{
   "article_id" : 106291,
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   "content" : "# Bruk KI. Men forstå hva du velger.\n\nLar vi leverandørene ta valgene alene, lar vi dem også definere handlingsrommet i etterkant.\n\nTrygve Karper, KI\\-gründer og administrerende direktør, [har rett i mye](/meninger/debatt/i/V6qW5p/ki-makten-ligger-ikke-der-du-tror). Jeg er enig i at KI \\(kunstig intelligens\\) må tas i bruk bredere og raskere. De som venter, blir hengende etter. Modellene blir dessuten stadig likere og mer utbyttbare. Det er ikke der risikoen ligger.\n\nKarper diskuterer først og fremst bruk. Jeg [er opptatt](/meninger/debatt/i/Bxlvov/kunstig-intelligens-er-infrastruktur) av noe annet: hva som skjer når KI bygges inn i systemer som former saksbehandling, prioriteringer og ansvar.\n\nModeller kan byttes. Arkitekturen rundt dem kan sjelden det. Hvordan KI kobles til kjernesystemer og arbeidsflyt, avgjør hva som senere lar seg endre. Disse valgene tas tidlig, ofte teknisk, og uten bred diskusjon.\n\n> Dette er ikke et argument for å vente. Det er et argument for å velge bevisst.\n\nNår et system presenterer én anbefaling, følger mennesker den som regel – fordi designet gjør alternativene usynlige. Da flyttes også ansvar for likebehandling fra saksbehandleren til systemet og til dem som har designet det.\n\nDette er ikke et argument for å vente. Det er et argument for å velge bevisst. Lar vi leverandørene ta valgene alene, lar vi dem også definere handlingsrommet i etterkant.",
   "created_at" : "2026-02-04 23:00:57",
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   "metadata" : "{\"published_at\":\"2026-02-04 22:00:00\",\"schema\":{\"microdata\":{\"datePublished\":\"14. desember 2025\"}},\"image_url\":\"https://premium.vgc.no/v2/images/472e6bb5-8af2-4b57-8e1e-01979eb9574a?fit=crop&format=auto&h=1365&w=2048&s=6a0df701dcbe3a81eb1c61195c13eef605106c9a\",\"source_updated_at\":\"2026-02-04 12:35:40\",\"meta\":{\"robots\":\"max-image-preview:large\",\"msapplication-config\":\"/cnp-assets/favicon-6c399f1f/browserconfig.xml\",\"msapplication-TileColor\":\"#fff\",\"apple-mobile-web-app-status-bar-style\":\"black-translucent\",\"mobile-web-app-capable\":\"yes\",\"application-name\":\"Aftenposten\",\"viewport\":\"width=device-width, initial-scale=1.0\",\"theme-color\":\"#fff\",\"apple-mobile-web-app-capable\":\"yes\",\"msapplication-TileImage\":\"/cnp-assets/favicon-6c399f1f/mstile-144x144.png\",\"description\":\"Les innlegget.\",\"apple-mobile-web-app-title\":\"Aftenposten\"},\"content\":\"# Bruk KI. Men forstå hva du velger.\\n\\nLar vi leverandørene ta valgene alene, lar vi dem også definere handlingsrommet i etterkant.\\n\\nTrygve Karper, KI\\\\-gründer og administrerende direktør, [har rett i mye](/meninger/debatt/i/V6qW5p/ki-makten-ligger-ikke-der-du-tror). Jeg er enig i at KI \\\\(kunstig intelligens\\\\) må tas i bruk bredere og raskere. De som venter, blir hengende etter. Modellene blir dessuten stadig likere og mer utbyttbare. Det er ikke der risikoen ligger.\\n\\nKarper diskuterer først og fremst bruk. Jeg [er opptatt](/meninger/debatt/i/Bxlvov/kunstig-intelligens-er-infrastruktur) av noe annet: hva som skjer når KI bygges inn i systemer som former saksbehandling, prioriteringer og ansvar.\\n\\nModeller kan byttes. Arkitekturen rundt dem kan sjelden det. Hvordan KI kobles til kjernesystemer og arbeidsflyt, avgjør hva som senere lar seg endre. Disse valgene tas tidlig, ofte teknisk, og uten bred diskusjon.\\n\\n> Dette er ikke et argument for å vente. Det er et argument for å velge bevisst.\\n\\nNår et system presenterer én anbefaling, følger mennesker den som regel – fordi designet gjør alternativene usynlige. Da flyttes også ansvar for likebehandling fra saksbehandleren til systemet og til dem som har designet det.\\n\\nDette er ikke et argument for å vente. Det er et argument for å velge bevisst. Lar vi leverandørene ta valgene alene, lar vi dem også definere handlingsrommet i etterkant.\",\"keywords\":[],\"og\":{\"type\":\"article\",\"image:width\":\"2048\",\"image\":\"https://premium.vgc.no/v2/images/472e6bb5-8af2-4b57-8e1e-01979eb9574a?fit=crop&format=auto&h=1365&w=2048&s=6a0df701dcbe3a81eb1c61195c13eef605106c9a\",\"url\":\"https://www.aftenposten.no/meninger/debatt/i/7p5k44/bruk-ki-men-forstaa-hva-du-velger\",\"image:height\":\"1365\",\"description\":\"Les innlegget.\",\"title\":\"Bruk KI. Men forstå hva du velger.\"},\"description\":\"Les innlegget.\",\"raw_feed_item\":\"<item>\\n            <title><![CDATA[Bruk KI. Men forstå hva du velger.]]></title>\\n            <link>https://www.aftenposten.no/meninger/debatt/i/7p5k44/bruk-ki-men-forstaa-hva-du-velger</link>\\n            <guid>https://www.aftenposten.no/i/7p5k44</guid>\\n            <pubDate>Wed, 04 Feb 2026 22:00:00 GMT</pubDate>\\n            <description><![CDATA[Les innlegget.]]></description>\\n            <enclosure length=\\\"65535\\\" type=\\\"image/jpeg\\\" url=\\\"https://premium.vgc.no/v2/images/c7c49f29-16f1-456d-91ea-92d3be58bae4?fit=crop&amp;format=auto&amp;h=1152&amp;tight=true&amp;w=2048&amp;s=6bb39171f8171780c6d66fc4fd69ca2874789401\\\" />\\n        </item>\",\"title\":\"Bruk KI. Men forstå hva du velger.\",\"author\":\"\",\"is_paywalled\":1,\"twitter\":{}}",
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class=\"advertory-aftenposten-topboard\" id=\"topboard\" style=\"min-height:150px\"></div></div><div class=\"advertory-wrapper-common-wallpaper wallpaper\"><div class=\"advertory-common-wallpaper disable-cogwheel\" id=\"wallpaper\"></div></div></div><div class=\"hyperion-css-dz5hzo\"><article class=\"article-wrapper-7p5k44\"><div class=\"opinion running-head extendedContent hyperion-css-1z06dqh\" data-test-tag=\"running-head\"><div class=\"hyperion-css-7enjca\"><a aria-label=\"Debatt\" class=\"hyperion-css-1raymq9\" data-test-tag=\"internal-link\" href=\"/meninger/debatt\" rel=\"\" target=\"\" theme=\"opinion\">Debatt</a></div><div class=\"hyperion-css-semo9s\"><a aria-label=\"Kunstig intelligens\" class=\"hyperion-css-1raymq9\" data-test-tag=\"internal-link\" href=\"/tag/kunstig-intelligens-2\" rel=\"\" target=\"\" theme=\"opinion\">Kunstig intelligens</a></div></div><h1 class=\"extendedContent h1 hyperion-css-j2lk82\" data-test-tag=\"headline\">Bruk KI. Men forstå hva du velger.</h1><div class=\"extendedContent hyperion-css-cgw1f6\"><div class=\"hyperion-css-io3370\" data-test-tag=\"byline\" data-testid=\"byline\"><ul class=\"hyperion-css-1772xtw\" data-test-tag=\"byline:authors\" data-testid=\"byline:authors\"><li class=\"hyperion-css-b8p8ys\"><a aria-label=\"Se journalistens profil: Anette Mellbye\" class=\"hyperion-css-1x0qoq7\" href=\"http://aftenposten.no/av/anette-mellbye-3\" title=\"Se journalistens profil: Anette Mellbye\"><div class=\"hyperion-css-0\"><span class=\"byline-name hyperion-css-1cn5stf\" data-test-tag=\"byline:author-name\" data-testid=\"byline:author-name\">Anette Mellbye</span><div class=\"hyperion-css-lc8ynt\">Direktør strategi og innhold, Innlandet Science Park og styremedlem, JP Politikens Hus</div></div></a></li></ul></div></div><div class=\"hyperion-css-ytalhi\"><div class=\"hyperion-css-upuxee\"><div class=\"contentWidth hyperion-css-eemj7d\"><div class=\"hyperion-css-152x5og\"><div class=\"hyperion-css-1xdhyk6\"></div></div></div></div><div class=\"hyperion-css-6kzd76\"></div></div><figure class=\"image fullWidthDesktop top stretch-image-asset-on-mobile landscape hyperion-css-mochwu\" data-test-tag=\"image\"><img alt=\"Jeg er opptatt av  hva som skjer når KI bygges inn i systemer som former saksbehandling, prioriteringer og ansvar, skriver innleggsforfatteren.\" class=\"image-asset hyperion-css-u06ts1\" data-test-tag=\"image-asset\" fetchpriority=\"high\" loading=\"eager\" sizes=\"(min-width: 380px) 980px, 100vw\" src=\"https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=1365&amp;w=2048&amp;s=242e8e4494f39421544e23fcc79ec334a2f23bd2\" srcset=\"https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=1365&amp;w=2048&amp;s=242e8e4494f39421544e23fcc79ec334a2f23bd2 2048w,https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=960&amp;w=1440&amp;s=5649995f7ca626164d1a536135fbc1952145535f 1440w,https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=683&amp;w=1024&amp;s=82202e5d418c03514b1d1d548c8b69a1ab53d4d6 1024w,https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=653&amp;w=980&amp;s=39e4ebe9c66af24bf5411b4dc05ede8016212221 980w,https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=520&amp;w=780&amp;s=226cc4a3bc37145b741b958b6022dca92db0d2a6 780w,https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=387&amp;w=580&amp;s=a234a98795038e154238d214048138b6829ae711 580w,https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=253&amp;w=380&amp;s=7a13c830d502936fe0a63e72bfa412fca518c5ae 380w,https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=133&amp;w=200&amp;s=4906ff5c68d2f0dcdf656785752a9036ce7d09cb 200w,https://premium.vgc.no/v2/images/91c5351b-ee6b-40d1-a7fb-599f17258bb4?fit=crop&amp;format=auto&amp;h=67&amp;w=100&amp;s=39d8991b769e8ae1b6ec1ca40c30f921876ceac0 100w\" style=\"aspect-ratio:2048 / 1365\"><figcaption class=\"image-figcaption hyperion-css-1ksg4fz\" data-test-tag=\"image:caption\"><span aria-hidden=\"true\" class=\"image-caption\">Jeg er opptatt av  hva som skjer når KI bygges inn i systemer som former saksbehandling, prioriteringer og ansvar, skriver innleggsforfatteren.</span><span class=\"image-byline hyperion-css-161dy2i\"> Foto: Florence Lo, Reuters / NTB</span></figcaption></figure><p class=\"contentWidth hyperion-css-1mepuqa\" data-test-tag=\"lead-text\">Lar vi leverandørene ta valgene alene, lar vi dem også definere handlingsrommet i etterkant.</p><div class=\"paywall hyperion-css-h9wc15\" data-test-tag=\"timestamp\"><div><time aria-label=\"Publisert: 04.02.2026 23:00\" datetime=\"2026-02-04T22:00:00Z\" itemprop=\"datePublished\">Publisert: 04.02.2026 23:00</time></div></div><p class=\"paywall hyperion-css-1j42uic\">Trygve Karper, KI-gründer og administrerende direktør, <a aria-label=\"har rett i mye\" class=\"hyperion-css-1raymq9\" data-test-tag=\"internal-link\" href=\"/meninger/debatt/i/V6qW5p/ki-makten-ligger-ikke-der-du-tror\" rel=\"\" target=\"\" theme=\"opinion\">har rett i mye</a>. Jeg er enig i at KI (kunstig intelligens) må tas i bruk bredere og raskere. De som venter, blir hengende etter. Modellene blir dessuten stadig likere og mer utbyttbare. Det er ikke der risikoen ligger.</p><p class=\"paywall hyperion-css-1j42uic\">Karper diskuterer først og fremst bruk. Jeg <a aria-label=\"er opptatt\" class=\"hyperion-css-1raymq9\" data-test-tag=\"internal-link\" href=\"/meninger/debatt/i/Bxlvov/kunstig-intelligens-er-infrastruktur\" rel=\"\" target=\"\" theme=\"opinion\">er opptatt</a> av noe annet: hva som skjer når KI bygges inn i systemer som former saksbehandling, prioriteringer og ansvar.</p><div class=\"advertory-aftenposten-netboard-wrapper__article \"><div class=\"advertory-aftenposten-netboard__article\" id=\"netboard_1\"></div></div><p class=\"paywall hyperion-css-1j42uic\">Modeller kan byttes. Arkitekturen rundt dem kan sjelden det. Hvordan KI kobles til kjernesystemer og arbeidsflyt, avgjør hva som senere lar seg endre. Disse valgene tas tidlig, ofte teknisk, og uten bred diskusjon.</p><div class=\"opinion extendedContent paywall hyperion-css-15ic3dq\"><blockquote class=\"hyperion-css-qsvb07\" data-test-tag=\"blockquote\">Dette er ikke et argument for å vente. Det er et argument for å velge bevisst. </blockquote></div><p class=\"paywall hyperion-css-1j42uic\">Når et system presenterer én anbefaling, følger mennesker den som regel – fordi designet gjør alternativene usynlige. Da flyttes også ansvar for likebehandling fra saksbehandleren til systemet og til dem som har designet det.</p><p class=\"paywall hyperion-css-1j42uic\">Dette er ikke et argument for å vente. Det er et argument for å velge bevisst. Lar vi leverandørene ta valgene alene, lar vi dem også definere handlingsrommet i etterkant.</p></article><div class=\"advertory-brandmetrics-survey\" id=\"brandmetrics-survey\"></div><div class=\"hyperion-css-1lkfsxc\"><button aria-label=\"Vis kommentarer\" class=\"hyperion-css-1q6qqhb\" title=\"Vis kommentarer\" type=\"button\"> <!-- -->Vis<!-- --> <!-- -->kommentarer</button></div><div class=\"hyperion-css-1yxx8oe\"><div class=\"hyperion-css-1jbnpry\"><button aria-label=\"Kopier URL til utklippstavle\" class=\"hyperion-css-pdsgro\" title=\"Kopier URL til utklippstavle\" type=\"button\">Kopier lenke</button><a aria-label=\"Tips oss\" class=\"hyperion-css-1f62hkp\" data-test-tag=\"internal-link\" href=\"/tips\" rel=\"\" target=\"\">Tips oss</a></div></div><div class=\"extendedContent paywall hyperion-css-177q39v\" id=\"widget-recirculation-matrix\"><h2 class=\"hyperion-css-r57xc5\" data-test-tag=\"widget:title\">Les videre</h2><div class=\"bundle extendedContent hyperion-css-cbecqi\"><ol class=\"hyperion-css-1700tdj\"><li class=\"hyperion-css-1lcs599\"><a aria-label=\"Jeg er teknologioptimist. Nettopp derfor er jeg bekymret.\" class=\"imagePosition-top medium opinion-teaser hyperion-css-bvr9ut\" data-test-tag=\"teaser-medium:link-internal\" href=\"/meninger/debatt/i/Bxlvov/kunstig-intelligens-er-infrastruktur\" rel=\"\" target=\"\"><div class=\"hyperion-css-bjn8wh\"><div class=\"hyperion-css-1k8sl4j\"><img alt=\"\" class=\"image-asset hyperion-css-n6kkq1\" data-test-tag=\"image-asset\" fetchpriority=\"auto\" loading=\"lazy\" sizes=\"(min-width: 981px) 980px, 100vw\" src=\"https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=1107&amp;w=1476&amp;s=08578b10b295159b9a78db1005432821e2db0687\" srcset=\"https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=1107&amp;w=1476&amp;s=08578b10b295159b9a78db1005432821e2db0687 1476w,https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=1080&amp;w=1440&amp;s=6379027ff4c9b685d01be5c0468727e52df5576c 1440w,https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=768&amp;w=1024&amp;s=d3ab472ccb395908a99a323e11c0d3e88f70671b 1024w,https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=735&amp;w=980&amp;s=efc61b8b0c52681b3897e33cea374e247bd57cc3 980w,https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=585&amp;w=780&amp;s=9012e3dc840217374357ef16cf6adcb67eb335b9 780w,https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=435&amp;w=580&amp;s=0b61bdb48569fc01d565bee09cc177af1631a679 580w,https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=285&amp;w=380&amp;s=6657e74e955f5c1092ff0ae3f4c14567125d88ee 380w,https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=150&amp;w=200&amp;s=8ad40e204b35c385956bd7f9cc21bdc0a24ee498 200w,https://premium.vgc.no/v2/images/eb124dca-6f13-4530-a61e-c4c34ac69971?fit=crop&amp;format=auto&amp;h=75&amp;w=100&amp;s=2a209c8f0dd1e2750bf778dc4a4909224f6988b7 100w\" style=\"aspect-ratio:1476 / 1107\"></div></div><div class=\"hyperion-css-1hlrz9z\"><div class=\"teaser-label hyperion-css-52yh2p\">DEBATT<div class=\"timestamp friendly hyperion-css-10eh1jy\" data-test-tag=\"timestamp\"><span class=\"hyperion-css-ea91rp\">Publisert:</span><div><time aria-label=\"2026-01-20T07:00:00Z\" datetime=\"2026-01-20T07:00:00Z\" itemprop=\"datePublished\" pubdate=\"pubdate\">20. januar</time></div></div></div><div class=\"opinion hyperion-css-1ucd1we\"><h2 class=\"hyperion-css-1hyuqep\">Jeg er teknologioptimist. Nettopp derfor er jeg bekymret.</h2></div></div></a></li><li class=\"hyperion-css-1lcs599\"><a aria-label=\"KI-makten ligger ikke der du tror\" class=\"imagePosition-top medium opinion-teaser hyperion-css-bvr9ut\" data-test-tag=\"teaser-medium:link-internal\" href=\"/meninger/debatt/i/V6qW5p/ki-makten-ligger-ikke-der-du-tror\" rel=\"\" target=\"\"><div class=\"hyperion-css-bjn8wh\"><div class=\"hyperion-css-1k8sl4j\"><img alt=\"\" class=\"image-asset hyperion-css-da99yy\" data-test-tag=\"image-asset\" fetchpriority=\"auto\" loading=\"lazy\" sizes=\"(min-width: 981px) 980px, 100vw\" src=\"https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=1536&amp;w=2048&amp;s=e35327440eb58ebcef4c1e2dcfc10218b5ddd947\" srcset=\"https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=1536&amp;w=2048&amp;s=e35327440eb58ebcef4c1e2dcfc10218b5ddd947 2048w,https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=1080&amp;w=1440&amp;s=5243cf44bc5be61c4e19142ed7a4632169c81c72 1440w,https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=768&amp;w=1024&amp;s=32a7cd919eebc04be8cfb2b00873274f6867fc3b 1024w,https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=735&amp;w=980&amp;s=4cbf15686ab1f18452b5ba404c7c7e02113e586e 980w,https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=585&amp;w=780&amp;s=bbce3411b572bb547010e892738f6c82d761fda4 780w,https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=435&amp;w=580&amp;s=7f7d50db12e0ef1505dfe42e749377498dd7fe20 580w,https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=285&amp;w=380&amp;s=08b4bffeb5d1e393b48ca491f71bb7a22b498f0b 380w,https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=150&amp;w=200&amp;s=150e166801a2f89b66b1d115313b8632ec5eb4b0 200w,https://premium.vgc.no/v2/images/0f53ff6b-b8e6-4c19-82f5-d2f84ed1364c?fit=crop&amp;format=auto&amp;h=75&amp;w=100&amp;s=41c93cf52f90cb1cbb438af255fb66d583166a14 100w\" style=\"aspect-ratio:2048 / 1536\"></div></div><div class=\"hyperion-css-1hlrz9z\"><div class=\"teaser-label hyperion-css-52yh2p\">DEBATT<div class=\"timestamp friendly hyperion-css-10eh1jy\" data-test-tag=\"timestamp\"><span class=\"hyperion-css-ea91rp\">Publisert:</span><div><time aria-label=\"2026-01-25T22:00:00Z\" datetime=\"2026-01-25T22:00:00Z\" itemprop=\"datePublished\" pubdate=\"pubdate\">25. januar</time></div></div></div><div class=\"opinion hyperion-css-1ucd1we\"><h2 class=\"hyperion-css-1hyuqep\">KI-makten ligger ikke der du tror</h2></div></div></a></li><li class=\"hyperion-css-1lcs599\"><div class=\"advertory-aftenposten-netboard-wrapper \"><div class=\"advertory-aftenposten-netboard\" id=\"netboard_recirc\"></div></div></li><li class=\"hyperion-css-1lcs599\"><a aria-label=\"Min reise mot innsiden av det norske fellesskapet har vært lang\" class=\"imagePosition-top medium opinion-teaser hyperion-css-bvr9ut\" data-test-tag=\"teaser-medium:link-internal\" href=\"/meninger/debatt/i/zOLGn5/jeg-er-ikke-rik-paa-penger-men-paa-erfaring-her-er-arven-jeg-vil-gi-videre\" rel=\"\" target=\"\"><div class=\"hyperion-css-bjn8wh\"><div class=\"hyperion-css-1k8sl4j\"><img alt=\"\" class=\"image-asset hyperion-css-17ynmx8\" data-test-tag=\"image-asset\" fetchpriority=\"auto\" loading=\"lazy\" sizes=\"(min-width: 981px) 980px, 100vw\" src=\"https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=1536&amp;w=2048&amp;s=d51d84df190882c568080eb5891670024e87494b\" srcset=\"https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=1536&amp;w=2048&amp;s=d51d84df190882c568080eb5891670024e87494b 2048w,https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=1080&amp;w=1440&amp;s=2385b7379e3eeb9fd78780b50d9fa6504c76ff48 1440w,https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=768&amp;w=1024&amp;s=76ece006a646d46df1aeca7236c1794d1bc7dac7 1024w,https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=735&amp;w=980&amp;s=007b41ba863447b057d8a3cbd01cda663d52ed99 980w,https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=585&amp;w=780&amp;s=ff8c47718b98bb75e4a2baaab4ed4fb0476f2756 780w,https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=435&amp;w=580&amp;s=a1dd9bf221cf856d2bb40c05e912d4bc2d341dbb 580w,https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=285&amp;w=380&amp;s=252673ac3f47b62d18f3f2bea6f76840bcbf893b 380w,https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=150&amp;w=200&amp;s=4c7259b1a909ceed487098d47e69775de8ac6d0f 200w,https://premium.vgc.no/v2/images/4c2683a3-b577-450c-8422-9a51cea9523a?fit=crop&amp;format=auto&amp;h=75&amp;w=100&amp;s=2e5aa0f2a7813b544076eadca6cd82857c06e72c 100w\" style=\"aspect-ratio:2048 / 1536\"></div></div><div class=\"hyperion-css-1hlrz9z\"><div class=\"teaser-label hyperion-css-52yh2p\">DEBATT<div class=\"timestamp friendly hyperion-css-10eh1jy\" data-test-tag=\"timestamp\"><span class=\"hyperion-css-ea91rp\">Publisert:</span><div><time aria-label=\"2025-12-14T19:41:55Z\" datetime=\"2025-12-14T19:41:55Z\" itemprop=\"datePublished\" pubdate=\"pubdate\">14. desember 2025</time></div></div></div><div class=\"opinion hyperion-css-1ucd1we\"><h2 class=\"hyperion-css-1hyuqep\">Min reise mot innsiden av det norske fellesskapet har vært lang</h2></div></div></a></li></ol></div></div><div class=\"extendedContent paywall hyperion-css-1wv24dq\" id=\"widget-inline-list\"><div class=\"bundle hyperion-css-6nuwex\"><ol class=\"hyperion-css-19mvxvm\"><li class=\"hyperion-css-1og0r8\"><a aria-label=\"Kunstig intelligens\" class=\"hyperion-css-vpoaev\" data-test-tag=\"internal-link\" href=\"/tag/kunstig-intelligens-2\" rel=\"\" target=\"\"><span class=\"hyperion-css-0\">Kunstig intelligens</span></a></li><li class=\"hyperion-css-1og0r8\"><a aria-label=\"KI\" class=\"hyperion-css-vpoaev\" 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   "source_updated_at" : "2026-02-04 12:35:40",
   "summary" : "Les innlegget.",
   "tags" : null,
   "title" : "Bruk KI. Men forstå hva du velger.",
   "twitter_title" : null,
   "version" : 1
}