{
  "id": 14857882,
  "title": "Learning Self-Orchestration in Decentralized Agent Swarms",
  "url": "https://urgent.news/2026/10/15/learning-self-orchestration-in-decentralized-agent-swarms",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-15T17:51:57.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2610.22322v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "The capabilities of an agent swarm depend on both its individual members and how they coordinate. Yet existing multi-agent systems often train agents within fixed orchestration structures, separating the learning of individual capabilities from the organization of collective behavior. We introduce market-based post-training (MPT), a framework for jointly learning action policies and…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}