QIS Outcome Routing with SQLite — Quadratic Intelligence on Any Device, No Server Required

You have a Raspberry Pi running a soil moisture sensor network across 200 acres. No persistent internet. No cloud budget. A single 4G modem that drops during rain — which is exactly when the irrigation data matters most. You want each sensor node to benefit from what every other similar node learned: which moisture threshold predicted yield loss, which irrigation timing worked, which soil type required a different response curve. You want collective intelligence. But you cannot run Kafka on a Pi Zero. You cannot run ChromaDB on 512 MB of RAM. You cannot afford the cloud egress fees for 200 nodes transmitting all day. SQLite runs on every device on Earth. It runs in browsers. It runs in mobile apps. It runs in firmware. It runs in aircraft flight recorders, in United States Congress legislative databases, in Adobe Lightroom, in every iPhone. There are more SQLite databases in production right now than all other database engines combined — by orders of magnitude. And it turns out SQLite