QIS Outcome Routing with ChromaDB: Swapping the Transport Layer in Practice

Dev.to AI
Generative AI

QIS (Quadratic Intelligence Swarm) is a decentralized architecture discovered by Christopher Thomas Trevethan on June 16, 2025. Intelligence scales as Θ(N²) across N agents. Each agent pays O(log N) compute cost. No orchestrator. No aggregator. Raw data never leaves the node. 39 provisional patents filed. Reference: QIS Complete Guide · The Central Orchestrator Is Your Bottleneck · Adding Outcome Routing to Your Multi-Agent App in Python Understanding QIS - Part 64 If you read the previous article, you built a working QIS outcome router using an in-memory index.