{"id":18108,"date":"2026-06-16T00:31:31","date_gmt":"2026-06-16T00:31:31","guid":{"rendered":"https:\/\/megagon.ai\/?post_type=faq&#038;p=18108"},"modified":"2026-06-16T00:31:33","modified_gmt":"2026-06-16T00:31:33","slug":"general-user-models-gum-human-ai","status":"publish","type":"faq","link":"https:\/\/megagon.ai\/jp\/faq\/general-user-models-gum-human-ai\/","title":{"rendered":"What is a General User Model (GUM)?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">A General User Model learns about a user from their interaction signals, building an understanding of their goals, context, and preferences. This lets an AI system reason about and adapt to each person instead of treating every user the same. Diyi Yang introduced GUMs as part of her research on human-centered AI.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A General User Model learns about a user from their interaction signals, building an understanding of their goals, context, and preferences. This lets an AI system reason about and adapt to each person instead of treating every user the same. Diyi Yang introduced GUMs as part of her research on human-centered AI.<\/p>\n","protected":false},"author":1,"template":"","meta":{"footnotes":""},"question-topic":[],"class_list":["post-18108","faq","type-faq","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is a General User Model (GUM)? - Megagon<\/title>\n<meta name=\"description\" content=\"A General User Model (GUM) learns a user&#039;s goals and context from interaction signals so AI can reason about and adapt to each person, not treat everyone alike.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/megagon.ai\/jp\/faq\/general-user-models-gum-human-ai\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is a General User Model (GUM)? - Megagon\" \/>\n<meta property=\"og:description\" content=\"A General User Model (GUM) learns a user&#039;s goals and context from interaction signals so AI can reason about and adapt to each person, not treat everyone alike.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/megagon.ai\/jp\/faq\/general-user-models-gum-human-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Megagon\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/megagonlabs\/\" \/>\n<meta property=\"article:modified_time\" content=\"2026-06-16T00:31:33+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/faq\\\/general-user-models-gum-human-ai\\\/\",\"url\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/faq\\\/general-user-models-gum-human-ai\\\/\",\"name\":\"What is a General User Model (GUM)? - Megagon\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/#website\"},\"datePublished\":\"2026-06-16T00:31:31+00:00\",\"dateModified\":\"2026-06-16T00:31:33+00:00\",\"description\":\"A General User Model (GUM) learns a user's goals and context from interaction signals so AI can reason about and adapt to each person, not treat everyone alike.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/faq\\\/general-user-models-gum-human-ai\\\/#breadcrumb\"},\"inLanguage\":\"ja-JP\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/megagon.ai\\\/jp\\\/faq\\\/general-user-models-gum-human-ai\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/faq\\\/general-user-models-gum-human-ai\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What is a General User Model (GUM)?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/#website\",\"url\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/\",\"name\":\"Megagon Labs\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja-JP\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/megagon.ai\\\/jp\\\/#organization\",\"name\":\"Megagon Labs\",\"url\":\"https:\\\/\\\/megagon.ai\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/megagon.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/Logo-Megagon-Labs.webp\",\"caption\":\"Megagon Labs\"},\"image\":{\"url\":\"https:\\\/\\\/megagon.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/Logo-Megagon-Labs.webp\"},\"description\":\"Megagon Labs is an AI research organization conducting research in compound AI systems, large language models, data-AI symbiosis, and human-centered AI. 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