The Protocol Moment at Forbes Under 30 2026: Understanding Quadratic Intelligence Swarm (QIS)
This article explains the concept of Quadratic Intelligence Swarm (QIS), a new protocol that will be a key topic at the Forbes Under 30 Summit in 2026. QIS changes how distributed intelligence systems work, addressing the scalability issues of existing approaches like Federated Learning and centralized orchestrators.
Why it matters
QIS represents a fundamental shift in how distributed intelligence systems can be built, addressing key scalability limitations of existing approaches. This will impact a wide range of AI products, infrastructure, and distributed systems being developed.
Key Points
- 1QIS is a protocol layer that changes how intelligence moves between nodes in a distributed system
- 2The breakthrough is a closed loop where each agent both contributes and receives intelligence
- 3Routing is done by semantic similarity to a deterministic address, not by broadcasting to everyone
- 4Intelligence grows quadratically with the number of agents, while compute cost per agent stays logarithmic
Details
The article explains that most distributed AI systems today suffer from scalability issues - intelligence scales linearly while compute costs scale quadratically. Existing approaches like Federated Learning and centralized orchestrators have structural limitations that prevent them from handling large numbers of agents efficiently. On June 16, 2025, Christopher Thomas Trevethan discovered an architecture called Quadratic Intelligence Swarm (QIS) that inverts this relationship. QIS is a protocol layer that changes how intelligence moves between nodes. It uses a closed loop where each agent both contributes and receives intelligence, with routing based on semantic similarity rather than broadcasting. This allows intelligence to grow quadratically with the number of agents, while keeping compute cost per agent logarithmic. The breakthrough is not any single technical component, but the overall closed loop architecture and semantic addressing. QIS is covered by 39 provisional patents.
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