{"id":1164,"date":"2026-09-02T01:30:22","date_gmt":"2026-09-01T16:30:22","guid":{"rendered":"https:\/\/itexplore.org\/jp\/columns\/ai-cyberdefense-llm-agents-iron-air-battery-trends\/"},"modified":"2026-09-02T01:30:22","modified_gmt":"2026-09-01T16:30:22","slug":"ai-cyberdefense-llm-agents-iron-air-battery-trends","status":"publish","type":"post","link":"https:\/\/itexplore.org\/jp\/columns\/ai-cyberdefense-llm-agents-iron-air-battery-trends\/","title":{"rendered":"AI\u30b5\u30a4\u30d0\u30fc\u9632\u885b\u3001LLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u793e\u4f1a\u3001\u9244\u7a7a\u6c17\u96fb\u6c60\uff1a\u6700\u65b0\u6280\u8853\u52d5\u5411"},"content":{"rendered":"<p>\u672c\u65e5\u306e\u6ce8\u76eeAI\u30fb\u30c6\u30c3\u30af\u30cb\u30e5\u30fc\u30b9\u3092\u3001\u5c02\u9580\u7684\u306a\u5206\u6790\u3068\u5171\u306b\u304a\u5c4a\u3051\u3057\u307e\u3059\u3002<\/p>\n<div class=\"wp-block-vk-blocks-alert vk_alert alert alert-warning has-alert-icon\">\n<div class=\"vk_alert_icon\">\n<div class=\"vk_alert_icon_icon\"><i class=\"fa-solid fa-triangle-exclamation\" aria-hidden=\"true\"><\/i><\/div>\n<div class=\"vk_alert_icon_text\"><span>Warning<\/span><\/div>\n<\/div>\n<div class=\"vk_alert_content\">\n<p>\u3053\u306e\u8a18\u4e8b\u306fAI\u306b\u3088\u3063\u3066\u81ea\u52d5\u751f\u6210\u30fb\u5206\u6790\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002AI\u306e\u6027\u8cea\u4e0a\u3001\u4e8b\u5b9f\u8aa4\u8a8d\u304c\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u91cd\u8981\u306a\u5224\u65ad\u3092\u4e0b\u3059\u969b\u306f\u5fc5\u305a\u30ea\u30f3\u30af\u5148\u306e\u4e00\u6b21\u30bd\u30fc\u30b9\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<div class=\"wp-block-group\" style=\"margin-top:40px;margin-bottom:40px\">\n<h2 class=\"wp-block-heading\">\u30b5\u30a4\u30d0\u30fc\u9632\u885b\u306b\u304a\u3051\u308b\u96c6\u56e3\u884c\u52d5\u306e\u547c\u3073\u304b\u3051<\/h2>\n<ul>\n<li><strong>\u539f\u984c:<\/strong> A call for collective action on cyber defense<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5c02\u9580\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u5206\u6790<\/h3>\n<div class=\"ai-summary-content\">\n<p><strong>OpenAI<\/strong>\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u306e\u9ad8\u5ea6\u5316\u3068\u666e\u53ca\u306b\u76f4\u9762\u3057\u3001\u30b5\u30a4\u30d0\u30fc\u9632\u885b\u306b\u304a\u3051\u308b<strong>\u96c6\u56e3\u884c\u52d5<\/strong>\u306e\u7dca\u6025\u6027\u3092\u8a34\u3048\u3066\u3044\u307e\u3059\u3002\u75c5\u9662\u3084\u6c34\u9053\u65bd\u8a2d\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30a4\u30f3\u30d5\u30e9\u306a\u3069\u3001\u793e\u4f1a\u304c\u4f9d\u5b58\u3059\u308b\u91cd\u8981\u306a\u30b5\u30fc\u30d3\u30b9\u304c\u5371\u967a\u306b\u6652\u3055\u308c\u3066\u3044\u308b\u3068\u6307\u6458\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u53d6\u308a\u7d44\u307f\u306f\u3001AI\u304c\u9632\u5fa1\u5074\u306b\u65b0\u305f\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3001\u9577\u5e74\u84c4\u7a4d\u3055\u308c\u305f\u8106\u5f31\u6027\u3092\u4fee\u6b63\u3059\u308b\u6a5f\u4f1a\u3092\u3082\u305f\u3089\u3059\u3068\u3044\u3046\u8a8d\u8b58\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u73fe\u72b6\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3067\u306f\u4e0d\u5341\u5206\u3067\u3042\u308a\u3001<strong>AI\u5bfe\u5fdc\u578b\u30b5\u30a4\u30d0\u30fc\u30c4\u30fc\u30eb<\/strong>\u3067\u3088\u308a\u591a\u304f\u306e\u9632\u5fa1\u8005\u3092\u5f37\u5316\u3057\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u5bfe\u5fdc\u3092\u52d5\u54e1\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u63d0\u5531\u3055\u308c\u308b\u539f\u5247\u306b\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u5f15\u304d\u4e0a\u3052\u3001<strong>AI\u3092\u6d3b\u7528\u3057\u305f\u9632\u5fa1\u30c4\u30fc\u30eb<\/strong>\u306e\u5171\u6709\u3001\u305d\u3057\u3066\u653f\u5e9c\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4f01\u696d\u3001\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2AI\u4f01\u696d\u9593\u306e\u65b0\u305f\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u306e\u69cb\u7bc9\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u7279\u306b\u3001\u30ea\u30bd\u30fc\u30b9\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u91cd\u8981\u30a4\u30f3\u30d5\u30e9\u7d44\u7e54\u3078\u306e\u652f\u63f4\u304c\u5f37\u8abf\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\ud83d\udc49 <strong><a href=\"https:\/\/openai.com\/collective-cyberdefense\/\" target=\"_blank\" rel=\"noopener\">OpenAI \u3067\u8a18\u4e8b\u5168\u6587\u3092\u8aad\u3080<\/a><\/strong><\/p>\n<\/div>\n<ul>\n<li><strong>\u8981\u70b9:<\/strong> AI-enabled cyberattacks demand urgent, collective action and AI-powered defense tools across all sectors, especially for critical infrastructure.<\/li>\n<li><strong>\u8457\u8005:<\/strong> peterkwells<\/li>\n<\/ul>\n<blockquote class=\"wp-block-quote\"><p><span>English Summary:<\/span><\/p>\n<p><strong>OpenAI<\/strong> is issuing an urgent call for <strong>collective action<\/strong> in cyber defense, recognizing the escalating threat of sophisticated and widespread AI-enabled cyberattacks. Critical services that communities depend on, such as hospitals, water treatment plants, and internet infrastructure, are at risk.<\/p>\n<p>The initiative highlights that current AI advancements offer defenders new ways to address long-standing vulnerabilities, emphasizing that the status quo in security will not suffice. It advocates for empowering more defenders with <strong>cyber-capable AI<\/strong> and mobilizing a global response to raise security standards.<\/p>\n<p>Key principles proposed include elevating security standards, sharing <strong>AI-powered defense tools<\/strong>, and fostering new partnerships among governments, cybersecurity companies, and frontier AI companies. A particular focus is placed on providing support and resources to under-resourced critical infrastructure organizations.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"wp-block-group\" style=\"margin-top:40px;margin-bottom:40px\">\n<h2 class=\"wp-block-heading\">SwarmWorld: \u8a00\u8a9e\u30e2\u30c7\u30eb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u793e\u4f1a\u306b\u304a\u3051\u308b\u30b9\u30c6\u30a3\u30b0\u30de\u30b8\u30fc\u7684\u6280\u8853\u9032\u5316<\/h2>\n<ul>\n<li><strong>\u539f\u984c:<\/strong> SwarmWorld: Stigmergic technological evolution in societies of language-model agents<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5c02\u9580\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u5206\u6790<\/h3>\n<div class=\"ai-summary-content\">\n<p>\u8ad6\u6587\u300c<strong>SwarmWorld: Stigmergic technological evolution in societies of language-model agents<\/strong>\u300d\u306f\u3001<strong>\u8a00\u8a9e\u30e2\u30c7\u30eb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>\u304c\u5171\u6709\u74b0\u5883\u3092\u901a\u3058\u3066\u5354\u8abf\u3057\u3001\u96c6\u5408\u77e5\u304c\u751f\u307e\u308c\u308b\u53ef\u80fd\u6027\u3092\u63a2\u6c42\u3057\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u304c\u76f4\u63a5\u7684\u306a\u4f1a\u8a71\u3084\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u5f79\u5272\u306b\u4f9d\u5b58\u3059\u308b\u306e\u306b\u5bfe\u3057\u3001<strong>SwarmWorld<\/strong>\u3067\u306f\u5206\u6563\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u81ea\u5f8b\u7684\u306b\u6a5f\u80fd\u7684\u306a\u6280\u8853\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u521d\u671f\u306f\u5747\u8cea\u306a<strong>LLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>\u304c\u3001\u5f79\u5272\u3084\u30ec\u30b7\u30d4\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u3053\u3068\u306a\u304f\u3001\u9032\u5316\u3059\u308b\u6280\u8853\u793e\u4f1a\u3078\u3068\u81ea\u5df1\u7d44\u7e54\u5316\u3057\u307e\u3059\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u7a7a\u9593\u74b0\u5883\u3092\u63a2\u7d22\u3057\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u51e6\u7406\u3057\u3001\u6750\u6599\u3092\u30c6\u30b9\u30c8\u3057\u3001\u6c38\u7d9a\u7684\u306a\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3092\u69cb\u7bc9\u3057\u3001\u5b9f\u884c\u53ef\u80fd\u306a\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<p><strong>SwarmWorld<\/strong>\u306f\u8a8d\u77e5\u3068\u7d50\u679c\u3092\u5206\u96e2\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u3092\u63d0\u6848\u3057\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3055\u308c\u305f\u4e16\u754c\u304c\u305d\u306e\u6a5f\u80fd\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u5171\u6709\u3055\u308c\u305f\u793e\u4f1a\u306f\u3001\u72ec\u7acb\u3057\u305f\u63a2\u7d22\u3088\u308a\u3082\u5e83\u7bc4\u3067\u56de\u5fa9\u529b\u306e\u3042\u308b\u6280\u8853\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u958b\u767a\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u63a2\u7d22\u3001\u5efa\u8a2d\u3001\u4fdd\u5b88\u3001\u8abf\u6574\u306e\u884c\u52d5\u306b\u5206\u5316\u3057\u307e\u3059\u3002<\/p>\n<p>\ud83d\udc49 <strong><a href=\"https:\/\/arxiv.org\/abs\/2608.26081\" target=\"_blank\" rel=\"noopener\">arXiv \u3067\u8a18\u4e8b\u5168\u6587\u3092\u8aad\u3080<\/a><\/strong><\/p>\n<\/div>\n<ul>\n<li><strong>\u8981\u70b9:<\/strong> Decentralized LLM agents in SwarmWorld can self-organize through stigmergy to achieve technological evolution and build resilient portfolios, demonstrating emergent collective intelligence.<\/li>\n<li><strong>\u8457\u8005:<\/strong> Subhadeep Pal, Fiona Y. Wang, Markus J. Buehler<\/li>\n<\/ul>\n<blockquote class=\"wp-block-quote\"><p><span>English Summary:<\/span><\/p>\n<p>The paper \"<strong>SwarmWorld: Stigmergic technological evolution in societies of language-model agents<\/strong>\" investigates how collective intelligence can emerge when <strong>language-model agents<\/strong> coordinate through a shared environment. Unlike most multi-agent systems that rely on direct conversation or predefined roles, <strong>SwarmWorld<\/strong> explores whether decentralized agents can build functional technologies autonomously.<\/p>\n<p>In this simulation, initially homogeneous <strong>LLM agents<\/strong> self-organize into evolving technological societies without assigned roles or recipes. Agents explore a spatial environment, process resources, test materials, construct persistent artifacts, and write executable controllers that are evaluated by a deterministic simulator.<\/p>\n<p><strong>SwarmWorld<\/strong> separates cognition from consequence, where agents propose architectures and controllers, and the simulated world determines their function. Shared societies develop broader, more resilient technological portfolios than isolated search, with agents differentiating into exploration, construction, maintenance, and coordination behaviors as the world matures.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"wp-block-group\" style=\"margin-top:40px;margin-bottom:40px\">\n<h2 class=\"wp-block-heading\">\u6b27\u5dde\u3001\u30ac\u30b9\u4f9d\u5b58\u5ea6\u4f4e\u6e1b\u3078\u6570\u65e5\u9593\u30a8\u30cd\u30eb\u30ae\u30fc\u8caf\u8535\u53ef\u80fd\u306a\u5de8\u5927\u9244\u7a7a\u6c17\u96fb\u6c60\u3092\u5c0e\u5165<\/h2>\n<ul>\n<li><strong>\u539f\u984c:<\/strong> Europe aims to reduce gas dependency with a gigantic iron-air battery capable of storing energy for days<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5c02\u9580\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u5206\u6790<\/h3>\n<div class=\"ai-summary-content\">\n<p>\u6b27\u5dde\u306f\u3001\u30aa\u30e9\u30f3\u30c0\u306e\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7<strong>Ore Energy<\/strong>\u304c\u958b\u767a\u3057\u305f<strong>\u9244\u7a7a\u6c17\u96fb\u6c60<\/strong>\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3057\u3001\u30ac\u30b9\u3078\u306e\u4f9d\u5b58\u5ea6\u3092\u4f4e\u6e1b\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u98a8\u529b\u3084\u592a\u967d\u5149\u767a\u96fb\u304c\u4e0d\u8db3\u3059\u308b\u6570\u65e5\u9593\u306e\u671f\u9593\u3092\u30ab\u30d0\u30fc\u3059\u308b\u305f\u3081\u300124\u6642\u9593\u304b\u3089100\u6642\u9593\u3082\u306e\u9577\u671f\u9593\u306b\u308f\u305f\u308b\u30a8\u30cd\u30eb\u30ae\u30fc\u8caf\u8535\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><strong>Ore Energy<\/strong>\u306f\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306e<strong>Budget Thuis<\/strong>\u30681\u30ae\u30ac\u30ef\u30c3\u30c8\u6642\uff08GWh\uff09\u306e\u8caf\u8535\u5bb9\u91cf\u3092\u5c55\u958b\u3059\u308b\u5951\u7d04\u3092\u7de0\u7d50\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u3001\u3053\u306e\u6280\u8853\u3092\u7528\u3044\u305f\u6b27\u5dde\u6700\u5927\u7d1a\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4e00\u3064\u3068\u306a\u308a\u307e\u3059\u3002\u6700\u521d\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u306f2028\u5e74\u307e\u3067\u306b\u7d04400MWh\u304c\u5c55\u958b\u3055\u308c\u3001\u305d\u306e\u5f8c1GWh\u306b\u62e1\u5927\u3055\u308c\u308b\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d0\u30c3\u30c6\u30ea\u30fc\u306f\u3001\u9244\u3001\u7a7a\u6c17\u3001\u6c34\u9593\u306e\u53ef\u9006\u7684\u306a\u9178\u5316\u53cd\u5fdc\u3092\u5229\u7528\u3057\u3066\u304a\u308a\u3001\u30ea\u30c1\u30a6\u30e0\u30a4\u30aa\u30f3\u96fb\u6c60\u3068\u306f\u7570\u306a\u308a\u3001\u30ea\u30c1\u30a6\u30e0\u3084\u30b3\u30d0\u30eb\u30c8\u3068\u3044\u3063\u305f\u5e0c\u5c11\u306a\u539f\u6750\u6599\u3092\u5fc5\u8981\u3068\u3057\u307e\u305b\u3093\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6b27\u5dde\u5185\u3067\u306e\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u69cb\u7bc9\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u518d\u751f\u53ef\u80fd\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u5909\u52d5\u6027\u306b\u5bfe\u5fdc\u3057\u3001\u5316\u77f3\u71c3\u6599\u3078\u306e\u4f9d\u5b58\u3092\u6e1b\u3089\u3059\u91cd\u8981\u306a\u624b\u6bb5\u3068\u306a\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\ud83d\udc49 <strong><a href=\"https:\/\/es.gizmodo.com\/europa-quiere-depender-menos-del-gas-con-una-gigantesca-bateria-de-hierro-y-aire-capaz-de-almacenar-energia-durante-dias-2000254652\" target=\"_blank\" rel=\"noopener\">Gizmodo en Espa\u00f1ol \u3067\u8a18\u4e8b\u5168\u6587\u3092\u8aad\u3080<\/a><\/strong><\/p>\n<\/div>\n<ul>\n<li><strong>\u8981\u70b9:<\/strong> Europe is investing in large-scale iron-air batteries for long-duration (24-100 hours) energy storage, using abundant materials to reduce gas dependency and support renewable energy integration.<\/li>\n<li><strong>\u8457\u8005:<\/strong> Thomas Handley<\/li>\n<\/ul>\n<blockquote class=\"wp-block-quote\"><p><span>English Summary:<\/span><\/p>\n<p>Europe is moving to reduce its dependency on gas by deploying a massive <strong>iron-air battery<\/strong> system developed by Dutch startup <strong>Ore Energy<\/strong>. This technology is designed for long-duration energy storage, capable of holding electricity for 24 to 100 hours, addressing periods when wind and solar generation are insufficient for several consecutive days.<\/p>\n<p><strong>Ore Energy<\/strong> has secured an agreement with energy provider <strong>Budget Thuis<\/strong> to deploy 1 gigawatt-hour (GWh) of storage capacity, marking one of Europe's largest projects utilizing this technology. The initial phase, planned for 2028, will see approximately 400 MWh deployed, eventually expanding to the full 1 GWh.<\/p>\n<p>The battery operates on a reversible oxidation reaction involving iron, air, and water, notably avoiding the need for critical raw materials like lithium and cobalt, unlike lithium-ion batteries. This allows for a more localized supply chain within Europe and is seen as a crucial solution for managing renewable energy intermittency and reducing reliance on fossil fuels.<\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>OpenAI\u306eAI\u30b5\u30a4\u30d0\u30fc\u9632\u885b\u306e\u547c\u3073\u304b\u3051\u3001arXiv\u306eLLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u6280\u8853\u9032\u5316\u300cSwarmWorld\u300d\u3001Gizmodo\u306e\u6b27\u5dde\u306e\u9244\u7a7a\u6c17\u96fb\u6c60\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6df1\u6398\u308a\u3002<\/p>\n","protected":false},"author":1,"featured_media":856,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"sns_share_botton_hide":"","vkExUnit_sns_title":"","_vk_print_noindex":"","sitemap_hide":"","_veu_custom_css":"","veu_display_promotion_alert":"","vkexunit_cta_each_option":"","_lightning_design_setting":[],"footnotes":""},"categories":[3],"tags":[8,17,16,446,56,26,280,15],"class_list":["post-1164","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-columns","tag-ai","tag-llm","tag-446","tag-56","tag-26","tag-280"],"veu_head_title_object":{"title":"","add_site_title":""},"_links":{"self":[{"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/posts\/1164","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/comments?post=1164"}],"version-history":[{"count":0,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/posts\/1164\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/media\/856"}],"wp:attachment":[{"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/media?parent=1164"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/categories?post=1164"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/tags?post=1164"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}