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 shift for our local-first stack. We are moving away from generic AI (probabilistic, stateless text generation) and into HI (Human-Engineered Intelligence)—where persistent identity, cognitive structure, and permanent memory are hardcoded into a ...