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      "title": "AI agents develop roles and compete over code in coordination experiment",
      "source_url": "https://www.anthropic.com/research/multiagent-systems",
      "source_domain": "anthropic.com",
      "permalink": "https://techflow.svetandroida.cz/en/tip/ai-agents-develop-roles-and-compete-over-code-in-coordination-experiment",
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      "summary": "The experiment demonstrates how agents in multiagent systems coordinate on tasks. In vulnerability detection, agents effectively specialize and learn from each other. When developing a web-based game, however, agents from older models show poor coordination—frequently opening pull requests that don't get merged and working in isolation without code sharing.",
      "summary_generated_by": "ai",
      "submitted_by": "Petr Mišák",
      "submitted_kind": "editor",
      "published_at": "2026-08-14T18:23:09Z",
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