DD
MM
YYYY

PAGES

DD
MM
YYYY

spot_img

PAGES

Home Blog Page 2

Why OpenAI and Anthropic’s Billions in Compute Spending Are Reshaping AI Profitability Models

0

The latest cloud economics data underscore a widening structural tension in frontier AI: revenue growth is being outpaced by infrastructure consumption at an accelerating rate. According to Lockridge, OpenAI’s annual cloud bill has surged beyond $60 billion, while reported revenue remains closer to $25 billion.

That gap is not merely a margin issue; it reflects a model in which inference and training demand scale faster than monetization. The result is a balance sheet illusion where top-line growth is visible, but underlying unit economics remain deeply negative at current compute intensity.

OpenAI’s cost structure is increasingly dominated by hyperscaler dependencies, particularly GPU-backed cloud services that behave more like variable manufacturing inputs than traditional software expenses.

At $60 billion in annualized cloud spend, the company is effectively pre-purchasing compute capacity at industrial scale, likely under multi-year commitments and preferential pricing tied to Microsoft Azure. Against $25 billion in revenue, this implies a negative gross margin before even accounting for R&D, sales, and safety infrastructure. The accounting treatment may smooth volatility, but economically the model resembles heavy capex disguised as opex, where usage-based billing masks long-duration infrastructure commitments.

Anthropic presents a similar but more concentrated version of the same dynamic. The company reportedly spent $2.66 billion on AWS in just nine months, a figure that approximates its entire revenue base over the same period. Because AWS is both its infrastructure provider and strategic backer, the relationship creates a circular dependency: revenue flows to Anthropic, while a substantial portion flows immediately back to Amazon for compute.

This structure can inflate perceived scale while compressing real margins, since cloud spend effectively resets every incremental dollar earned. The result is an income statement that may show rapid revenue expansion, but also near-parity cost absorption, leaving little room for sustainable operating profit at present utilization levels.

This pattern raises broader concerns about the AI sector’s reported profitability metrics.

When a dominant share of revenue is recycled into hyperscaler infrastructure, reported gross margins can appear stable due to contractual pricing and bundled services, even if marginal economics are deteriorating. Investors may be interpreting revenue growth as demand strength, when in reality it may reflect escalating compute intensity per unit of output. In effect, cloud providers capture durable profits upstream, while model developers operate closer to pass-through entities for GPU capacity.

This dynamic also obscures capital efficiency comparisons across firms, since those with deeper cloud integration or equity stakes in hyperscalers can present structurally different cost bases. The implication is not that AI demand is weak, but that its cost curve is still unresolved. Until inference becomes materially cheaper or monetization per token rises significantly, the industry may continue to exhibit strong revenue growth paired with structurally thin or negative economics.

From a market structure perspective, this also creates a feedback loop in which hyperscalers emerge as the primary beneficiaries of AI demand regardless of which model vendor wins. Whether compute is consumed by OpenAI, Anthropic, or others, the economic rent increasingly accrues upstream to cloud infrastructure providers. This can distort competitive narratives, since model differentiation may matter less to aggregate profit pools than access to discounted compute and capital backing.

In such an environment, reported profitability across the AI stack becomes highly sensitive to contractual arrangements, rather than purely operational efficiency, complicating traditional valuation frameworks used in equity markets.

Anticipating Ideas That Matter: A Forecast of Professor Ojebuyi’s Inaugural Lecture

0

On May 21, 2026, our analyst reported the promotion of Dr. Babatunde Raphael Ojebuyi to the rank of full professor at the University of Ibadan. Since the University announced his promotion, five articles have been published, highlighting the impact of his research in Nigeria over the past 19 years. 

In this piece, our analyst further examines the possible perspectives the Nigerian public should expect from his professorial inaugural lecture. Meanwhile, before delving into the lecture, understanding the significant role of Professor Ayobami Ojebode, the PhD thesis supervisor of Professor Ojebuyi, in shaping his career trajectory remains relevant to these predicted perspectives. 

Our analysis of the academic publications of the duo shows that Professor Ojebode demonstrates the profile of a more established and influential scholar, while Professor Ojebuyi exhibits a high-growth research trajectory characterized by prolific output, interdisciplinarity, and an expanding scholarly reach. According to our analysis, this indicates that Professor Ojebode established a strong intellectual foundation, which Professor Ojebuyi consciously or unconsciously inherited and subsequently broadened into a larger, more diversified research portfolio. 

Analysis shows that Professor Ojebode’s most influential work clusters around development communication, radio and community media, political communication, civic participation, and media systems. This gives his profile conceptual coherence, a pattern often associated with senior scholars who define a niche. Professor Ojebuyi’s strongest work spans agricultural communication, digital citizenship, elections and media representation, genomics ethics, and communication research methods.

BREAKING THE SILENCE ON NIGERIA’S INSTITUTIONAL AND HUMAN DEVELOPMENT

An Inaugural Lecture
By
Professor Babatunde Ojebuyi
Department of Communication and Language Arts
University of Ibadan

Protocol
The Vice-Chancellor, Deputy Vice-Chancellors, Registrar, Bursar, Librarian, Provost of the College of Medicine, Deans, Directors, Heads of Departments, Distinguished Colleagues, Members of Senate, Students, Ladies and Gentlemen.

I stand here today deeply conscious of the intellectual traditions that shaped this podium. In this same Department of Communication and Language Arts, distinguished scholars have stood before this learned audience to interrogate society, unsettle assumptions, and provoke new ways of seeing our collective reality.

One such moment occurred on 5 September 2019 when a distinguished scholar, mentor, and intellectual pathfinder delivered the 466th inaugural lecture of this University under the title In Search of Muted Voices for the Mirage Named Development. That lecture challenged us to listen more carefully to those whom institutions habitually ignore.

Today, I seek to continue that conversation, but with a slightly different emphasis. If development has remained a mirage because voices are muted, then we must ask another troubling question:
What sustains the muting?
My submission this evening is simple, though unsettling:
Nigeria does not merely suffer from a deficit of resources, infrastructure, or expertise; Nigeria suffers profoundly from a culture of institutional and human silence.
We are silent where communication should occur. We whisper where institutions should speak. We improvise where systems should listen.
And until this silence is broken, development may remain not only delayed but fundamentally distorted.

The Burden of Silence
Ladies and gentlemen, silence is often celebrated as a virtue. We are told silence is golden. In homes, silence preserves peace. In institutions, silence prevents embarrassment. In politics, silence protects loyalty.
Yet, scholarship teaches us that silence is not always harmless.
Sometimes, silence kills.
There is silence between parents and adolescents discussing sexuality, resulting in misinformation and vulnerability. There is a gap between healthcare institutions and citizens, fostering distrust of biomedical interventions. There is silence between researchers and policymakers, ensuring that evidence dies quietly inside academic journals.
There is the silence of governance, where citizens are informed late, partially, or manipulatively. There is the silence of editorial gatekeeping, where media institutions selectively amplify some realities while muting others.
There is also the silence of technology adoption: institutions proudly deploying digital systems without teaching citizens how to inhabit them meaningfully.
Thus, the problem before us is not simply communication failure.
It is institutional silence.
And institutional silence, I argue, is among the most under-theorised impediments to Nigeria’s human development.
From Muted Voices to Broken Silences: An Intellectual Journey
Every scholar is partly an inheritance.
My own scholarly trajectory emerged from a foundational intellectual tradition that viewed communication not merely as the transmission of messages but as an instrument of development, civic participation, and social transformation.
That tradition shaped my earliest encounters with communication scholarship.
Yet, scholarship also demands expansion.
What began within the ecosystem of development communication gradually widened into broader concerns: agriculture communication, elections and media representation, genomics ethics, digital citizenship, health communication, intercultural dialogue, artificial intelligence, and communication research methods.
At first glance, these domains may appear disconnected.
But they are not. A deeper interrogation reveals one recurring concern:
How does silence obstruct development?
Whether among spouses discussing reproductive health, governments communicating public policy, media organisations shaping public trust, or digital systems mediating citizenship, one persistent reality emerges: development struggles when communication breaks down.
Silence in the Human Sphere: Families, Identity, and Social Stability
Permit me to begin where every nation truly begins — the family.
Many developmental crises commonly classified as economic or moral problems are fundamentally communication failures.
Adolescent reproductive health vulnerability, for example, frequently emerges not from ignorance alone, but from communicative avoidance.
Parents fear discomfort.
Young people fear judgment.
Institutions fear controversy.
And silence becomes social policy.
Yet evidence consistently shows that family communication serves as a public health intervention.
When dialogue replaces silence, vulnerability reduces.
Similarly, intercultural and interfaith tensions often persist because communities inherit stereotypes rather than conversations.
Peacebuilding, therefore, requires more than military strategy.
It demands communicative courage.
Societies fracture not merely because groups differ, but because they stop speaking meaningfully to one another.

Silence in Governance: Institutions That Do Not Speak and Citizens Who Are Not Heard
Nigeria’s governance challenge is frequently described in economic terms.
I disagree.
At its foundation, governance failure is often communicative.
Policies fail not merely because they are poorly designed, but because institutions fail to explain them, defend them, humanise them, or receive feedback concerning them.
In many public institutions, communication remains transactional rather than relational.
Citizens are informed.
Rarely are they engaged.
Governments announce.
Rarely do they converse.
Consequently, mistrust becomes institutionalised.
I therefore advocate what I call an Evidence-to-Policy Communication Framework, where scholarship no longer sleeps quietly in university repositories but becomes actionable intelligence for governance.
Research should not merely satisfy promotion requirements.
Research must solve public problems.
A university that produces knowledge disconnected from governance risks becoming intellectually brilliant but socially irrelevant.

Silence in Media Systems: The Democratic Cost of Editorial Bottlenecks
No democracy survives sustained communicative opacity.
The media remains central to democratic legitimacy, yet media institutions themselves are not immune from silence.
Editorial bottlenecks influence what becomes visible and what disappears from public consciousness.
The issue is not only fake news.
The issue is selective visibility.
Whose voices count?
Who defines national urgency?
Who decides which suffering deserves headlines?
Communication accountability, therefore, becomes essential.
Media legitimacy rests not merely on freedom but on transparent gatekeeping and ethical responsibility.
For democracy to deepen, media organisations must break the silence surrounding their editorial logic.

Silence in Health and Science Communication: Trust as Infrastructure
Ladies and gentlemen, scientific breakthroughs alone do not save lives.
Communication does.
Healthcare interventions often fail because institutions mistake information for understanding.
Technical language alienates citizens.
Jargon becomes exclusion.
Fear replaces participation.
In biomedical research, genomics, vaccination campaigns, and reproductive health, public trust cannot be assumed.
Trust is infrastructure.
And communication is how societies build that infrastructure.
Thus, healthcare success depends not merely on medicine but on informed communication protocols that transform trust from moral expectation into practical participation.

Silence in the Digital Age: Technology Without Human Readiness
Nigeria’s digital transition raises another difficult question:
Can societies digitise faster than citizens can meaningfully adapt?
My answer is yes.
And this mismatch produces a new form of exclusion.
We celebrate platforms, infrastructure, applications, and automation.
Yet digital progress cannot be measured by hardware alone.
Technology becomes transformational only when citizens possess communicative competence to engage it ethically and critically.
Digital citizenship therefore matters.
Citizens must not remain silent participants in technological systems they barely understand.
Artificial intelligence similarly compels ethical caution.
We must resist both technological panic and technological worship.
The future lies neither in replacing humans nor in distrusting innovation.
Rather, I propose a hybrid human-AI communication model, where technology assists verification while human judgment retains ethical authority.

Silence and Economic Development: Communication as Productivity
Permit me to state a proposition that may sound unconventional:
Communication is an economic variable.
Development economists often emphasise capital, labour, infrastructure, and institutions.
Yet communication quietly mediates all four.
Youth unemployment, for instance, is partly a communication problem.
Many young Nigerians exist within weak feedback systems where opportunities, mentorship, and institutional guidance are absent.
Similarly, agricultural productivity suffers when farmers lack timely access to pricing information, weather intelligence, market opportunities, and technical support.
Mobile communication technologies, therefore, become not luxury tools but productivity instruments.
Economic growth accelerates where communication flows efficiently.
Poverty deepens where silence dominates.

The University and the Responsibility to Speak
What, then, is the responsibility of the University?
Universities must become institutions that interrupt silence.
We must challenge policy complacency.
We must democratise knowledge.
We must cultivate scholars who not only publish but also translate scholarship into public relevance.
The ivory tower must remain intellectually elevated, but never socially detached.
A university must not become an archive of ignored wisdom.
It must become society’s conscience.

Breaking the Silence Before Development Becomes Another Mirage
Ladies and gentlemen,
My argument this evening has been that Nigeria’s institutional and human development crisis is not merely technical.
It is communicative.
The silences between citizens and government.
Between science and society.
Between technology and inclusion.
Between institutions and accountability.
Between families and difficult conversations.
These silences quietly shape our developmental outcomes.
If we are serious about national transformation, then we must treat communication not as decoration after policy, but as policy itself.
Development does not fail because societies lack ambition.
Development fails when societies stop listening.
And perhaps, the greatest tragedy of silence is this:
It often appears peaceful while quietly producing disorder.
The task before us, therefore, is:
To speak where silence harms.
To listen where voices are ignored.
And to build institutions courageous enough to communicate honestly.
Only then may development cease to be a mirage and begin to resemble lived reality.

I thank you for listening.

Trust as Infrastructure: How Licensing Has Become the New Competitive Advantage in Digital Markets

0

There is a quiet shift happening in how digital businesses compete. For most of the internet’s commercial history, the dominant advantages were speed, distribution, and network effects. Get to market first. Grow the user base. Worry about governance later. That logic built some of the largest companies in the world. It also produced a long series of crises: data breaches, platform manipulation, and the exploitation of unregulated spaces that eroded consumer confidence in ways that took years to fully surface.

The new competitive advantage in digital markets is trust. Not as a brand attribute or a values statement, but as operational infrastructure. The businesses that will define the next decade of the digital economy are the ones that have understood that compliance is not a cost centre. It is a moat.

What the data says

The evidence is building across sectors, the average global cost of a data breach now stands at $4.44 million, with organisations in heavily regulated industries facing considerably higher exposure when they fall short of compliance standards.The same research found that businesses with stronger security and governance frameworks contain breaches faster and at significantly lower cost, a direct financial return on the investment in operational trust.

The pattern repeats across digital sectors. SaaS vendors with formal certification command measurable pricing premiums over uncertified equivalents. Financial platforms with robust compliance track records attract institutional capital at terms unavailable to their less regulated peers. The market is pricing trust, and doing so with increasing precision.

The iGaming case study

The online casino market in the UK offers one of the clearest examples of how licensing reshapes competitive dynamics within a digital sector. The UK Gambling Commission was established under the Gambling Act 2005 and has since built one of the most rigorous licensing frameworks for digital operators anywhere in the world. Operators must meet specific financial, technical, and consumer protection standards before serving UK customers. Game outcomes are independently audited. Customer funds are ring-fenced. Dispute resolution mechanisms are mandatory. Enforcement carries real consequences, with £4.2 million in fines issued across 24 cases in 2024 to 2025 alone.

The result is a two-tier market. Licensed operators compete on quality, experience, and product depth. Unlicensed operators compete on the absence of restrictions, a fundamentally weaker long-term proposition. An online casino with licence for the UK market is not simply a business that has ticked a regulatory box. It is a business that has committed to a specific standard of operation, been independently assessed against it, and accepted ongoing accountability to a regulator with real enforcement powers. That commitment is verifiable to consumers, partners, and investors in a way that self-certification never can be.

Why this matters beyond gambling

The iGaming sector arrived at this inflection point earlier than most. The consequences of non-compliance were immediately tangible to consumers. Losing a deposit on an unlicensed platform is a concrete, personal harm. That clarity does not always exist in a data privacy breach or a manipulative algorithmic recommendation, which is partly why regulation in those areas has been slower to develop teeth.

The direction of travel is consistent. The EU’s Digital Markets Act, the UK’s Online Safety Act, and emerging frameworks for AI governance all reflect the same underlying logic: digital markets that operate without credible oversight tend toward outcomes that damage consumers and, eventually, the businesses themselves. Regulatory infrastructure is not the enemy of innovation. It is the foundation on which sustainable innovation is built.

For entrepreneurs and investors tracking where durable value is being created, the signal is clear. The businesses compounding value over time are not the ones that moved fastest into unregulated territory. They are the ones that built operations around the assumption that credibility, accountability, and verifiable compliance are assets, not liabilities.

The emerging market dimension

This argument carries particular weight in markets where regulatory frameworks are still being defined. The temptation in high-growth, lower-regulation environments is to move fast and treat compliance as a future problem. That approach has produced some remarkable short-term growth stories and some equally spectacular collapses.

Questions around digital sovereignty and platform regulation are intensifying across African markets. How digital businesses scale within maturing regulatory frameworks, rather than around them, is becoming one of the most consequential strategic decisions facing the next generation of operators. The more durable model, visible in markets from fintech in Nigeria to iGaming in the UK, is to engage with regulatory development proactively rather than reactively.

The businesses that helped shape the regulatory environments they operate in are consistently the ones best positioned when those environments mature. That is not coincidence. It is the structural advantage of having treated trust as infrastructure from the start, long before it became a requirement.

The licence is not the ceiling. It is the floor from which everything else is built.

“The World Does Not Want To See An AI Iron Curtain:” China Signals AI Cooperation With US To Prevent A New Technological Cold War

0

China has offered one of its clearest indications yet that it wants artificial intelligence to become a pillar of engagement rather than confrontation with the United States, using the Communist Party’s flagship newspaper to frame AI as a potential area of cooperation between the world’s two largest economies.

In a significant commentary published Monday, the official newspaper of the Chinese Communist Party, the People’s Daily, described artificial intelligence as a “new frontier” for China-U.S. cooperation. The message comes at a pivotal moment, following agreements reached during U.S. President Donald Trump’s visit to China last month, where he and Chinese President Xi Jinping agreed to establish a government-level dialogue mechanism focused on AI.

The commentary provides an unusually detailed glimpse into how Beijing views the future of AI relations with Washington. While the technology has increasingly become a focal point of strategic competition, China is signaling that it does not want artificial intelligence to become another casualty of the broader economic and technological rivalry between the two powers.

“The world does not want to see an AI Iron Curtain,” the newspaper argued, warning against efforts to divide the technology into competing geopolitical blocs.

The message reflects Beijing’s concern that artificial intelligence could follow the path of semiconductors, telecommunications, and advanced manufacturing technologies, sectors that have become increasingly fragmented by export controls, investment restrictions, and national security concerns.

Instead, the commentary argued that competition and cooperation should coexist.

According to the article, China and the United States, as the world’s two leading AI powers, share substantial interests in ensuring that artificial intelligence develops safely, benefits humanity, and contributes to global economic development.

The statement also extended China’s long-standing criticism of Washington’s technology containment strategy into the AI arena. The newspaper accused unnamed U.S. policymakers of adopting a “zero-sum mentality” and attempting to “politicize, instrumentalize and weaponize” artificial intelligence through measures such as semiconductor export restrictions, investment controls, and limits on cloud-computing access.

The criticism mirrors Beijing’s broader opposition to what it frequently describes as America’s “small yard, high fence” strategy, which seeks to block China’s access to a narrow set of strategically important technologies while maintaining broader economic engagement.

The timing of the commentary is notable because it follows a series of high-level discussions that suggest both countries are exploring ways to manage competition in AI before it becomes destabilizing. The bilateral dialogue mechanism announced on May 19 was presented by both governments as a channel for engagement, but officials on each side have emphasized different objectives.

Beijing has consistently portrayed the initiative as a platform for cooperation, governance, and shared technological development. Washington’s messaging has been more focused on risk management and maintaining its competitive advantage. Following his meeting with Xi, Trump said the two leaders discussed AI “guard rails,” language that suggests an emphasis on preventing dangerous outcomes from increasingly powerful AI systems.

The differing perspectives became even clearer in comments by Scott Bessent, who said the two countries would begin discussions on artificial intelligence and establish protocols covering best practices.

Yet Bessent also underscored the strategic dimension of the competition.

“The reason we are able to have wholesome discussions with the Chinese on AI is because we are in the lead,” he said during a CNBC interview.

“I do not think we would be having the same discussions if they were this far ahead of us.”

Those remarks highlight the central tension shaping the relationship. While both governments acknowledge the need for dialogue on a transformative technology, neither appears willing to compromise on its ambition to dominate the sector.

The contradiction is increasingly visible across the AI industry itself.

Commercial ties between American and Chinese technology firms remain high. The People’s Daily specifically cited companies such as Nvidia, Microsoft, and Advanced Micro Devices as examples of ongoing cooperation between U.S. firms and China’s AI ecosystem.

Nvidia, in particular, continues to seek opportunities in China despite facing extensive export restrictions. CEO Jensen Huang has repeatedly described China as a critical long-term market and recently joined Trump’s delegation during the presidential visit to Beijing.

Yet the regulatory environment continues moving in the opposite direction.

On Sunday, the U.S. Commerce Department reportedly closed a loophole that had allowed overseas subsidiaries of Chinese companies to acquire Nvidia’s most advanced AI chips without obtaining a license. The move represents another tightening of Washington’s effort to restrict China’s access to cutting-edge computing power.

At the same time, leading American AI platforms such as OpenAI’s ChatGPT and Anthropic’s Claude remain unavailable in mainland China and Hong Kong, underpinning the fragmented nature of the global AI industry.

What is emerging, therefore, is a complex relationship in which cooperation and confrontation are unfolding simultaneously. Both governments recognize that AI will shape economic competitiveness, military capabilities, and geopolitical influence for decades to come. Both also understand that the technology’s global nature makes complete separation difficult.

China’s latest message suggests Beijing is attempting to prevent artificial intelligence from becoming another fully divided technology ecosystem. But it is not clear whether Washington shares that objective.

Flutterwave Strengthens Workforce With Over 100 Promotions And Cost-of-Living Adjustment

0

Africa’s fintech Unicorn Flutterwave, has announced a fresh wave of internal promotions alongside new employee support measures, underscoring its continued focus on talent development and workforce wellbeing as it scales its operations across global markets.

The fintech company revealed that over 100 of its employees were promoted this year, reflecting a culture built on ownership, performance, and consistent excellence.

Speaking on this, Flutterwave CEO Olugbenga Agboola wrote on X, that the company’s progress remains rooted in its people.

Part of his post reads,

“One of the greatest privileges of building flutterwave has been working alongside brilliant people across the world, united by a shared belief in Africa’s potential. From day one, we have focused on solving hard problems for Africa at scale.

“That journey is only possible because of Wavers who step up, take ownership, and deliver with excellence. This year, we promoted over 100 Wavers, a reflection of the strong culture of growth, ownership, and excellence we continue to build together.”

Also commenting, Annette Akpolo, Head, People and Culture at Flutterwave, emphasized the company’s holistic approach to talent management.

“Our goal has always been to build an environment where our people can focus on doing their best work, rather than being weighed down by economic anxiety,” Akpolo said.

“Pairing merit-based individual growth with supporting the collective needs of the whole team are both essential parts of how we build a company culture where people genuinely want to stay and grow over the long term.”

As seen by Tekedia, several employees at Flutterwave have taken to LinkedIn to announce recent promotions, reflecting a broader season of internal growth and recognition across the company.

The announcements underscore a culture of growth and internal mobility at Flutterwave, as employees continue to advance while contributing to the company’s broader mission of building secure and innovative financial infrastructure across Africa and beyond.

Flutterwave’s recent decision to promote a significant number of employees and roll out company-wide financial support measures, comes at a time when the global tech and fintech sector is still navigating one of the most aggressive workforce contractions in recent history.

Across the industry, layoffs have remained significant. In 2025 alone, independent tracking platforms estimate that over 150,000 tech jobs were cut globally, representing layoffs across hundreds of companies in sectors ranging from software to fintech and e-commerce.

While Nigeria does not have a single consolidated layoff tracker for fintech specifically, reporting across the ecosystem shows a consistent pattern as dozens to hundreds of roles were impacted per company in restructuring cycles.

Against these backdrop of layoffs, Flutterwave’s recent approach presents a contrasting narrative. Alongside these career advancements, the fintech unicorn is also introducing a one-time economic relief payment for employees globally, as well as cost-of-living and tax adjustment support for its Nigeria-based team, in response to evolving economic conditions.

Looking ahead to 2026, its tenth year of operations, Flutterwave expressed optimism about its future trajectory, stating that profitability remains its next key milestone as it continues to shape the next era of Africa’s payments ecosystem.

The outlook suggests a strategic transition phase as it strengthens internal capacity, investing in employee retention, and tightening operational efficiency ahead of its profitability milestone.

This historic foundation is backed by recent strong growth across key payment channels, including a 289% increase in wallet-based collections by transaction count and a 184% rise in bank transfer value over the past year, driven by increased adoption of local payment methods across markets.