Small perturbations, cascading consequences : that's the core lesson of chaos theory, and exactly why interpretability matters when we hand decisions to models we don't fully understand.
I'm a Mathematical Engineering student (M1) at ENSGMM, UNSTIM in Benin, working at the intersection of applied mathematics, dynamical systems, and deep learning. My focus is AI safety and mechanistic interpretability — understanding why a model behaves the way it does, not just confirming that it works.
Before committing fully to research, I spent a year as founder and CEO of Kreators Funnels, a marketing agency building full-stack sales funnels, so alongside the math, I bring a working understanding of how to actually ship, market, and sell something. In parallel, I write essays on AGI risk, algorithmic control, and cognitive agency, and I read a lot of sci-fi, which probably isn't a coincidence.
- Mathematical Engineering & Modeling, ENSGMM (UNSTIM) — 2024–2027, after intensive prep classes at INSPEI (2022–2024)
- Currently modeling chaotic dynamical systems and probing black-box opacity in deep networks
- Writing on AGI macro-societal risk, the control problem, and cognitive agency
- Former founder & CEO, Kreators Funnels — full-stack sales-funnel agency
- Benin, West Africa
Core Languages (Julia, R, Python top-rated)
Math & Modeling Statistics · Probability · Optimization · Operations Research · Numerical Simulation · Dynamical Systems
Data, Tools & IDEs
Also: RStudio · PyCharm · IntelliJ IDEA · Eclipse
AI / LLM Tooling Claude · ChatGPT · Gemini · Perplexity · Krea
Design & Growth Stack
Automation & funnels: Make · Pabbly Connect · Systeme.io · GoHighLevel · Learnybox
2024 – 2027 National School of Mathematical Engineering and Modeling (ENSGMM, UNSTIM) Engineering Student — admission by selective screening following the Preparatory Program
2022 – 2024 Preparatory Classes for Engineering Schools (INSPEI) Intensive training in mathematics, physics, and engineering sciences for entrance exams to Benin's engineering schools
2022 CSPGA School Complex High School Diploma (Series C), with honors
| Project | Stack / Methods | Focus & Summary |
|---|---|---|
| The Lorenz System | Julia, Runge-Kutta | Deep study of 4D chaotic dynamical systems with cryptographically secure random bit generators and 3D sensitivity analysis |
| Quantization in PRNG | Post-Quantum Cryptography | Impact of quantization on pseudo-random number generators — entropy testing and cryptographic cycle-period evaluation |
| ARC-Mémoires | AI, NLP, Vector DB | Intelligent academic platform with vectorized archive indexing, semantic search, and AI-assisted summarization |
| Monty Hall Problem | R, Statistics | Statistical validation of the Monty Hall paradox — conditional probability demonstration with asymptotic convergence analysis |
| Poisson Regression (GLM) | R, GLMs | Full implementation of a Poisson regression model with diagnostics, residual evaluation, and statistical interpretation |
| Four in a Row | Java, OOP | Connect Four engine with adversarial Minimax AI, modular architecture, and full unit test coverage |
Kreators Funnels — Founder & CEO (March 2025 – February 2026) Built and ran a marketing agency specializing in full-stack sales funnels, giving me hands-on experience with the business side of shipping products — offer design, funnel architecture, and growth automation — alongside the technical and research work above.
Certifications
- Fundamentals of Deep Learning
- Udara Project — Certificate of Participation
- Systeme.io — Offer Creation
- Systeme.io — Funnel Design
📄 "AI, Influence and the Future of Humanity" — Feb 2026 (French) On AI's societal trajectory: cognitive dependence, the concentration of power between AI producers and consumers, energy costs, and the control problem of systems that act in ways their creators didn't anticipate.
📄 "AI: Towards the Dehumanization of Humanity?" — Dec 2025 (French) Examines macro-societal AGI risk: the erosion of human agency through economic dependence, hyper-concentration of power among tech monopolies, and the "black box" opacity of deep learning.
📚 Reading (sci-fi, psychology, personal development, spirituality, marketing) · ✏️ Drawing · 🏀 Basketball · 🎵 Music
Languages: French (Native) · Fongbé (Native) · English (Professional, B1)
📧 Email · 💼 LinkedIn · 🌐 Blog · 🗂️ Portfolio