\u516c\u958b\u65e5\uff1a2026\u5e748\u670829\u65e5
Domain Asset\uff1aselforganization.ai
Acquired\uff1aAugust 28, 2026
Current Phase\uff1aObserve<\/p>\n\n\n\n
22degrees\u306f2026\u5e748\u670828\u65e5\u3001selforganization.ai\u3092\u300cDomain Asset 002\u300d\u3068\u3057\u3066\u53d6\u5f97\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
22degrees\u3067\u306f\u3001.ai\u30c9\u30e1\u30a4\u30f3\u3092\u5358\u306a\u308b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u30a2\u30c9\u30ec\u30b9\u3068\u3057\u3066\u3060\u3051\u3067\u306f\u306a\u304f\u3001AI\u3001\u7814\u7a76\u3001\u6280\u8853\u3001\u7523\u696d\u3001\u793e\u4f1a\u306e\u5909\u5316\u306b\u3088\u3063\u3066\u3001\u305d\u306e\u8a00\u8449\u304c\u5c06\u6765\u3069\u306e\u3088\u3046\u306a\u610f\u5473\u3084\u5f79\u5272\u3092\u6301\u3064\u3088\u3046\u306b\u306a\u308b\u306e\u304b\u3092\u7d99\u7d9a\u7684\u306b\u89b3\u5bdf\u3059\u308b\u300c\u8a00\u8449\u306e\u30c7\u30b8\u30bf\u30eb\u8cc7\u7523\u300d\u3068\u3057\u3066\u6349\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
selforganization.ai\u306b\u3064\u3044\u3066\u6700\u521d\u306b\u7814\u7a76\u5bfe\u8c61\u3068\u3059\u308b\u306e\u306f\u3001\u305d\u306e\u57fa\u790e\u3068\u306a\u308b\u6982\u5ff5\u3067\u3042\u308b\u300cSelf-Organization\uff08\u81ea\u5df1\u7d44\u7e54\u5316\uff09\u300d\u3067\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u306f\u3001AI\u306e\u767b\u5834\u306b\u3088\u3063\u3066\u751f\u307e\u308c\u305f\u65b0\u3057\u3044\u8a00\u8449\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u7269\u7406\u5b66\u3001\u5316\u5b66\u3001\u751f\u7269\u5b66\u3001\u8907\u96d1\u7cfb\u3001\u901a\u4fe1\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30ed\u30dc\u30c6\u30a3\u30af\u30b9\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u793e\u4f1a\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u9577\u3044\u9593\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u7814\u7a76\u3055\u308c\u3066\u304d\u305f\u6982\u5ff5\u3067\u3059\u3002<\/p>\n\n\n\n
2025\u5e74\u306bnpj Complexity\u306b\u63b2\u8f09\u3055\u308c\u305fReview Article\u300cSelf-organizing systems: what, how, and why?\u300d\u3067\u3082\u3001Self-Organization\u304c\u7269\u7406\u3001\u5316\u5b66\u3001\u751f\u7269\u3001\u901a\u4fe1\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30ed\u30dc\u30c6\u30a3\u30af\u30b9\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u8a00\u8a9e\u3001\u793e\u4f1a\u3001\u90fd\u5e02\u3001\u5de5\u5b66\u306a\u3069\u3001\u5e45\u5e83\u3044\u9818\u57df\u306b\u307e\u305f\u304c\u308b\u6982\u5ff5\u3068\u3057\u3066\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3057\u304b\u30572026\u5e74\u73fe\u5728\u3001\u3053\u306e\u53e4\u304f\u304b\u3089\u5b58\u5728\u3059\u308b\u6982\u5ff5\u304c\u3001<\/p>\n\n\n\n
AI Agents
Multi-Agent Systems
Collective Intelligence
Distributed AI
Swarm Robotics
Autonomous Systems<\/p>\n\n\n\n
\u306a\u3069\u306e\u767a\u5c55\u3092\u901a\u3058\u3066\u3001AI\u6642\u4ee3\u306b\u65b0\u3057\u3044\u6280\u8853\u7684\u610f\u5473\u3092\u6301\u3061\u59cb\u3081\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u7b2c\u4e00\u7814\u7a76\u767a\u8868\u3067\u306f\u30012026\u5e748\u6708\u6642\u70b9\u3067\u78ba\u8a8d\u3067\u304d\u308b\u7814\u7a76\u30fb\u6280\u8853\u52d5\u5411\u3092\u3082\u3068\u306b\u3001Self-Organization\u306e\u73fe\u5728\u4f4d\u7f6e\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
Self-Organization\uff08\u81ea\u5df1\u7d44\u7e54\u5316\uff09\u3068\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u4e00\u3064\u306e\u4e2d\u592e\u6307\u4ee4\u306b\u3088\u3063\u3066\u8a73\u7d30\u306b\u5236\u5fa1\u3057\u306a\u304f\u3066\u3082\u3001\u500b\u3005\u306e\u8981\u7d20\u304c\u5c40\u6240\u7684\u306b\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u5168\u4f53\u3068\u3057\u3066\u79e9\u5e8f\u3001\u69cb\u9020\u3001\u30d1\u30bf\u30fc\u30f3\u3001\u5f79\u5272\u3001\u6a5f\u80fd\u306a\u3069\u304c\u5f62\u6210\u3055\u308c\u3066\u3044\u304f\u73fe\u8c61\u3084\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\n\n\n\n
\u81ea\u7136\u754c\u306b\u306f\u3001\u305d\u306e\u7406\u89e3\u306b\u3064\u306a\u304c\u308b\u591a\u304f\u306e\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u7d30\u80de\u3001\u751f\u7269\u96c6\u56e3\u3001\u6606\u866b\u306e\u7fa4\u308c\u3001\u9b5a\u7fa4\u3001\u9ce5\u306e\u7fa4\u308c\u306a\u3069\u3067\u306f\u3001\u500b\u3005\u306e\u69cb\u6210\u8981\u7d20\u304c\u5fc5\u305a\u3057\u3082\u5168\u4f53\u3092\u628a\u63e1\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u305d\u308c\u3067\u3082\u3001\u500b\u3005\u306e\u76f8\u4e92\u4f5c\u7528\u306e\u7a4d\u307f\u91cd\u306d\u306b\u3088\u3063\u3066\u3001\u96c6\u56e3\u5168\u4f53\u3068\u3057\u3066\u8907\u96d1\u306a\u69cb\u9020\u3084\u884c\u52d5\u304c\u5f62\u6210\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u3092\u8003\u3048\u308b\u4e0a\u3067\u91cd\u8981\u306a\u306e\u306f\u3001<\/p>\n\n\n\n
\u300c\u500b\u3005\u306e\u5c40\u6240\u7684\u306a\u76f8\u4e92\u4f5c\u7528\u304b\u3089\u3001\u5168\u4f53\u3068\u3057\u3066\u79e9\u5e8f\u3084\u6a5f\u80fd\u304c\u5f62\u6210\u3055\u308c\u308b\u300d<\/p>\n\n\n\n
\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u8003\u3048\u65b9\u306fComplex Systems\uff08\u8907\u96d1\u7cfb\uff09\u3084Emergence\uff08\u5275\u767a\uff09\u3068\u3082\u6df1\u304f\u95a2\u4fc2\u3057\u3066\u304a\u308a\u3001AI\u4ee5\u524d\u304b\u3089\u5e45\u5e83\u3044\u79d1\u5b66\u9818\u57df\u3067\u7814\u7a76\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u3057\u305f\u304c\u3063\u3066Self-Organization\u306f\u3001AI\u306b\u3088\u3063\u3066\u65b0\u3057\u304f\u4f5c\u3089\u308c\u305f\u4e00\u6642\u7684\u306a\u6280\u8853\u7528\u8a9e\u3067\u306f\u306a\u304f\u3001\u9577\u3044\u7814\u7a76\u53f2\u3092\u6301\u3064\u5b66\u969b\u7684\u306a\u57fa\u790e\u6982\u5ff5\u3067\u3059\u3002<\/p>\n\n\n\n
AI\u306e\u5229\u7528\u306f\u3001\u4e00\u3064\u306eAI Model\u3084\u4e00\u3064\u306eAI Assistant\u306b\u5bfe\u3057\u3066\u4eba\u304c\u6307\u793a\u3092\u4e0e\u3048\u3001AI\u304c\u305d\u308c\u306b\u5fdc\u7b54\u3059\u308b\u69cb\u9020\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u8907\u6570\u306eAI Agents\u304c\u76f8\u4e92\u306b\u60c5\u5831\u3092\u4ea4\u63db\u3057\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u5f79\u5272\u3092\u62c5\u3044\u306a\u304c\u3089\u4e00\u3064\u306e\u76ee\u7684\u306b\u5411\u304b\u3063\u3066\u52d5\u304fMulti-Agent Systems\u3078\u62e1\u5f35\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u3053\u3067\u65b0\u3057\u3044\u554f\u3044\u304c\u751f\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u591a\u6570\u306eAI Agents\u304c\u5b58\u5728\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001<\/p>\n\n\n\n
\u8ab0\u304c\u5f79\u5272\u3092\u6c7a\u3081\u308b\u306e\u304b\u3002<\/p>\n\n\n\n
\u8ab0\u304c\u4ed5\u4e8b\u3092\u5206\u914d\u3059\u308b\u306e\u304b\u3002<\/p>\n\n\n\n
\u8ab0\u304c\u5168\u4f53\u3092\u7ba1\u7406\u3059\u308b\u306e\u304b\u3002<\/p>\n\n\n\n
\u72b6\u6cc1\u304c\u5909\u5316\u3057\u305f\u3068\u304d\u306b\u3001\u5f79\u5272\u3084\u5354\u8abf\u95a2\u4fc2\u3092\u3069\u306e\u3088\u3046\u306b\u5909\u66f4\u3059\u308b\u306e\u304b\u3002<\/p>\n\n\n\n
Agent\u306e\u6570\u304c\u5927\u5e45\u306b\u5897\u3048\u305f\u5834\u5408\u306b\u3082\u3001\u4e2d\u592e\u7ba1\u7406\u3060\u3051\u3067\u52b9\u7387\u7684\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u306e\u304b\u3002<\/p>\n\n\n\n
\u3068\u3044\u3046\u554f\u984c\u3067\u3059\u3002<\/p>\n\n\n\n
\u4e00\u3064\u306e\u65b9\u6cd5\u306f\u3001Supervisor\u3084Orchestrator\u3068\u547c\u3070\u308c\u308b\u4e2d\u592e\u7684\u306aAgent\u3084\u4ed5\u7d44\u307f\u304c\u5168\u4f53\u3092\u7ba1\u7406\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9\u3067\u3001Agents\u81ea\u8eab\u304c\u5468\u56f2\u306e\u72b6\u6cc1\u3084\u4ed6\u306eAgents\u306e\u884c\u52d5\u3092\u8a8d\u8b58\u3057\u306a\u304c\u3089\u3001\u5f79\u5272\u3001\u5354\u529b\u95a2\u4fc2\u3001\u884c\u52d5\u3092\u5909\u5316\u3055\u305b\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3068\u3057\u3066\u69cb\u9020\u3084\u79e9\u5e8f\u3092\u5f62\u6210\u3059\u308b\u3068\u3044\u3046\u5225\u306e\u65b9\u5411\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u5f8c\u8005\u306e\u65b9\u5411\u306f\u3001Self-Organization\u3068\u3044\u3046\u9577\u3044\u6b74\u53f2\u3092\u6301\u3064\u6982\u5ff5\u3068\u5f37\u3044\u610f\u5473\u7684\u30fb\u6280\u8853\u7684\u63a5\u7d9a\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u91cd\u8981\u306a\u306e\u306f\u3001<\/p>\n\n\n\n
Multi-Agent AI\u304c\u6210\u9577\u3059\u308b\u3053\u3068<\/p>\n\n\n\n
\u3068\u3001<\/p>\n\n\n\n
Self-Organizing AI\u304c\u5e83\u304f\u63a1\u7528\u3055\u308c\u308b\u3053\u3068<\/p>\n\n\n\n
\u306f\u540c\u3058\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n
Multi-Agent Systems\u304c\u62e1\u5927\u3057\u305f\u3068\u3057\u3066\u3082\u3001\u4e2d\u592e\u96c6\u6a29\u7684\u306aSupervisor\u3084Orchestrator\u3092\u4e2d\u5fc3\u3068\u3057\u305fArchitecture\u304c\u4e3b\u6d41\u306b\u306a\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u304c\u3069\u306e\u7a0b\u5ea6\u91cd\u8981\u306a\u8a2d\u8a08\u601d\u60f3\u306b\u306a\u308b\u306e\u304b\u306f\u3001\u4eca\u5f8c\u89b3\u5bdf\u3059\u3079\u304d\u7814\u7a76\u30c6\u30fc\u30de\u3067\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u3068AI Agents\u3068\u306e\u63a5\u7d9a\u306f\u3001\u3059\u3067\u306b\u7814\u7a76\u8ad6\u6587\u306e\u4e2d\u306b\u3082\u73fe\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
2025\u5e74\u306eConference on Empirical Methods in Natural Language Processing\uff08EMNLP 2025\uff09\u3067\u767a\u8868\u3055\u308c\u305f\u7814\u7a76\u3001<\/p>\n\n\n\n
\u201cReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks\u201d<\/p>\n\n\n\n
\u306f\u3001\u305d\u306e\u30bf\u30a4\u30c8\u30eb\u306b\u660e\u78ba\u306b\u300cSelf-organizing LLM-based Multi-Agent System\u300d\u3068\u3044\u3046\u8868\u73fe\u3092\u63b2\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u7814\u7a76\u3067\u306f\u3001LLM\u3092\u5229\u7528\u3057\u305fMulti-Agent Systems\u3092\u5bfe\u8c61\u306b\u3001\u30bf\u30b9\u30af\u306e\u69cb\u9020\u5316\u3084Agent\u306e\u9078\u629e\u30fb\u5354\u8abf\u306b\u95a2\u4fc2\u3059\u308bSelf-Organizing\u578b\u306e\u4ed5\u7d44\u307f\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u7814\u7a76\u306fEMNLP 2025\u306e\u6b63\u5f0fProceedings\u306b\u63b2\u8f09\u3055\u308c\u305f\u7814\u7a76\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u4e00\u3064\u306e\u7814\u7a76\u6210\u679c\u3060\u3051\u306b\u3088\u3063\u3066\u3001<\/p>\n\n\n\n
\u300cSelf-Organizing AI\u304c\u3059\u3067\u306b\u78ba\u7acb\u3057\u305f\u300d<\/p>\n\n\n\n
\u3068\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u6ce8\u76ee\u3059\u3079\u304d\u306a\u306e\u306f\u3001<\/p>\n\n\n\n
Self-Organization\u3068\u3044\u3046\u5f93\u6765\u304b\u3089\u5b58\u5728\u3059\u308b\u6982\u5ff5\u304c\u3001LLM\u3092\u5229\u7528\u3057\u305f\u65b0\u3057\u3044Multi-Agent Systems\u306e\u7814\u7a76\u8a9e\u5f59\u3068\u3057\u3066\u5b9f\u969b\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b<\/p>\n\n\n\n
\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u3068LLM Agents\u3068\u306e\u63a5\u7d9a\u306f\u3001selforganization.ai\u3092\u4eca\u5f8c\u89b3\u5bdf\u3057\u3066\u3044\u304f\u4e0a\u3067\u91cd\u8981\u306a\u7814\u7a76\u30c6\u30fc\u30de\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u3068AI\u306e\u63a5\u7d9a\u306f\u3001LLM\u3060\u3051\u306b\u9650\u5b9a\u3055\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
Princeton University\u306eNagpal Lab\uff08Self-Organizing Swarms & Robotics Lab\uff09\u306f\u3001\u516c\u5f0fResearch Page\u306b\u304a\u3044\u3066\u7814\u7a76\u30c6\u30fc\u30de\u306e\u4e00\u3064\u3068\u3057\u3066\u3001<\/p>\n\n\n\n
\u201cCollective AI and Self-organization\u201d<\/p>\n\n\n\n
\u3092\u63b2\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u540c\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u3067\u306f\u3001\u751f\u7269\u306b\u898b\u3089\u308c\u308bSelf-Organization\u304b\u3089\u7740\u60f3\u3092\u5f97\u306a\u304c\u3089\u3001Multi-Agent Models\u3001Decentralized Coordination\u3001\u5c40\u6240\u7684\u306a\u76f8\u4e92\u4f5c\u7528\u3001Stigmergy\u3001Collective Intelligence\u306a\u3069\u306b\u95a2\u9023\u3059\u308b\u7814\u7a76\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u306fSelf-Organization\u304c\u3001<\/p>\n\n\n\n
Artificial Intelligence
Robotics
Biology
Collective Intelligence<\/p>\n\n\n\n
\u3092\u6a2a\u65ad\u3059\u308b\u6982\u5ff5\u3068\u3057\u3066\u7814\u7a76\u3055\u308c\u3066\u3044\u308b\u4e00\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n
AI\u304c\u4e00\u3064\u306e\u77e5\u80fd\u3060\u3051\u3067\u306f\u306a\u304f\u3001<\/p>\n\n\n\n
\u300c\u8907\u6570\u306e\u77e5\u80fd\u306e\u96c6\u56e3\u300d<\/p>\n\n\n\n
\u3078\u5e83\u304c\u3063\u3066\u3044\u304f\u5834\u5408\u3001\u500b\u3005\u306eAI\u306e\u6027\u80fd\u3060\u3051\u3067\u306f\u306a\u304f\u3001<\/p>\n\n\n\n
\u591a\u6570\u306e\u77e5\u80fd\u304c\u3069\u306e\u3088\u3046\u306b\u95a2\u4fc2\u3092\u5f62\u6210\u3057\u3001\u5354\u8abf\u3057\u3001\u5168\u4f53\u3068\u3057\u3066\u80fd\u529b\u3092\u751f\u307f\u51fa\u3059\u306e\u304b<\/p>\n\n\n\n
\u3068\u3044\u3046\u554f\u984c\u305d\u306e\u3082\u306e\u304c\u91cd\u8981\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u306e\u554f\u3044\u306fSelf-Organization\u3068\u975e\u5e38\u306b\u8fd1\u3044\u4f4d\u7f6e\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u306f\u3001Software\u4e0a\u306eAI Agents\u3060\u3051\u306b\u95a2\u4fc2\u3059\u308b\u6982\u5ff5\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
2026\u5e74\u306bSensors\u3067\u767a\u8868\u3055\u308c\u305fSystematic Review\u3001<\/p>\n\n\n\n
\u201cStigmergy and Self-Organizing Systems in Swarm Robotics: A Systematic Review\u201d<\/p>\n\n\n\n
\u3067\u306f\u3001Swarm Robotics\u306b\u304a\u3051\u308bStigmergy\u3068Self-Organization\u306b\u3064\u3044\u3066338\u4ef6\u306e\u79d1\u5b66\u7814\u7a76\u304c\u5206\u6790\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u30ec\u30d3\u30e5\u30fc\u3067\u306f\u3001Self-Organization\u3068\u3001<\/p>\n\n\n\n
Robustness
Scalability
Adaptability<\/p>\n\n\n\n
\u306a\u3069\u3068\u306e\u95a2\u4fc2\u304c\u6574\u7406\u3055\u308c\u308b\u3068\u3068\u3082\u306b\u3001<\/p>\n\n\n\n
Swarm Optimization
Distributed Learning
Adaptive Control<\/p>\n\n\n\n
\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u7814\u7a76\u65b9\u5411\u306b\u3064\u3044\u3066\u3082\u691c\u8a0e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u591a\u6570\u306e\u30ed\u30dc\u30c3\u30c8\u304c\u4e92\u3044\u306b\u5354\u8abf\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u4e00\u53f0\u4e00\u53f0\u3092\u4e2d\u592e\u304b\u3089\u7d30\u304b\u304f\u5236\u5fa1\u3059\u308b\u65b9\u6cd5\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u500b\u3005\u306e\u30ed\u30dc\u30c3\u30c8\u306e\u5c40\u6240\u7684\u306a\u5224\u65ad\u3084\u76f8\u4e92\u4f5c\u7528\u304b\u3089\u96c6\u56e3\u5168\u4f53\u306e\u884c\u52d5\u3092\u5f62\u6210\u3059\u308b\u8003\u3048\u65b9\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u4eca\u5f8cAI\u304cPhysical World\u3078\u3055\u3089\u306b\u62e1\u5f35\u3057\u3066\u3044\u3051\u3070\u3001<\/p>\n\n\n\n
Swarm Robotics
Autonomous Robot Fleets
Distributed Sensors
Drone Systems
Smart Infrastructure
Collective Robotics<\/p>\n\n\n\n
\u306a\u3069\u306e\u9818\u57df\u306b\u304a\u3044\u3066\u3082\u3001Self-Organization\u3068\u306e\u63a5\u7d9a\u3092\u89b3\u5bdf\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u3059\u3079\u3066\u306e\u9818\u57df\u3067Self-Organization\u304c\u5c06\u6765\u4e2d\u5fc3\u7684\u306aArchitecture\u306b\u306a\u308b\u3053\u3068\u304c\u78ba\u5b9a\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u3053\u308c\u306f\u4eca\u5f8c\u691c\u8a3c\u3057\u3066\u3044\u304f\u7814\u7a76\u30c6\u30fc\u30de\u3067\u3059\u3002<\/p>\n\n\n\n
2026\u5e74\u306b\u306f\u3001\u7814\u7a76\u8ad6\u6587\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u5b9f\u88c5\u30fbArchitecture\u306e\u6587\u8108\u3067\u3082\u6ce8\u76ee\u3059\u3079\u304d\u4e8b\u4f8b\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
Amazon Web Services\uff08AWS\uff09\u306f2026\u5e748\u670811\u65e5\u3001AWS Architecture Blog\u306b\u304a\u3044\u3066\u3001<\/p>\n\n\n\n
\u201cScaling patterns for self-organizing multi-agent clusters with Kiro\u201d<\/p>\n\n\n\n
\u3092\u516c\u958b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u4e2d\u592eOrchestrator\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u4e00\u822c\u7684\u306aMulti-Agent\u69cb\u9020\u3068\u306f\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3057\u3066\u3001<\/p>\n\n\n\n
\u201cself-organizing multi-agent clusters\u201d<\/p>\n\n\n\n
\u3068\u3044\u3046\u8868\u73fe\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u8a18\u4e8b\u3067\u306f\u3001\u8907\u6570\u306eAI Agents\u304c\u5171\u6709\u3055\u308c\u305f\u72b6\u614b\u3092\u53c2\u7167\u3057\u306a\u304c\u3089\u5354\u8abf\u3059\u308bReference Implementation\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9\u3067\u3001AWS\u81ea\u8eab\u3082\u3053\u308c\u3092Production System\u305d\u306e\u3082\u306e\u3068\u3057\u3066\u63d0\u793a\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u7814\u7a76\u30fb\u691c\u8a0e\u30fb\u9069\u5fdc\u306e\u305f\u3081\u306eReference Implementation\u3068\u3057\u3066\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001Supervisor\u578bArchitecture\u304c\u9069\u3059\u308bWorkload\u3068\u3001Self-Organizing\u578b\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u9069\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308bWorkload\u306f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u4e8b\u4f8b\u3060\u3051\u3092\u3082\u3063\u3066\u3001<\/p>\n\n\n\n
Self-Organization\u304cAI\u696d\u754c\u306b\u304a\u3051\u308b\u6a19\u6e96Architecture\u306b\u306a\u3063\u305f<\/p>\n\n\n\n
\u3068\u5224\u65ad\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u3057\u304b\u3057\u3001\u5927\u898f\u6a21\u306aCloud \/ AI Infrastructure\u3092\u63d0\u4f9b\u3059\u308b\u4f01\u696d\u306eArchitecture Blog\u306b\u304a\u3044\u3066\u3001<\/p>\n\n\n\n
\u201cself-organizing multi-agent clusters\u201d<\/p>\n\n\n\n
\u3068\u3044\u3046\u8868\u73fe\u304c\u5b9f\u969b\u306eMulti-Agent System\u8a2d\u8a08\u306e\u6587\u8108\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306f\u30012026\u5e748\u6708\u6642\u70b9\u306b\u304a\u3051\u308b\u91cd\u8981\u306aObservation\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n
\u73fe\u5728\u78ba\u8a8d\u3067\u304d\u308b\u7814\u7a76\u30fb\u6280\u8853\u60c5\u5831\u304b\u3089\u300122degrees\u306fSelf-Organization\u306e\u73fe\u5728\u4f4d\u7f6e\u3092\u6b21\u306e\u3088\u3046\u306b\u6349\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u305d\u306e\u3082\u306e\u306f\u3001\u65b0\u3057\u3044\u6982\u5ff5\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u9577\u3044\u7814\u7a76\u53f2\u3092\u6301\u3061\u3001<\/p>\n\n\n\n
Biology
Physics
Chemistry
Complex Systems
Robotics
Artificial Intelligence
Social Systems<\/p>\n\n\n\n
\u306a\u3069\u306b\u307e\u305f\u304c\u308b\u5b66\u969b\u7684\u306a\u6982\u5ff5\u3067\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9\u3067AI\u304c\u3001\u5358\u4e00Model\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u5229\u7528\u3060\u3051\u3067\u306f\u306a\u304f\u3001<\/p>\n\n\n\n
AI Agents
Multi-Agent Systems
Collective Intelligence
Distributed AI
Autonomous Systems<\/p>\n\n\n\n
\u3078\u62e1\u5f35\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001<\/p>\n\n\n\n
\u300c\u591a\u6570\u306eAI\u304c\u3069\u306e\u3088\u3046\u306b\u5354\u8abf\u3057\u3001\u5f79\u5272\u3084\u69cb\u9020\u3092\u5f62\u6210\u3059\u308b\u306e\u304b\u300d<\/p>\n\n\n\n
\u3068\u3044\u3046\u554f\u984c\u304c\u91cd\u8981\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u306e\u554f\u984c\u306b\u5bfe\u3057\u3066\u3001Self-Organization\u3068\u3044\u3046\u65e2\u5b58\u6982\u5ff5\u304c\u3001\u65b0\u3057\u3044AI Architecture\u306e\u7814\u7a76\u3084\u5b9f\u88c5\u3068\u63a5\u7d9a\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u73fe\u6642\u70b9\u3067\u306f\u3001<\/p>\n\n\n\n
\u300cSelf-Organizing AI\u300d<\/p>\n\n\n\n
\u3068\u3044\u3046\u540d\u79f0\u304cAI\u7523\u696d\u5168\u4f53\u3067\u78ba\u7acb\u3057\u305f\u6a19\u6e96\u7528\u8a9e\u306b\u306a\u3063\u305f\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u3057\u304b\u3057\u3001<\/p>\n\n\n\n
Self-Organization\u3068Multi-Agent AI\u3068\u306e\u63a5\u7d9a\u306f\u3001\u5358\u306a\u308b\u5c06\u6765\u4e88\u6e2c\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u3059\u3067\u306b\u7814\u7a76\u3001Robotics\u3001Architecture\u3001Reference Implementation\u306a\u3069\u306e\u4e2d\u3067\u78ba\u8a8d\u3067\u304d\u308b\u6bb5\u968e\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u304c2026\u5e748\u6708\u6642\u70b9\u306b\u304a\u3051\u308b\u300122degrees\u306e\u6700\u3082\u91cd\u8981\u306aObservation\u3067\u3059\u3002<\/p>\n\n\n\n
selforganization.ai\u306b\u3064\u3044\u3066\u300122degrees\u304c\u4eca\u5f8c\u7279\u306b\u89b3\u5bdf\u3059\u308b\u306e\u306f\u3001\u4ee5\u4e0b\u306e\u5909\u5316\u3067\u3059\u3002<\/p>\n\n\n\n
\u201cSelf-Organizing AI\u201d
\u201cSelf-Organizing Agents\u201d
\u201cSelf-Organizing Multi-Agent Systems\u201d<\/p>\n\n\n\n
\u3068\u3044\u3063\u305f\u8868\u73fe\u304c\u3001\u7814\u7a76\u8ad6\u6587\u3001\u4f01\u696d\u3001Technology\u3001Product\u3001Architecture\u306a\u3069\u3067\u3069\u306e\u7a0b\u5ea6\u4f7f\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u306e\u304b\u3002<\/p>\n\n\n\n
LLM Multi-Agent Systems\u304c\u3001\u3042\u3089\u304b\u3058\u3081\u56fa\u5b9a\u3055\u308c\u305fHierarchy\u3084Role\u3092\u6301\u3064\u69cb\u9020\u3060\u3051\u3067\u306f\u306a\u304f\u3001Agents\u81ea\u8eab\u304c\u5f79\u5272\u3084\u95a2\u4fc2\u3092\u5f62\u6210\u3059\u308b\u69cb\u9020\u3078\u767a\u5c55\u3057\u3066\u3044\u304f\u306e\u304b\u3002<\/p>\n\n\n\n
AI Agents\u304c\u6570\u5341\u3001\u6570\u767e\u3001\u3055\u3089\u306b\u5927\u898f\u6a21\u306a\u6570\u3078\u5897\u52a0\u3057\u305f\u5834\u5408\u306b\u3001\u4e2d\u592eOrchestration\u3060\u3051\u3067\u306f\u89e3\u6c7a\u3057\u306b\u304f\u3044Scalability\u3001Resilience\u3001Adaptability\u306a\u3069\u306e\u554f\u984c\u304c\u3069\u306e\u7a0b\u5ea6\u9855\u5728\u5316\u3059\u308b\u306e\u304b\u3002<\/p>\n\n\n\n
Robotics\u3084Physical AI\u306e\u767a\u5c55\u306b\u3088\u3063\u3066\u3001Self-Organization\u304cSoftware\u4e0a\u306eAgents\u3060\u3051\u3067\u306f\u306a\u304f\u3001Physical World\u306b\u5b58\u5728\u3059\u308b\u591a\u6570\u306eAutonomous Systems\u306b\u3082\u62e1\u5f35\u3057\u3066\u3044\u304f\u306e\u304b\u3002<\/p>\n\n\n\n
Self-Organization\u3068\u3044\u3046\u8a00\u8449\u304c\u7814\u7a76\u4e0a\u306e\u6982\u5ff5\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306eTechnology\u3001Platform\u3001Product\u3001Service\u3001Organization\u306a\u3069\u306e\u540d\u79f0\u3084\u5206\u985e\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u306e\u304b\u3002<\/p>\n\n\n\n
\u3053\u308c\u3089\u306f\u3001\u73fe\u6642\u70b9\u3067\u306e\u7d50\u8ad6\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u3053\u308c\u304b\u3089\u7d99\u7d9a\u7684\u306b\u89b3\u5bdf\u3057\u3066\u3044\u304f\u554f\u3044\u3067\u3059\u3002<\/p>\n\n\n\n
selforganization.ai\u306f\u73fe\u5728\u300122degrees\u306b\u304a\u3051\u308b<\/p>\n\n\n\n
Current Phase\uff1aObserve<\/p>\n\n\n\n
\u306e\u6bb5\u968e\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
22degrees\u306f\u3001\u3053\u306eDomain Asset\u306b\u3064\u3044\u3066\u3001\u73fe\u5728\u306e\u4fa1\u5024\u3092\u4e00\u3064\u306e\u8a55\u4fa1\u984d\u3067\u56fa\u5b9a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u57fa\u790e\u3068\u306a\u308b\u300cSelf-Organization\u300d\u3068\u3044\u3046\u6982\u5ff5\u81ea\u4f53\u304cAI\u6280\u8853\u3001\u7814\u7a76\u3001\u7523\u696d\u3001\u793e\u4f1a\u306e\u5909\u5316\u306b\u3088\u3063\u3066\u3069\u306e\u3088\u3046\u306a\u65b0\u3057\u3044\u610f\u5473\u3092\u7372\u5f97\u3057\u3066\u3044\u304f\u306e\u304b\u3092\u7d99\u7d9a\u7684\u306b\u89b3\u5bdf\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u91cd\u8981\u306a\u306e\u306f\u3001<\/p>\n\n\n\n
Self-Organization\u304c\u5c06\u6765\u5fc5\u305aAI\u306e\u4e2d\u5fc3\u6982\u5ff5\u306b\u306a\u308b<\/p>\n\n\n\n
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AI Agents\u306e\u4e16\u754c\u304c\u767a\u5c55\u3057\u305f\u7d50\u679c\u3001\u4e2d\u592e\u96c6\u6a29\u7684\u306aArchitecture\u304c\u4e2d\u5fc3\u3068\u306a\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
Self-Organization\u3068\u306f\u7570\u306a\u308b\u8a00\u8449\u3084Architecture\u304c\u5e02\u5834\u6a19\u6e96\u306b\u306a\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u306e\u3088\u3046\u306aNegative Evidence\u3082\u7814\u7a76\u8a18\u9332\u306e\u4e00\u90e8\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u53cd\u5bfe\u306b\u3001<\/p>\n\n\n\n
Self-Organizing AI
Collective AI
Swarm Robotics
Distributed Autonomous Systems<\/p>\n\n\n\n
\u306a\u3069\u306e\u7814\u7a76\u30fb\u6280\u8853\u767a\u5c55\u306b\u3088\u3063\u3066Self-Organization\u306e\u91cd\u8981\u6027\u304c\u9ad8\u307e\u308b\u5834\u5408\u306b\u306f\u3001\u305d\u306e\u5909\u5316\u306b\u3064\u3044\u3066\u3082\u8a18\u9332\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
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22degrees\u306e.ai Domain Discovery Journey\u306f\u3001<\/p>\n\n\n\n
Discover
\u2193
Acquire
\u2193
Observe
\u2193
Mature
\u2193
Transfer<\/p>\n\n\n\n
\u3068\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u3067\u6349\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
selforganization.ai\u306f2026\u5e748\u670828\u65e5\u306bAcquire\u304b\u3089Observe\u3078\u79fb\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u3053\u308c\u304b\u3089\u7814\u7a76\u3001\u6280\u8853\u3001\u7523\u696d\u3001\u5e02\u5834\u306e\u5909\u5316\u3092\u7d99\u7d9a\u7684\u306b\u89b3\u5bdf\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u30da\u30fc\u30b8\u81ea\u4f53\u3082\u3001\u5b8c\u6210\u3055\u308c\u305f\u56fa\u5b9a\u30da\u30fc\u30b8\u3068\u3057\u3066\u6271\u3046\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u65b0\u3057\u3044\u7814\u7a76\u3001\u65b0\u3057\u3044Architecture\u3001\u65b0\u3057\u3044\u5b9f\u88c5\u3001\u65b0\u3057\u3044\u793e\u4f1a\u7684\u5229\u7528\u304c\u73fe\u308c\u308b\u305f\u3073\u306bObservation Record\u3092\u8ffd\u52a0\u3057\u3001<\/p>\n\n\n\n
\u300cSelf-Organization\u3068\u3044\u3046\u8a00\u8449\u304cAI\u6642\u4ee3\u306b\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3057\u3066\u3044\u304f\u306e\u304b\u300d<\/p>\n\n\n\n
\u3092\u6642\u9593\u3068\u3068\u3082\u306b\u8a18\u9332\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u306e\u5909\u5316\u3092\u89b3\u5bdf\u3057\u3001\u305d\u306e\u8a00\u8449\u306e\u610f\u5473\u3084\u53ef\u80fd\u6027\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u6210\u719f\u3057\u3066\u3044\u304f\u904e\u7a0b\u3092\u898b\u308b\u3002<\/p>\n\n\n\n
\u305d\u308c\u304cDomain Asset 002\uff5cselforganization.ai\u306b\u304a\u3051\u308b\u6700\u521d\u306e\u7814\u7a76\u30c6\u30fc\u30de\u3067\u3059\u3002<\/p>\n\n\n\n
Carlos Gershenson,
\u201cSelf-organizing systems: what, how, and why?\u201d
npj Complexity, Volume 2, Article 10, 2025.
Published: March 25, 2025.
DOI: 10.1038\/s44260-025-00031-5
Official Source: Nature \/ npj Complexity<\/p>\n\n\n\n
Princeton University, Nagpal Lab
Self-Organizing Swarms & Robotics Lab
Research theme: \u201cCollective AI and Self-organization\u201d
Official Source: Princeton University, Nagpal Lab Research Page
Accessed: August 29, 2026<\/p>\n\n\n\n
Heng Zhou, Hejia Geng, Xiangyuan Xue, Li Kang, Yiran Qin, Zhiyong Wang, Zhenfei Yin, and Lei Bai,
\u201cReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks\u201d
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), pp. 15979\u201315998.
DOI: 10.18653\/v1\/2025.emnlp-main.808
Official Source: ACL Anthology<\/p>\n\n\n\n
Luigi Maciel Ribeiro, Nadia Nedjah, and Luiza de Macedo Mourelle,
\u201cStigmergy and Self-Organizing Systems in Swarm Robotics: A Systematic Review\u201d
Sensors, Volume 26, Issue 13, Article 4227, 2026.
Published: July 3, 2026.
DOI: 10.3390\/s26134227
Official Source: Sensors \/ MDPI<\/p>\n\n\n\n
Ivo Kammerath and Johannes Langer,
\u201cScaling patterns for self-organizing multi-agent clusters with Kiro\u201d
AWS Architecture Blog
Published: August 11, 2026.
Official Source: Amazon Web Services<\/p>\n\n\n\n
\u672c\u30da\u30fc\u30b8\u306f\u3001Self-Organization\u304a\u3088\u3073\u95a2\u9023\u3059\u308bAI\u30fbRobotics\u7814\u7a76\u306b\u3064\u3044\u3066\u300122degrees\u304c\u7d99\u7d9a\u7684\u306b\u884c\u3046Research \/ Observation\u306e\u8a18\u9332\u3067\u3059\u3002<\/p>\n\n\n\n
\u672c\u30da\u30fc\u30b8\u306b\u304a\u3051\u308b\u300cDomain Asset\u300d\u306f\u300122degrees\u304c\u672c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5185\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u72ec\u81ea\u306e\u7ba1\u7406\u30fb\u5206\u985e\u4e0a\u306e\u547c\u79f0\u3067\u3059\u3002\u91d1\u878d\u5546\u54c1\u305d\u306e\u4ed6\u306e\u6cd5\u5b9a\u307e\u305f\u306f\u516c\u7684\u306a\u8cc7\u7523\u5206\u985e\u3092\u610f\u5473\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u672c\u30da\u30fc\u30b8\u3067\u306f\u3001\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u7814\u7a76\u8ad6\u6587\u3001\u5927\u5b66\u30fb\u7814\u7a76\u6a5f\u95a2\u306e\u516c\u5f0f\u60c5\u5831\u3001\u4f01\u696d\u306e\u516c\u5f0f\u6280\u8853\u60c5\u5831\u7b49\u3092\u53c2\u7167\u3057\u3001\u305d\u306e\u5185\u5bb9\u309222degrees\u304c\u72ec\u81ea\u306b\u8981\u7d04\u30fb\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u3002\u7b2c\u4e09\u8005\u306e\u6587\u7ae0\u3001Abstract\u3001\u56f3\u8868\u7b49\u3092\u8ee2\u8f09\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u8a18\u8f09\u5185\u5bb9\u306f\u3001\u7279\u5b9a\u306e\u7814\u7a76\u6210\u679c\u3001\u4f01\u696d\u3001\u6280\u8853\u3001\u88fd\u54c1\u3001\u30b5\u30fc\u30d3\u30b9\u307e\u305f\u306fDomain Asset\u306e\u5c06\u6765\u306e\u6210\u529f\u3001\u63a1\u7528\u3001\u5546\u696d\u7684\u4fa1\u5024\u3092\u4fdd\u8a3c\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
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\u5c06\u6765\u306b\u95a2\u3059\u308b\u8a18\u8ff0\u306f\u30012026\u5e748\u670829\u65e5\u6642\u70b9\u3067\u78ba\u8a8d\u3067\u304d\u308b\u7814\u7a76\u30fb\u6280\u8853\u52d5\u5411\u306b\u57fa\u3065\u304f22degrees\u306eObservation\u304a\u3088\u3073\u7814\u7a76\u4e0a\u306e\u554f\u3044\u3092\u542b\u307f\u307e\u3059\u3002\u5c06\u6765\u306e\u6280\u8853\u767a\u5c55\u3001\u7523\u696d\u52d5\u5411\u3001\u540d\u79f0\u306e\u666e\u53ca\u305d\u306e\u4ed6\u306e\u7d50\u679c\u3092\u4e88\u6e2c\u307e\u305f\u306f\u4fdd\u8a3c\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
Domain Asset\u306b\u95a2\u3059\u308b\u8a18\u8ff0\u306f\u3001\u91d1\u878d\u5546\u54c1\u306e\u52df\u96c6\u3001\u6295\u8cc7\u52e7\u8a98\u3001\u6295\u8cc7\u52a9\u8a00\u307e\u305f\u306f\u5c06\u6765\u4fa1\u683c\u306e\u4fdd\u8a3c\u3092\u76ee\u7684\u3068\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u00a9 2026 22degrees. All rights reserved.<\/p>\n\n\n\n
Publication Date: August 29, 2026
Domain Asset: selforganization.ai
Acquired: August 28, 2026
Current Phase: Observe<\/p>\n\n\n\n
On August 28, 2026, 22degrees acquired selforganization.ai as \u201cDomain Asset 002.\u201d<\/p>\n\n\n\n
At 22degrees, we view an .ai domain not only as an Internet address, but also as a word-based digital asset whose meaning and potential role may evolve as artificial intelligence, research, technology, industry, and society change over time.<\/p>\n\n\n\n
The first subject of research for selforganization.ai is the underlying concept represented by the domain name:<\/p>\n\n\n\n
Self-Organization.<\/p>\n\n\n\n
Self-Organization is not a new term created by the rise of artificial intelligence.<\/p>\n\n\n\n
It has a long history of study across fields including physics, chemistry, biology, complex systems, communication networks, robotics, artificial intelligence, and social systems.<\/p>\n\n\n\n
A 2025 Review Article published in npj Complexity<\/em>, \u201cSelf-organizing systems: what, how, and why?\u201d, discusses applications of self-organization across a broad range of areas including physics, chemistry, biology, collective behavior, ecology, communication networks, robotics, artificial intelligence, linguistics, social science, urbanism, philosophy, and engineering. [1]<\/p>\n\n\n\n In 2026, however, this long-established concept appears to be developing new points of connection with fields such as:<\/p>\n\n\n\n AI Agents This first research report examines the current position of Self-Organization based on research and technical developments that can be identified as of August 2026.<\/p>\n\n\n\n In broad terms, Self-Organization describes situations in which elements within a system interact with one another and, without detailed control by a single central authority, contribute to the formation of higher-level patterns, structures, behaviors, or functions.<\/p>\n\n\n\n Examples that help illustrate this idea can be found throughout nature.<\/p>\n\n\n\n Cells, groups of organisms, insect colonies, schools of fish, and flocks of birds may display collective structures or behaviors even though individual components do not necessarily possess complete knowledge of the system as a whole.<\/p>\n\n\n\n Through interactions among individual components, more complex patterns or behaviors can emerge at the collective level.<\/p>\n\n\n\n One important way of understanding Self-Organization is therefore:<\/p>\n\n\n\n local interactions among individual components can contribute to the formation of global patterns or functions.<\/p>\n\n\n\n The concept is closely related to fields such as Complex Systems and to discussions of Emergence, and it has been studied across scientific disciplines long before the current generation of AI technologies. [1]<\/p>\n\n\n\n Self-Organization should therefore not be understood simply as a recent AI buzzword.<\/p>\n\n\n\n It is a long-established interdisciplinary concept that is now encountering new technological contexts.<\/p>\n\n\n\n AI research and development increasingly include systems in which multiple AI Agents exchange information, perform different functions, and cooperate toward broader objectives.<\/p>\n\n\n\n This raises an important set of questions.<\/p>\n\n\n\n When many AI Agents operate within the same system:<\/p>\n\n\n\n Who determines their roles?<\/p>\n\n\n\n Who allocates tasks?<\/p>\n\n\n\n Who coordinates the system?<\/p>\n\n\n\n How should roles and relationships change when conditions change?<\/p>\n\n\n\n And if the number of Agents becomes significantly larger, can every interaction continue to depend on centralized coordination?<\/p>\n\n\n\n One approach is to use a central Supervisor, Planner, or Orchestrator to manage the system.<\/p>\n\n\n\n Another possible approach is to allow Agents to respond to their local environment, shared information, and the activities of other Agents, enabling roles, relationships, or collective behavior to develop dynamically within the system.<\/p>\n\n\n\n It is this second direction that creates an important connection with the established concept of Self-Organization.<\/p>\n\n\n\n However, one distinction is essential:<\/p>\n\n\n\n the growth of Multi-Agent AI does not automatically mean that Self-Organizing AI will become dominant.<\/p>\n\n\n\n Multi-Agent Systems may continue to rely heavily on centralized Supervisors, Orchestrators, predefined roles, or structured workflows.<\/p>\n\n\n\n Whether Self-Organization becomes an important architectural principle for future AI systems remains an open research and technological question.<\/p>\n\n\n\n The connection between Self-Organization and AI Agents is already visible in published research.<\/p>\n\n\n\n At the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), the paper:<\/p>\n\n\n\n \u201cReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks\u201d<\/p>\n\n\n\n explicitly used the term \u201cSelf-organizing\u201d in the context of an LLM-based Multi-Agent System. [3]<\/p>\n\n\n\n The research proposes ReSo, a framework that combines task graph generation with a reward-driven two-stage agent selection process to address challenges associated with flexibility, scalability, and cooperation in LLM-based Multi-Agent Systems.<\/p>\n\n\n\n The paper appears in the official Proceedings of EMNLP 2025.<\/p>\n\n\n\n The significance of this research for the present observation is not that one paper establishes Self-Organizing AI as a mature or standardized field.<\/p>\n\n\n\n Rather, it demonstrates something more specific:<\/p>\n\n\n\n the established concept of Self-Organization is already being used directly within the research vocabulary of LLM-based Multi-Agent Systems.<\/p>\n\n\n\n The relationship between Self-Organization and LLM Agents is therefore an important area for continued observation.<\/p>\n\n\n\n The relationship between Self-Organization and artificial intelligence extends beyond LLM-based systems.<\/p>\n\n\n\n The Nagpal Lab at Princeton University, the Self-Organizing Swarms & Robotics Lab, identifies:<\/p>\n\n\n\n \u201cCollective AI and Self-organization\u201d<\/p>\n\n\n\n as one of its broad research themes. [2]<\/p>\n\n\n\n The lab explores multi-agent models, algorithms, and theory inspired by self-organization in biological systems, including decentralized coordination, communication strategies, local interactions, stigmergy, and the relationship between local interactions and global collective behavior.<\/p>\n\n\n\n This provides an established research example connecting:<\/p>\n\n\n\n Artificial Intelligence through the concept of Self-Organization.<\/p>\n\n\n\n As AI expands from individual intelligent systems toward collections of interacting intelligent systems, the performance of each individual AI may not be the only important question.<\/p>\n\n\n\n Another question may become increasingly significant:<\/p>\n\n\n\n How do multiple intelligent systems form relationships, coordinate, adapt, and produce collective capabilities?<\/p>\n\n\n\n That question lies close to the conceptual territory of Self-Organization.<\/p>\n\n\n\n Self-Organization is not limited to software-based AI Agents.<\/p>\n\n\n\n In 2026, Sensors<\/em> published the systematic review:<\/p>\n\n\n\n \u201cStigmergy and Self-Organizing Systems in Swarm Robotics: A Systematic Review.\u201d [4]<\/p>\n\n\n\n The review analyzed 338 scientific works relating to stigmergy, self-organization, and swarm robotics.<\/p>\n\n\n\n Among its findings, the review discusses the significance of Self-Organization and stigmergic principles in relation to:<\/p>\n\n\n\n Robustness and identifies growing interest in hybrid approaches involving:<\/p>\n\n\n\n Swarm Optimization among other research directions.<\/p>\n\n\n\n In systems involving many robots, one possible design approach is not to control every robot in detail from a single central point, but to allow collective behavior to arise through local sensing, interaction, and distributed coordination.<\/p>\n\n\n\n As AI technologies increasingly interact with the physical world, it will be important to observe how Self-Organization relates to areas such as:<\/p>\n\n\n\n Swarm Robotics These are areas for observation rather than predictions of inevitable adoption.<\/p>\n\n\n\n It has not been established that Self-Organization will become the dominant architecture across these fields.<\/p>\n\n\n\n In 2026, notable examples can also be identified outside academic research.<\/p>\n\n\n\n On August 11, 2026, Amazon Web Services published an AWS Architecture Blog article titled:<\/p>\n\n\n\n \u201cScaling patterns for self-organizing multi-agent clusters with Kiro.\u201d [5]<\/p>\n\n\n\n The article discusses an approach described as:<\/p>\n\n\n\n \u201cself-organizing multi-agent clusters.\u201d<\/p>\n\n\n\n It presents kiro-flock, an open-source reference implementation in which AI Agents coordinate through shared state rather than through a central orchestrator.<\/p>\n\n\n\n In the reference implementation described by AWS, Agents operate independently and coordinate by reading information stored in a shared environment.<\/p>\n\n\n\n This example requires careful interpretation.<\/p>\n\n\n\n AWS does not present this pattern as the correct architecture for every Multi-Agent System.<\/p>\n\n\n\n The article distinguishes workloads for which a self-organizing cluster may be suitable from workloads for which a Supervisor-based architecture may remain the better fit.<\/p>\n\n\n\n AWS also explicitly describes kiro-flock as a reference implementation to study and adapt, rather than as a production system.<\/p>\n\n\n\n Accordingly, this example should not be interpreted as evidence that Self-Organization has become an industry-standard AI architecture.<\/p>\n\n\n\n It is nevertheless an important observation that the phrase:<\/p>\n\n\n\n \u201cself-organizing multi-agent clusters\u201d<\/p>\n\n\n\n is now being used in an applied architecture context by a major cloud and AI infrastructure provider.<\/p>\n\n\n\n For the study of selforganization.ai, this represents a notable development as of August 2026.<\/p>\n\n\n\n Based on the research and technical information currently available, 22degrees views the position of Self-Organization as follows.<\/p>\n\n\n\n Self-Organization itself is not new.<\/p>\n\n\n\n It is a long-established interdisciplinary concept with connections to fields including:<\/p>\n\n\n\n Biology At the same time, AI research and development are expanding into areas involving:<\/p>\n\n\n\n AI Agents This creates renewed importance around a fundamental question:<\/p>\n\n\n\n How can many AI systems coordinate, adapt, and form roles or structures when operating together?<\/p>\n\n\n\n Self-Organization is beginning to intersect with this question through academic research, robotics, multi-agent architectures, and experimental or reference implementations.<\/p>\n\n\n\n As of August 2026, it would be premature to state that:<\/p>\n\n\n\n \u201cSelf-Organizing AI\u201d<\/p>\n\n\n\n has become an established industry-wide category or standard term.<\/p>\n\n\n\n However, the connection between Self-Organization and Multi-Agent AI is no longer only a theoretical future possibility.<\/p>\n\n\n\n It can already be observed in published research, established robotics research programs, system architecture discussions, and reference implementations.<\/p>\n\n\n\n This is the central observation of this first research report.<\/p>\n\n\n\n For selforganization.ai, 22degrees will continue to observe several developments.<\/p>\n\n\n\n Will terms such as:<\/p>\n\n\n\n \u201cSelf-Organizing AI\u201d become more common in research papers, technical architectures, companies, technologies, products, or services?<\/p>\n\n\n\n Will LLM-based Multi-Agent Systems continue to rely primarily on predefined hierarchies, assigned roles, Supervisors, and Orchestrators?<\/p>\n\n\n\n Or will more systems allow Agents themselves to dynamically form roles, relationships, and coordination structures?<\/p>\n\n\n\n If AI systems expand from small groups of Agents toward tens, hundreds, or larger populations of Agents, will centralized orchestration encounter meaningful limitations related to:<\/p>\n\n\n\n Scalability and, if so, will Self-Organizing approaches become one of the responses?<\/p>\n\n\n\n As AI expands further into physical environments, will Self-Organization become increasingly relevant to large groups of autonomous machines, robots, sensors, or other distributed systems?<\/p>\n\n\n\n Will Self-Organization remain primarily a scientific and technical concept?<\/p>\n\n\n\n Or will it increasingly appear in the names and classifications of actual technologies, platforms, products, services, organizations, or companies?<\/p>\n\n\n\n These are not conclusions.<\/p>\n\n\n\n They are questions that will be observed over time.<\/p>\n\n\n\n selforganization.ai is currently in the following phase within 22degrees:<\/p>\n\n\n\n Current Phase: Observe<\/p>\n\n\n\n 22degrees does not intend to define this Domain Asset solely through a fixed present-day valuation.<\/p>\n\n\n\n Instead, the primary subject of observation is the underlying concept itself:<\/p>\n\n\n\n Self-Organization.<\/p>\n\n\n\n We will continue to examine how the meaning and relevance of this concept may change as AI technology, research, industry, and society develop.<\/p>\n\n\n\n It is important not to begin with the assumption that Self-Organization will necessarily become a central concept in the future of AI.<\/p>\n\n\n\n Multi-Agent AI may develop primarily around centralized architectures.<\/p>\n\n\n\n Other terminology or architectural approaches may become more widely adopted.<\/p>\n\n\n\n Commercial adoption of the term Self-Organization may remain limited.<\/p>\n\n\n\n Such developments would constitute relevant negative evidence and should also become part of the observation record.<\/p>\n\n\n\n Conversely, if developments in areas such as:<\/p>\n\n\n\n Self-Organizing AI increase the technological or industrial relevance of Self-Organization, those changes will also be recorded.<\/p>\n\n\n\n The purpose is not to begin with a predetermined positive conclusion about selforganization.ai.<\/p>\n\n\n\n The purpose is to observe how the technological, scientific, industrial, and social position of the underlying word and concept changes over time.<\/p>\n\n\n\n 22degrees describes its .ai Domain Discovery Journey through the following process:<\/p>\n\n\n\n Discover selforganization.ai moved from Acquire to Observe on August 28, 2026.<\/p>\n\n\n\n From this point forward, 22degrees will continue to observe developments in research, technology, industry, markets, and the broader use of the concept.<\/p>\n\n\n\n This page is therefore not intended to remain a permanently fixed document.<\/p>\n\n\n\n As new research, architectures, implementations, and forms of real-world use emerge, additional Observation Records may be added.<\/p>\n\n\n\n The purpose is to document, over time:<\/p>\n\n\n\n how the meaning and position of \u201cSelf-Organization\u201d evolve in the age of AI.<\/p>\n\n\n\n By observing those changes, we can study how the meaning and potential of a word may mature over time.<\/p>\n\n\n\n That is the first research theme of:<\/p>\n\n\n\n Domain Asset 002 | selforganization.ai<\/p>\n\n\n\n Carlos Gershenson, Princeton University, Nagpal Lab Heng Zhou, Hejia Geng, Xiangyuan Xue, Li Kang, Yiran Qin, Zhiyong Wang, Zhenfei Yin, and Lei Bai, Luigi Maciel Ribeiro, Nadia Nedjah, and Luiza de Macedo Mourelle, Ivo Kammerath and Johannes Langer, This page is a Research \/ Observation record maintained by 22degrees concerning Self-Organization and related developments in artificial intelligence, multi-agent systems, robotics, and associated fields.<\/p>\n\n\n\n The term \u201cDomain Asset\u201d is an internal descriptive and management term used by 22degrees within this project. It does not refer to any legally defined asset class, security, financial instrument, investment product, or other regulated financial category.<\/p>\n\n\n\n The expression \u201cdigital asset\u201d on this page refers only to 22degrees\u2019 conceptual treatment of a domain name as a digital property associated with a word or concept. It is not intended to characterize the domain name as a financial instrument or investment product.<\/p>\n\n\n\n This page summarizes and discusses publicly available academic research, university research information, and official technical materials in original wording prepared by 22degrees. It is not intended to reproduce third-party abstracts, figures, tables, or substantial portions of third-party publications.<\/p>\n\n\n\n References to universities, research institutions, publishers, companies, technologies, products, and other third parties are provided solely to identify relevant research, technical developments, and source materials.<\/p>\n\n\n\n Such references do not indicate or imply any affiliation, partnership, sponsorship, endorsement, approval, or other relationship between 22degrees and any referenced third party.<\/p>\n\n\n\n All third-party names and trademarks remain the property of their respective owners.<\/p>\n\n\n\n Nothing on this page guarantees the future success, adoption, performance, commercial use, or commercial value of any research result, company, technology, product, service, concept, or Domain Asset.<\/p>\n\n\n\n Statements concerning possible future developments include observations and research questions based on information available as of August 29, 2026. They should not be interpreted as predictions or guarantees of future technological development, industry adoption, terminology, market conditions, or commercial outcomes.<\/p>\n\n\n\n Nothing on this page constitutes an offer or solicitation of any financial product, investment recommendation, investment advice, securities offering, or guarantee of future value.<\/p>\n\n\n\n \u00a9 2026 22degrees. All rights reserved.<\/p>\n\n\n\n Domain Asset 002 | selforganization.ai \u7b2c\u4e00\u7814\u7a76\u767a\u8868\uff5cAI\u6642\u4ee3\u306b\u304a\u3051\u308b\u300cSelf-Organization \/ \u81ea\u5df1\u7d44\u7e54\u5316\u300d\u306e\u73fe\u5728\u4f4d\u7f6e \u516c\u958b\u65e5\uff1a2026\u5e748\u670829\u65e5Domain As […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-3478","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/ruma22degrees.com\/index.php?rest_route=\/wp\/v2\/pages\/3478","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ruma22degrees.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ruma22degrees.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ruma22degrees.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ruma22degrees.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3478"}],"version-history":[{"count":2,"href":"https:\/\/ruma22degrees.com\/index.php?rest_route=\/wp\/v2\/pages\/3478\/revisions"}],"predecessor-version":[{"id":3488,"href":"https:\/\/ruma22degrees.com\/index.php?rest_route=\/wp\/v2\/pages\/3478\/revisions\/3488"}],"wp:attachment":[{"href":"https:\/\/ruma22degrees.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3478"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
Multi-Agent Systems
Collective Intelligence
Distributed AI
Swarm Robotics
Autonomous Systems<\/p>\n\n\n\n
\n\n\n\n2. What Is Self-Organization?<\/h2>\n\n\n\n
\n\n\n\n3. Why Might Self-Organization Matter in the Age of AI?<\/h2>\n\n\n\n
\n\n\n\n4. Self-Organization and LLM-Based Multi-Agent Systems<\/h2>\n\n\n\n
\n\n\n\n5. Collective AI and Self-Organization<\/h2>\n\n\n\n
Robotics
Biology
Collective Intelligence<\/p>\n\n\n\n
\n\n\n\n6. Swarm Robotics and Self-Organization<\/h2>\n\n\n\n
Scalability
Adaptability<\/p>\n\n\n\n
Distributed Learning
Adaptive Control<\/p>\n\n\n\n
Autonomous Robot Fleets
Distributed Sensor Systems
Drone Systems
Smart Infrastructure
Collective Robotics<\/p>\n\n\n\n
\n\n\n\n7. Signs of Movement from Research Toward Implementation<\/h2>\n\n\n\n
\n\n\n\n8. The Current Position as of August 2026<\/h2>\n\n\n\n
Physics
Chemistry
Complex Systems
Robotics
Artificial Intelligence
Social Systems<\/p>\n\n\n\n
Multi-Agent Systems
Collective Intelligence
Distributed AI
Autonomous Systems<\/p>\n\n\n\n
\n\n\n\n9. What Will 22degrees Observe Next?<\/h2>\n\n\n\n
1. The Language of \u201cSelf-Organizing AI\u201d<\/h3>\n\n\n\n
\u201cSelf-Organizing Agents\u201d
\u201cSelf-Organizing Multi-Agent Systems\u201d<\/p>\n\n\n\n2. Changes in Multi-Agent System Architecture<\/h3>\n\n\n\n
3. Scale<\/h3>\n\n\n\n
Resilience
Adaptability
Coordination<\/p>\n\n\n\n4. Robotics and Physical AI<\/h3>\n\n\n\n
5. Commercial Adoption<\/h3>\n\n\n\n
\n\n\n\n10. Domain Asset 002 | selforganization.ai<\/h2>\n\n\n\n
Collective AI
Swarm Robotics
Distributed Autonomous Systems<\/p>\n\n\n\n
\n\n\n\n11. Observe \u2192 Mature<\/h2>\n\n\n\n
\u2193
Acquire
\u2193
Observe
\u2193
Mature
\u2193
Transfer<\/p>\n\n\n\n
\n\n\n\nReferences \/ Primary Sources<\/h1>\n\n\n\n
[1] Self-Organization \/ General Scientific Background<\/h3>\n\n\n\n
\u201cSelf-organizing systems: what, how, and why?\u201d
npj Complexity<\/em>, Volume 2, Article 10, 2025.
Published: March 25, 2025.
DOI: 10.1038\/s44260-025-00031-5
Official Source: Nature \/ npj Complexity<\/p>\n\n\n\n
\n\n\n\n[2] Collective AI and Self-Organization<\/h3>\n\n\n\n
Self-Organizing Swarms & Robotics Lab
Research theme: \u201cCollective AI and Self-organization\u201d
Official Source: Princeton University, Nagpal Lab Research Page
Accessed: August 29, 2026<\/p>\n\n\n\n
\n\n\n\n[3] Self-Organizing LLM-Based Multi-Agent Systems<\/h3>\n\n\n\n
\u201cReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks\u201d
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025)<\/em>, pp. 15979\u201315998.
Association for Computational Linguistics.
DOI: 10.18653\/v1\/2025.emnlp-main.808
Official Source: ACL Anthology<\/p>\n\n\n\n
\n\n\n\n[4] Swarm Robotics and Self-Organization<\/h3>\n\n\n\n
\u201cStigmergy and Self-Organizing Systems in Swarm Robotics: A Systematic Review\u201d
Sensors<\/em>, Volume 26, Issue 13, Article 4227, 2026.
Published: July 3, 2026.
DOI: 10.3390\/s26134227
Official Source: Sensors \/ MDPI<\/p>\n\n\n\n
\n\n\n\n[5] Self-Organizing Multi-Agent Architecture<\/h3>\n\n\n\n
\u201cScaling patterns for self-organizing multi-agent clusters with Kiro\u201d
AWS Architecture Blog
Published: August 11, 2026.
Official Source: Amazon Web Services<\/p>\n\n\n\n
\n\n\n\nNote<\/h1>\n\n\n\n
\n","protected":false},"excerpt":{"rendered":"