AI Engineer · Entrepreneur · Researcher
I build intelligent systems for real-world problems.
I explore how technology, ideas, and institutions shape the world through engineering, research, entrepreneurship, and writing.
Refjou
Refjou is a daily reflection platform designed to turn ordinary experiences into a visible record of personal growth. It combines journaling, self-assessment, streak tracking, and shared reflection to help people build consistency and learn from their everyday lives.
View projectpy-modu — Run Python Projects Without Remembering Filenames
py-modu is a lightweight, open-source Python CLI tool that simplifies running Python projects with a single command, `pyrun .`, automatically discovering entry points without requiring developers to remember filenames.
View projectRepoTrace | GitHub Contribution Intelligence
RepoTrace is a GitHub contribution intelligence platform that analyzes who built what, measures individual contribution percentages, and reveals how developers shape a codebase. It goes beyond commit counts to provide deeper insights into team contributions and code ownership.
View project- InvestigationDevelopment Economics / Institutional Design
Building for Realities, Not Assumptions: Why Good Solutions Fail When They Ignore the Environments They Are Built For
Why do promising solutions struggle when introduced into environments they were not designed for? This investigation examines how infrastructure, institutions, affordability, behavior, and local capabilities influence development outcomes. Using evidence from Kenya, Nigeria, and Rwanda, it compares technological interventions with the conditions that made them work, revealing why successful innovation depends not only on the quality of an idea but on its fit with the realities in which it must operate.
Read research - InvestigationMachine Learning / Language Model Architectures
Beyond the Next Token: Are We Teaching AI to Generate Language or Organize Thought?
Language models traditionally generate text one token at a time. But must intelligence remain tied to that sequence? This investigation examines Next-Concept Modeling, latent reasoning, and hybrid AI architectures through published experiments. It evaluates whether hierarchical representations and internal computation can improve generation efficiency and problem-solving, while questioning whether these advances represent deeper reasoning or simply more efficient ways of processing information.
Read research - InvestigationPolitical Economy
The Architecture of Stagnation
Why do dysfunctional systems persist even when their failures are widely recognized? The Architecture of Stagnation investigates how institutional inertia, entrenched incentives, concentrated power, and coordination failures sustain ineffective systems. Drawing on institutional economics, political theory, and historical case studies, it examines why recognizing failure rarely produces meaningful reform and explores the conditions under which lasting systemic change becomes possible.
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- Opinion, EssaysOct 202616 min read
Nigeria Is Not Poor Because We Lack Problems
Nigeria has no shortage of problems, but who is building the solutions? My perspective on Tinubu, wealth creation, education, personal responsibility, and why the next generation must become builders of the economy it wants to inherit.
Read article - PhilosophyOct 202615 min read
The Architecture of Independent Thinking
Most people believe they think for themselves, yet many of their opinions are inherited from culture, fear, belonging, and habit. This essay explores what it truly means to think independently.
Read article - EngineeringOct 202610 min read
Intelligence Is Not the Same as Reliability
Modern AI systems can appear intelligent while remaining fragile, unpredictable, and difficult to trust. This essay explores why real AI engineering depends on reliability, not just model capability.
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