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FRACTAL: A self-similar multi-agent orchestration architecture with formal bounds

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In brief

  1. Recursive architecture with five identical components for task decomposition.
  2. Linear communication bound (O(kr)) versus quadratic for free-form debates.
  3. Supermajority convergence guarantee and inter-layer escalation mechanism.

FRACTAL introduces a recursive multi-agent architecture where five identical components operate at every level of a task decomposition tree. The paper formalizes communication, convergence, and depth bounds, along with an inter-layer escalation mechanism, without claiming empirical performance.

This summary gives you the essentials. The full article, its figures and quotes are on cs.AI updates on arXiv.org.

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