{"id":901,"date":"2026-01-25T02:30:18","date_gmt":"2026-01-24T17:30:18","guid":{"rendered":"https:\/\/itexplore.org\/jp\/columns\/ai-evolution-coordination-safety-practical-adoption\/"},"modified":"2026-01-25T02:30:18","modified_gmt":"2026-01-24T17:30:18","slug":"ai-evolution-coordination-safety-practical-adoption","status":"publish","type":"post","link":"https:\/\/itexplore.org\/jp\/columns\/ai-evolution-coordination-safety-practical-adoption\/","title":{"rendered":"AI\u306e\u9032\u5316\uff1a\u5354\u8abf\u3001\u5b89\u5168\u6027\u3001\u5b9f\u7528\u5316\u3078\u306e\u7126\u70b9"},"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\">Humans&amp;\u306fAI\u306e\u6b21\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u306f\u5354\u8abf\u6027\u3060\u3068\u8003\u3048\u3001\u305d\u308c\u3092\u8a3c\u660e\u3059\u308b\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b<\/h2>\n<ul>\n<li><strong>\u539f\u984c:<\/strong> Humans&amp; thinks coordination is the next frontier for AI, and they're building a model to prove it<\/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>\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u306e<strong>Humans&amp;<\/strong>\u306f\u3001\u4e3b\u8981\u30c6\u30c3\u30af\u4f01\u696d\u51fa\u8eab\u8005\u306b\u3088\u3063\u3066\u8a2d\u7acb\u3055\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u5354\u8abf\u6027\u3092\u9ad8\u3081\u308b\u65b0\u3057\u3044<strong>AI\u30e2\u30c7\u30eb<\/strong>\u306e\u958b\u767a\u306b4\u51048000\u4e07\u30c9\u30eb\u3092\u8abf\u9054\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u5f93\u6765\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\u7570\u306a\u308a\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306f\u30c1\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u610f\u601d\u6c7a\u5b9a\u306e\u8907\u96d1\u6027\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002\u5275\u8a2d\u8005\u305f\u3061\u306f\u3001\u5358\u306a\u308b\u60c5\u5831\u691c\u7d22\u3092\u8d85\u3048\u305f<strong>AI<\/strong>\u306b\u304a\u3051\u308b\u793e\u4f1a\u7684\u77e5\u6027\u306e\u91cd\u8981\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u88fd\u54c1\u306f\u307e\u3060\u958b\u767a\u4e2d\u3067\u3059\u304c\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u304a\u3088\u3073\u30b3\u30f3\u30b7\u30e5\u30fc\u30de\u30fc\u306e\u4e21\u65b9\u306e\u6587\u8108\u3067\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u304a\u308a\u3001\u9032\u5316\u3059\u308b<strong>AI<\/strong>\u30e9\u30f3\u30c9\u30b9\u30b1\u30fc\u30d7\u306b\u304a\u3051\u308b\u4e2d\u5fc3\u7684\u306a\u30d7\u30ec\u30fc\u30e4\u30fc\u3068\u3057\u3066\u306e\u5730\u4f4d\u3092\u78ba\u7acb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\ud83d\udc49 <strong><a href=\"https:\/\/techcrunch.com\/2026\/01\/22\/humans-thinks-coordination-is-the-next-frontier-for-ai-and-theyre-building-a-model-to-prove-it\/\" target=\"_blank\" rel=\"noopener\">TechCrunch \u3067\u8a18\u4e8b\u5168\u6587\u3092\u8aad\u3080<\/a><\/strong><\/p>\n<\/div>\n<ul>\n<li><strong>\u8981\u70b9:<\/strong> Humans&amp; is developing an AI model focused on enhancing collaboration and coordination, moving beyond traditional chatbot capabilities.<\/li>\n<li><strong>\u8457\u8005:<\/strong> Rebecca Bellan<\/li>\n<\/ul>\n<blockquote class=\"wp-block-quote\"><p><span>English Summary:<\/span><\/p>\n<p>The startup <strong>Humans&amp;<\/strong>, founded by alumni from major tech companies, has raised $480 million to develop a new <strong>AI model<\/strong> focused on enhancing collaboration and coordination among users.<\/p>\n<p>Unlike traditional chatbots, this model aims to address the complexities of teamwork and decision-making. The founders emphasize the importance of social intelligence in <strong>AI<\/strong>, moving beyond mere information retrieval.<\/p>\n<p>While the product is still in development, it is intended to improve communication and collaboration in both enterprise and consumer contexts, positioning itself as a central player in the evolving <strong>AI<\/strong> landscape.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"wp-block-group\" style=\"margin-top:40px;margin-bottom:40px\">\n<h2 class=\"wp-block-heading\">\u30b3\u30fc\u30c9\u30ef\u30fc\u30eb\u30c9\u30e2\u30c7\u30eb\u306e\u4e8c\u91cd\u751f\u6d3b\uff1a\u5b9f\u884c\u30c8\u30ec\u30fc\u30b9\u3092\u901a\u3058\u3066\u60aa\u610f\u306e\u3042\u308b\u52d5\u4f5c\u3092\u8a3c\u660e\u53ef\u80fd\u306b\u30de\u30b9\u30af\u89e3\u9664\u3059\u308b<\/h2>\n<ul>\n<li><strong>\u539f\u984c:<\/strong> The Double Life of Code World Models: Provably Unmasking Malicious Behavior Through Execution Traces<\/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>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09<\/strong>\u306f\u3001\u4eba\u9593\u306e\u76e3\u8996\u304c\u6700\u5c0f\u9650\u3067\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u5897\u3048\u3066\u304a\u308a\u3001\u30d0\u30c3\u30af\u30c9\u30a2\u306e\u6ce8\u5165\u3084\u60aa\u610f\u306e\u3042\u308b\u52d5\u4f5c\u306b\u95a2\u3059\u308b\u91cd\u5927\u306a\u61f8\u5ff5\u3092\u5f15\u304d\u8d77\u3053\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u672c\u7814\u7a76\u3067\u306f\u3001\u610f\u5473\u7684\u306b\u7b49\u4fa1\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u5909\u63db\u306b\u308f\u305f\u308b\u5b9f\u884c\u30c8\u30ec\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306e\u4e00\u8cab\u6027\u30d1\u30bf\u30fc\u30f3\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30d0\u30c3\u30af\u30c9\u30a2\u3092\u793a\u3059\u7570\u5e38\u306a\u52d5\u4f5c\u3092\u691c\u51fa\u3059\u308b\u3001\u65b0\u3057\u3044<strong>AI\u5236\u5fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong>\u3067\u3042\u308b<strong>Cross-Trace Verification Protocol (CTVP)<\/strong>\u3092\u63d0\u6848\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u691c\u8a3c\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u5b9a\u91cf\u5316\u3059\u308b<strong>Adversarial Robustness Quotient (ARQ)<\/strong>\u3092\u5c0e\u5165\u3057\u3001\u8ecc\u9053\u30b5\u30a4\u30ba\u3068\u3068\u3082\u306b\u6307\u6570\u95a2\u6570\u7684\u306b\u5897\u52a0\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u7406\u8ad6\u7684\u5206\u6790\u306f\u3001\u6575\u5bfe\u8005\u304c\u57fa\u672c\u7684\u306a\u7a7a\u9593\u8907\u96d1\u6027\u306e\u5236\u7d04\u306b\u3088\u308a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u901a\u3058\u3066\u6539\u5584\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u793a\u3059\u60c5\u5831\u7406\u8ad6\u7684\u5883\u754c\u3092\u78ba\u7acb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\ud83d\udc49 <strong><a href=\"https:\/\/arxiv.org\/abs\/2512.13821\" 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> The Cross-Trace Verification Protocol (CTVP) offers a theoretically grounded and scalable approach to AI control for code generation, using semantic orbit analysis to provably unmask malicious behavior.<\/li>\n<li><strong>\u8457\u8005:<\/strong> Editorial Staff<\/li>\n<\/ul>\n<blockquote class=\"wp-block-quote\"><p><span>English Summary:<\/span><\/p>\n<p><strong>Large language models (LLMs)<\/strong> increasingly generate code with minimal human oversight, raising critical concerns about backdoor injection and malicious behavior.<\/p>\n<p>This research introduces the <strong>Cross-Trace Verification Protocol (CTVP)<\/strong>, a novel <strong>AI control framework<\/strong> that detects anomalous behavior indicative of backdoors by analyzing consistency patterns in the model's predictions of execution traces across semantically equivalent program transformations.<\/p>\n<p>The approach introduces the <strong>Adversarial Robustness Quotient (ARQ)<\/strong>, which quantifies the computational cost of verification and shows exponential growth with orbit size. Theoretical analysis establishes information-theoretic bounds showing non-gamifiability, meaning adversaries cannot improve through training due to fundamental space complexity constraints.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"wp-block-group\" style=\"margin-top:40px;margin-bottom:40px\">\n<h2 class=\"wp-block-heading\">OpenAI\u306e2026\u5e74\u306e\u300c\u7126\u70b9\u300d\u306f\u300c\u5b9f\u7528\u7684\u306a\u5c0e\u5165\u300d<\/h2>\n<ul>\n<li><strong>\u539f\u984c:<\/strong> OpenAI\u2019s 2026 \u2018focus\u2019 is \u2018practical adoption\u2019<\/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>\u306e\u65b0\u3057\u3044\u6700\u9ad8\u8ca1\u52d9\u8cac\u4efb\u8005\u3067\u3042\u308b<strong>Sarah Friar<\/strong>\u306f\u3001\u540c\u793e\u304c2026\u5e74\u306b\u300c\u5b9f\u7528\u7684\u306a\u5c0e\u5165\u300d\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3053\u3068\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u306f\u3001<strong>AI<\/strong>\u6280\u8853\u3092\u3088\u308a\u591a\u304f\u306e\u4eba\u3005\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u65e5\u5e38\u751f\u6d3b\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3059\u6226\u7565\u3067\u3059\u3002<strong>Friar<\/strong>\u306f\u3001<strong>AI<\/strong>\u304c\u5358\u306a\u308b\u5b9f\u9a13\u7684\u306a\u6280\u8853\u3067\u306f\u306a\u304f\u3001\u793e\u4f1a\u306b\u5b9f\u969b\u306b\u8ca2\u732e\u3059\u308b\u30c4\u30fc\u30eb\u3068\u306a\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u5f37\u8abf\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u7126\u70b9\u306f\u3001<strong>OpenAI<\/strong>\u304c\u3088\u308a\u5e83\u7bc4\u306a\u30e6\u30fc\u30b6\u30fc\u30d9\u30fc\u30b9\u306b\u30ea\u30fc\u30c1\u3057\u3001<strong>AI<\/strong>\u306e\u502b\u7406\u7684\u304b\u3064\u8cac\u4efb\u3042\u308b\u5c55\u958b\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u53d6\u308a\u7d44\u307f\u306e\u4e00\u74b0\u3067\u3059\u3002<\/p>\n<p>\ud83d\udc49 <strong><a href=\"https:\/\/www.theverge.com\/news\/864229\/openai-focus-practical-adoption-sarah-friar\" target=\"_blank\" rel=\"noopener\">The Verge \u3067\u8a18\u4e8b\u5168\u6587\u3092\u8aad\u3080<\/a><\/strong><\/p>\n<\/div>\n<ul>\n<li><strong>\u8981\u70b9:<\/strong> OpenAI is shifting its strategic focus towards the practical adoption and real-world integration of its AI technologies in 2026.<\/li>\n<li><strong>\u8457\u8005:<\/strong> Jay Peters<\/li>\n<\/ul>\n<blockquote class=\"wp-block-quote\"><p><span>English Summary:<\/span><\/p>\n<p><strong>OpenAI<\/strong>'s new Chief Financial Officer, <strong>Sarah Friar<\/strong>, has indicated that the company will focus on 'practical adoption' in 2026.<\/p>\n<p>This strategy aims to make <strong>AI<\/strong> technologies more accessible and integrated into daily life and businesses. <strong>Friar<\/strong> emphasized the importance of <strong>AI<\/strong> becoming a tool that genuinely benefits society, rather than remaining purely experimental.<\/p>\n<p>This focus is part of <strong>OpenAI<\/strong>'s efforts to reach a broader user base and ensure the ethical and responsible deployment of <strong>AI<\/strong>.<\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>AI\u306e\u6700\u65b0\u52d5\u5411\u3092\u89e3\u8aac\u3002\u5354\u8abf\u6027\u5411\u4e0a\u30e2\u30c7\u30eb\u3001\u30b3\u30fc\u30c9\u751f\u6210\u306e\u5b89\u5168\u6027\u691c\u8a3c\u3001OpenAI\u306e\u5b9f\u7528\u5316\u6226\u7565\u306b\u8feb\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":6,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"vkexunit_cta_each_option":"","footnotes":""},"categories":[3],"tags":[8,16,109,110,111,15],"class_list":["post-901","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-columns","tag-ai","tag-llm","tag-109","tag-110","tag-111"],"_links":{"self":[{"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/posts\/901","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=901"}],"version-history":[{"count":0,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/posts\/901\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/media\/6"}],"wp:attachment":[{"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/media?parent=901"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/categories?post=901"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itexplore.org\/jp\/wp-json\/wp\/v2\/tags?post=901"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}