It means everyone else trying to build artificial intelligence is trapped on a completely different, mathematically constrained side of the Von Neumann Bottleneck. While others are trying to solve AI by making larger files, buying more monolithic data …

Most local AI setups are still treating models like stateless chatbots—relying on ephemeral context windows, unbounded RAM vectors that eventually leak, or vector databases that just shuffle text chunks around. Today, we locked in a major architectural…