We're in 1885 Industrial Revolution England Right Now

By 20VC

Categories: VC, Startup

Summary

We're at an 1885 Industrial Revolution moment where AI labs operate like factories running generators at half capacity. The breakthrough opportunity: pool resources so different applications can spike demand at different times, maximizing utilization and output—a infrastructure consolidation play waiting to happen.

Key Takeaways

1. Current frontier AI labs operate inefficiently like 1885 factories—each running independent generators at 50% capacity. Consolidating compute infrastructure across applications with staggered peak demand could dramatically improve utilization.
2. The 1885 analogy reveals the infrastructure arbitrage opportunity: different AI workloads have different peak times (e.g., consumer apps vs. enterprise tools). Pooling shared compute enables load balancing and prevents waste.
3. Historical parallel suggests the next wave won't be better models, but better infrastructure. The steam engine (compute) exists; the innovation is in distribution and utilization efficiency.
4. This framework applies to any capital-intensive frontier technology. First wave: discover the core technology. Second wave: optimize distribution and shared infrastructure to maximize output.

Topics

• AI Infrastructure Consolidation
• Compute Resource Pooling
• Frontier Technology Economics
• Industrial Revolution Parallels
• GPU Utilization Optimization

Transcript Excerpt

We're roughly in 1885 Industrial Revolution England right now, where you have all, you know, these these frontier labs are like factories. The steam engine has been discovered. You can use steam to produce all kinds of new products, and many of them are running their own generators in their backyards at half capacity. And I'm going, "This makes no sense. Let's all pool our generators so that a shoe factory can spike up during the day, a steel factory can spike up during the night, and then you m...