Graphs Tame the Chaos of Scaling AI Agents to 300

Roger_M_Taylor · x · 2026-08-23

Running hundreds of agents creates thousands of potential relationships, leading to duplicate findings and isolated reports. The solution is a graph-based architecture: instead of producing 300 separate reports, agents feed into shared entities, edges, and clusters to form a single connected research map. This approach, referenced in Kimi's architecture, converts raw information into structured knowledge.

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