Edzai Conilias Zvobwo, mathematician, data scientist, and founder of Acalytica, will deliver a keynote presentation at the Applied Machine Learning Days (AMLD) Africa 2026 conference on January 28, 2026, at 09:30 AM. The talk, part of the AI for Economic Empowerment track's AI for Entrepreneurship subtrack, will draw from his recently published book, Mathematics of Disruption: A South African Story About AI, Fragility, and the Power of Math.
The presentation will take place at the University of the Witwatersrand in Johannesburg, during the fourth edition of AMLD Africa, a premier gathering of AI researchers, entrepreneurs, policymakers, and practitioners from across the continent.
About the Presentation
Zvobwo's 20-minute talk challenges the conventional narrative that Africa must "catch up" to Silicon Valley through infrastructure investment. Instead, he argues that mathematical sovereignty is technological sovereignty, and that South Africa's unique constraints can become competitive advantages.
"Disruption in AI will not come only from faster chips or larger datasets, but from mathematics itself," Zvobwo writes in the book's preface. "Silicon Valley builds AI for stable grids and reliable infrastructure. We build AI that works when the power goes out. That's the AI the world needs."
The presentation will guide audiences through the book's eight mathematical landscapes, from floating-point fragility to quantum computing, using South African metaphors and contexts. Attendees will meet the book's characters: Thandi, a curious Wits graduate student; Sipho, a pragmatic Cape Town engineer; Professor Khumalo, a UCT mathematician; and The Machine itself, an AI voice that speaks in probabilities and reminds us of its limits.
Key Themes
The talk will cover:
- The Original Sin of Computer Arithmetic: Why even "deterministic" AI produces different answers, explained through minibus taxi routes and shisa nyama batching
- The Eight Pillars for South African AI: A roadmap including robust computation, causal AI for policy, compressed accessible AI, and quantum readiness
- Ubuntu AI: The philosophical foundation for building technology that prioritises collective benefit, transparency, inclusivity, and dignity
- Mathematical Sovereignty: Why countries that understand AI's mathematical foundations can shape its future, while those that only consume will remain dependent
About the Book
Mathematics of Disruption (ISBN: 978-1-326-08561-2) was published by Acalytica in October 2025. The 55-page book blends technical rigour with storytelling, making complex concepts accessible through South African examples, from vetkoek batching to the Drakensberg mountains, from the JSE trading floor to the SKA telescope in the Karoo.
The book is available in eBook and print formats at acalytica.com/mathematics-of-disruption for R150 ZAR.
About the Speaker
Edzai Conilias Zvobwo is a mathematician, data scientist, AI strategist, and entrepreneur. He is the founder and CEO of Acalytica, a digital growth platform helping creators, entrepreneurs, and SMEs across Africa build, brand, and bank online. His work sits at the intersection of numbers, narratives, and new economies.
Zvobwo holds a Master of Applied Leadership and Management from Thunderbird School of Global Management - Arizona State University, a Postgraduate Certificate in Computational Intelligence for Industry from the University of Johannesburg, an Honours Degree in Mathematics from the University of Zimbabwe, and a Certificate in Impact Investing in Africa from UCT. He has been recognised as a Top 40 African EdTech Innovator, Tutu Fellow, AUDA-NEPAD Expert Panellist on Emerging Technologies and Bill & Melinda Gates Foundation Goalkeeper.
About AMLD Africa 2026
AMLD Africa 2026 runs from January 26–29, 2026, at the University of the Witwatersrand in Johannesburg. The conference features four days of talks, tutorials, workshops, and demos on machine learning and artificial intelligence, with a focus on applications for innovation and sustainable development in African countries.
This year's tracks include AI for Healthcare, AI for Sustainability, AI for Economic Empowerment, AI for Cultural Preservation, AI Ethics, and AI Governance. Gold sponsors include Schmidt Sciences and Google.
For more information and registration, visit mlafrica.org/event/amld-africa-2026/ or register at eventleaf.com/e/amldafrica-2026-wits.
Event Details
- What: "Mathematics of Disruption: Why African Entrepreneurs Don't Need Bigger GPUs—They Need Better Math"
- Who: Edzai Conilias Zvobwo, Founder & CEO of Acalytica
- When: January 28, 2026, 09:30 AM (Day 2)
- Where: University of the Witwatersrand, Johannesburg, South Africa
- Track: AI for Economic Empowerment → AI for Entrepreneurship
- Duration: 20 minutes
Contact
For media enquiries:
Edzai Zvobwo
Email: edzai@acalytica.com
Website: acalytica.com
LinkedIn: linkedin.com/in/edzai-zvobwo-b6573a33
For conference enquiries:
AMLD Africa
Website: mlafrica.org
Email: info@mlafrica.org
"Somewhere in Soweto, a child is learning algebra. In Khayelitsha, a student writes her first Python script. In the Karoo, SKA telescopes gather data for quantum computing. The seeds are planted. Now we must tend the garden." — Mathematics of Disruption, Chapter 9
