> Markdown version of [/@john-malcolm](https://www.wearedevelopers.com/@john-malcolm). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # John Malcolm Product lead at Multiverse Computing focused on AI models and financial validation. ## About John Malcolm builds and evaluates AI models as the product lead at Multiverse Computing. Before moving into technical strategy, he worked as a quantitative analyst at the Ontario Teachers' Pension Plan, where he assessed risk in derivative valuation models. Armed with a PhD in theoretical physics, John focuses on the strict math behind complex systems. He breaks down the commercial realities of these tools, most recently covering the unit economics of AI. He is based in Toronto. ## Upcoming Sessions ### World Congress 2026 North America · September 23, 2026 San José, CA - [The Unit Economics of AI](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1891-the-unit-economics)