such performance pitfalls, developers should optimize apps for low-end devices rather than testing solely on premium models, implement lazy loading to prevent unnecessary data overload, use intelligent caching to cut down redundant API calls without risking stale data, and continuously measure performance in real-world conditions.

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Ajayi also stressed the importance of proper capacity planning for AI features. “Unlike traditional features, AI workloads don’t scale linearly. A recommendation engine that works fine with 1,000 users might completely break with 10,000 users due to the computational complexity involved.”

He recommended implementing robust monitoring for AI service dependencies, using circuit breakers to handle ML service failures gracefully, and maintaining comprehensive performance budgets that account for the true cost of intelligent features.

## The Future of Performant AI Apps

“As AI becomes a standard feature in mobile applications, the challenge will not only be to make them smarter but to ensure they remain fast, stable and reliable for millions of users,” he said.

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Ajayi added that the best apps are often the simplest ones, noting that the fastest code is the code that doesn’t run and removing a feature is often better optimization than adding a new one.

He cautioned developers to approach AI integration as a trade-off rather than a free upgrade, emphasizing the need for proper Site Reliability Engineering practices when deploying AI at scale.

“Building performant mobile apps at scale isn’t about following a checklist or implementing the latest framework. It’s about understanding the fundamental trade-offs between features and performance, between user experience and technical complexity.

“Every app has a performance budget. Every AI feature has both a computational cost and a reliability cost. The art lies in spending that budget wisely, creating experiences that feel magical while running smoothly on real devices in real-world conditions,” he added.

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WTO: Deputy Speaker Seeks Action on Food Stockpiling, Investment Deal

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…urge parliaments to demand accountability

By Gloria Ikibah

Deputy Speaker of the Nigerian House of Representatives, Rt. Hon. Benjamin Okezie Kalu, has urged the World Trade Organisation (WTO) to break the prolonged deadlock over food security and investment facilitation, warning that delays are weakening confidence in the multilateral trading system.

Kalu made the call on Friday in Geneva, Switzerland, while contributing to the 57th Session of the Steering Committee of the Parliamentary Conference on the WTO (PCWTO), attended by WTO Director-General, Dr Ngozi Okonjo-Iweala, as a special guest.

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The session, jointly organised by the Inter-Parliamentary Union (IPU) and the European Parliament, was co-chaired by Hon. Bernd Lange of the European Parliament and IPU Secretary-General, Ms Anda Filip. It brought together parliamentarians from national and regional legislatures, representatives of the European Parliament and IPU, as well as trade policy experts.

The committee reviewed developments in multilateral trade negotiations, follow-up actions from the 14th WTO Ministerial Conference and recommendations from the PCWTO session held in Yaoundé, Cameroon.

The meeting also considered stronger engagement with parliamentary trade committees, increased participation in PCWTO activities, cooperation with business and civil society, and preparations for the 2026–2027 programme.

Kalu acknowledged progress recorded by the WTO on fisheries subsidies and development issues but said the organisation’s credibility would ultimately depend on its ability to deliver tangible outcomes, particularly for developing countries.

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He expressed concern that a permanent solution had yet to be reached on public stockholding for food security, 13 years after the commitment made at the 2013 Bali Ministerial Conference.

Nigeria, he noted, had co-sponsored the demand by the African Group, the African, Caribbean and Pacific Group and the G33 for a permanent solution.

He said: “Thirteen years cannot be explained as an ordinary negotiating delay. Behind every delayed outcome are farmers, workers and families living with the consequences of decisions we defer”.

As an interim measure, Kalu proposed that WTO members consider a waiver under Article IX:3 of the Marrakesh Agreement to cover qualifying public stockholding programmes.

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He argued that the absence of consensus should not make an explicit treaty mechanism permanently unusable when countries were facing pressing food security needs.

The Deputy Speaker also raised concerns over the Investment Facilitation for Development Agreement, as he said broad support for the agreement had remained stalled by a single formal objection.

He called for greater accountability from national parliaments and proposed that participating legislatures submit reports on concrete actions taken to advance PCWTO and WTO outcomes before each Steering Committee meeting.

“Yaoundé revealed problems that are already well understood. The challenge now is to create political accountability for governments to explain what they are actually doing about them. If credibility is the issue, accountability must be the response.

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“I propose that before each Steering Committee meeting, participating parliaments should report on concrete steps taken within their own jurisdictions to advance the outcomes of Yaoundé and MC14, identifying the responsible authority, the action taken, the government’s stated position and the current status.

“Too often, our discussions focus on what Geneva has or has not done. We should devote equal attention to what our own governments and legislatures have done since the last meeting. Accountability must run in both directions.

“We should hold ourselves to the same standard of accountability we ask of Geneva. Nigeria commits to doing so.

“Distinguished colleagues, behind every delayed outcome are farmers, workers and families living with the consequences of decisions we defer.

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“The WTO’s credibility is not measured by the sophistication of its rules. It is measured by whether the members who need it most have rational grounds to trust it.

“Nigeria is not here to add to the diagnosis. We are here to help restore that trust”, Kalu said.

He further cautioned that improving attendance at WTO-related meetings alone would not resolve the challenge of parliamentary relevance in global trade governance.

According to him, many legislatures are briefed only after negotiating positions have already been finalised.

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Kalu therefore proposed that future PCWTO sessions should be built around focused economic agendas covering contentious issues such as public stockholding, investment facilitation, the e-commerce moratorium and digital trade rules.

He said this would allow parliamentarians to communicate clear conclusions and areas of disagreement to trade ministers ahead of negotiations.

Kalu, who joined the PCWTO Steering Committee in February 2025, also secured a reaffirmation from the IPU Secretary-General of the organisation’s commitment to work with him towards the successful hosting of the PCWTO event scheduled for Abuja in 2027.

He reaffirmed Nigeria’s commitment to a fair, credible and development-oriented international trading system.
Okonjo-Iweala backs deeper parliamentary role
In her address, Okonjo-Iweala presented an update on WTO reforms covering decision-making, development, special and differential treatment, fairness and dispute settlement.

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She noted that while consensus was intended to guarantee an equal voice for all WTO members, its application as unanimity had allowed single objections to block outcomes enjoying broad support.

The WTO Director-General urged parliamentarians to move beyond criticism and put forward practical solutions for rebuilding confidence in the organisation.

She identified greater transparency and improved notifications as possible confidence-building measures and invited written submissions from parliamentarians on the reform process.

Okonjo-Iweala also backed deeper engagement between parliamentarians and Geneva-based actors, including national WTO representatives, the Chair of the General Council, reform facilitators and committee chairs.

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Such engagement, she said, will give legislators a more direct role in the reform debate while preserving the member-driven character of the WTO.

The WTO chief acknowledged concerns that the multilateral trading system had not served many developing and poorer countries effectively.

She defended the continued relevance of special and differential treatment and called for a more credible framework that takes different levels of development among WTO members into account.

Okonjo-Iweala also underscored the importance of investment facilitation for developing economies and confirmed that restoring an effective two-tier dispute settlement system remained on the reform agenda, even if its eventual design differs from the previous arrangement.
The discussions came amid wider efforts to reform the multilateral trading system. The WTO has recently warned that global trade is at a critical juncture, with geopolitical tensions and disagreements over trade rules placing additional pressure on the organisation.

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Just in: APC Demands Atiku Quit 2027 Race Over $500,000 Mambilla Payment

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The All Progressives Congress (APC) Presidential Campaign Council has called on African Democratic Congress (ADC) presidential candidate Atiku Abubakar to withdraw from the 2027 presidential race over a controversial $500,000 payment made to his former wife, Jennifer Douglas, during negotiations surrounding the Mambilla Hydroelectric Power Project.

The demand followed revelations from a final award issued by a three-member International Chamber of Commerce (ICC) arbitration tribunal in Paris in the long-running dispute between Sunrise Power and Transmission Company Limited and the Federal Government.

The tribunal ruled in favour of Nigeria, rejecting Sunrise Power’s claims and ordering the company and its promoter, Leno Adesanya, to reimburse Nigeria for 75 per cent of its legal costs.

At the centre of the controversy is a $500,000 transfer made by Adesanya on January 30, 2003, through China Castle Investments Limited, an offshore company he controlled, into Douglas’s Citibank account in the United States.

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The payment came less than four months before Sunrise was purportedly awarded a 3,960-megawatt Build-Operate-Transfer (BOT) contract for the Mambilla project in Taraba State.

Tribunal Questions $500,000 Payment

During the arbitration, Adesanya told the tribunal that the $500,000 was part of a foreign-exchange transaction carried out on behalf of Atiku.

However, the tribunal did not accept the explanation, noting the absence of documentary evidence showing the underlying naira payment, exchange rate, instructions from Atiku or his aides, correspondence relating to the transaction or records establishing its commercial purpose.

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The tribunal also noted that neither Atiku nor Douglas testified or submitted witness statements to corroborate Adesanya’s account.

It further questioned the explanation because the payment was made during the period when Sunrise was pursuing the Mambilla project and months before the company was purportedly awarded the contract.

The tribunal’s findings, however, concerned the evidence and claims before it in the arbitration; they did not establish in the award that Atiku personally received a bribe.

Mambilla Contract Controversy

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The Mambilla project, initially conceived in 1982 as a 3,050MW hydropower scheme, later became the subject of negotiations involving Sunrise and its Chinese partner.

Sunrise expressed interest in developing the project from 2001 and subsequently submitted proposals to the Federal Government.

A technical committee eventually recommended Sunrise for the 3,960MW project in March 2003.

Former Minister of Power Olu Agunloye later issued a letter which Sunrise relied upon as evidence that it had been awarded the project.

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Former President Olusegun Obasanjo, however, maintained that the Federal Executive Council never approved the contract and that he directed the withdrawal of the relevant memorandum.

The disputed letter subsequently became central to Sunrise’s multibillion-dollar arbitration claims against Nigeria.

APC Accuses Atiku of Conflict of Interest

Reacting to the tribunal’s findings, APC Presidential Campaign Council spokesman Dele Alake accused Atiku and Agunloye of working together to facilitate the disputed Sunrise contract.

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Alake described the $500,000 payment as an alleged bribe connected to the Mambilla deal and argued that its timing raised questions about a possible conflict of interest involving Atiku, who was vice-president at the time.

The APC spokesman also criticised Atiku for not appearing as a witness before the tribunal, saying his testimony could have helped clarify the circumstances surrounding the payment.

The campaign council subsequently demanded that Atiku withdraw from the 2027 presidential contest.

Long-Running Mambilla Legal Battle

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The dispute over the Mambilla project has continued for years.

Sunrise previously pursued billions of dollars in claims against Nigeria, alleging breaches relating to the proposed project.

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Niger Deaths: Survivor Alleges Substance Was Sprayed in Cell Before Detainees Collapsed

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A surviving miner has alleged that an unidentified substance was sprayed inside a detention cell shortly before several suspected illegal miners began collapsing while in the custody of the Nigeria Security and Civil Defence Corps (NSCDC) in Niger State.

The survivor made the allegation while recounting his experience in detention during a visit to the state by the Minister of Interior, Olubunmi Tunji-Ojo.

According to the miner, detainees were locked inside a cell before an unidentified substance was sprayed into the facility.

He alleged that shortly after the substance was released, some of the detainees began experiencing difficulties before collapsing.

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«“They sprayed something inside the cell after locking us in, and people began collapsing,” the survivor reportedly said.»

The allegation comes amid growing scrutiny over the circumstances surrounding the deaths of suspected illegal miners who were detained by security authorities in Niger State.

The survivor did not identify the substance allegedly sprayed inside the cell, nor did he state who allegedly authorised or carried out the action.

He also did not provide details on the number of detainees who were affected or establish whether the alleged spraying directly caused any of the reported deaths.

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The NSCDC and other relevant authorities have yet to publicly respond to the specific allegation.

The account is likely to intensify calls for a thorough investigation into the treatment of the detainees and the circumstances surrounding the deaths.

Establishing what happened inside the cell would require further investigation, including determining the identity of the substance allegedly used, who introduced it into the facility and whether there was any link between the incident and the subsequent collapse or deaths of detainees.

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