Big Ideas 2026: Physical AI and the Industrial Stack

This shift carries genuine risks. The same tools that can detect wildfires or prevent job site accidents could actually enable dystopian nightmares as well. The way that software will affect the physical world is through these sort of embodied electrified components. We're seeing founders try to reduce these problems into kind of a decomposable set of modular parts such that you can apply the principles of an assembly line to society scale problems. The problem with messy data is not a new one, and it's at the heart of this broader movement. The winners in this next wave will be those that really earn public trust, building privacy preserving, interoperable AI native systems that make society both more legible without making it less free. What will define the next year of building? Our twenty twenty six ideas reflect the themes our investing teams believe will shape how technology evolves next. This episode is built around four big ideas about AI leaving the screen and entering the physical economy. When AI moves into factories, construction sites, supply chains, and critical infrastructure, the rules change. Reliability matters, real world constraints show up fast, and the advantage shifts from teams that can build systems, not just software. You're gonna hear three perspectives on what enables that shift. A factory first mindset, an electro industrial stack, physical observability, and the industrial data frontier. To start, we need the operating model. Aaron Preistright argues that we're entering a renaissance of the American factory, not just as a building, but as a set of principles. The idea is to apply assembly line logic to problems like energy, mining, construction, and manufacturing, using modularity, autonomy, and skilled labor to turn complex work into repeatable systems. Here's Erin. My big idea for 2026 is the renaissance of the American factory. The autonomy alongside skilled labor will make complex, bespoke processes operate like an assembly line. America's first great century was built on industrial string, but it's no secret that we've lost a lot of that muscle. Some of that has been from offshoring, from from the financialization of everything in the eighties leading to the large scale offshoring of industrial manufacturing in the nineties and February. Some of it dates back to regulation. So rules and agencies and processes that were put in place, usually for very good and specific reasons at the time, have built up over time into a crust that makes it, you know, very hard to do new things and to build new things in America. But here we are, and we have to figure out how to reinstill a culture of building in this country. I'm not just talking about a factory in a literal sense. Like you have a warehouse with an assembly line, where you have some mix of humans and machines, and at the end of the factory line, there's a widget that pops out. I'm really thinking about the principles of an assembly line full stop, and how are …