The Dangerous Math Behind AI Layoffs

What happens if every company layoffs workers with AI? At first, the math looks amazing. Lower salaries, higher profits, faster productivity. But there’s a hidden problem.Those workers were also customers. In this video, we break down the economics behind AI layoffs using concepts like the Prisoner’s Dilemma, Tragedy of the Commons, Nash Equilibrium, Pigouvian Taxes, and the Red Queen Effect. Based on the 2026 research paper “The AI Layoff Trap” from researchers at UPenn and Boston University, this video explains why individually rational AI decisions can collectively damage the economy. We’ll also explore: • Why AI layoffs spread across industries • Why companies can’t easily stop automating • Why UBI alone may not solve the issue • How incentives shape corporate behavior • Why better AI could actually worsen the problem • The one policy mechanism the paper claims can work 📚 Resources: → ByteMonk Blog: https://blog.bytemonk.io/ → System Design Course: https://academy.bytemonk.io/courses → LinkedIn: https://www.linkedin.com/in/bytemonk/ → Github: https://github.com/bytemonk-academy → AI Layoff Trap Paper: https://arxiv.org/abs/2603.20617 📌 Timestamps 0:00 – Block lays off 4,000 employees over AI automation fears 0:23 – The hidden economic problem behind AI replacing workers 1:00 – Why workers are also the customers keeping businesses alive 2:02 – How AI layoffs create a tragedy of the commons 3:48 – The prisoner’s dilemma of AI automation between companies 5:22 – Why most proposed AI unemployment solutions fail 7:07 – Pigouvian tax explained as the only mathematically stable solution 8:23 – Why better AI could make the economic trap even worse 9:14 – The biggest unanswered question about AI and future jobs https://www.youtube.com/playlist?list=PLJq-63ZRPdBt423WbyAD1YZO0Ljo1pzvY https://www.youtube.com/playlist?list=PLJq-63ZRPdBssWTtcUlbngD_O5HaxXu6k https://www.youtube.com/playlist?list=PLJq-63ZRPdBu38EjXRXzyPat3sYMHbIWU https://www.youtube.com/playlist?li