What is Quadratic Intelligence Swarm (QIS)?

QIS is a protocol for decentralized insight sharing in multi-agent AI, enabling quadratic intelligence scaling without central orchestrators.

How does QIS fix LangGraph scaling issues?

Agents post distilled outcomes to problem-keyed addresses; peers retrieve locally, bypassing hub bottlenecks for O(log N) costs and Θ(N²) smarts.

Yes — layer under LangGraph/AutoGen using DHT, Redis, or even shared folders. Start with Trevethan's open repo.

🤖 AI & Machine Learning

Your slick multi-agent setup shines at 10 agents, then craters. QIS flips the script with decentralized insight sharing that scales quadratically.

theAIcatchup Apr 08, 2026 3 min read

Current agent frameworks hit O(N) ceilings from central orchestrators, killing scalability past 30 agents. 𝕏
QIS enables Θ(N²) intelligence via peer insight sharing on semantic addresses, with O(log N) costs. 𝕏
Flexible transports like DHT or shared folders make QIS practical today under any agent stack. 𝕏

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#QIS #Quadratic Intelligence Swarm #decentralized AI architecture #multi-agent AI

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Originally reported by Dev.to