{"id":2021,"date":"2025-07-02T11:35:14","date_gmt":"2025-07-02T09:35:14","guid":{"rendered":"https:\/\/okoster.hu\/?p=2021"},"modified":"2025-07-02T11:35:14","modified_gmt":"2025-07-02T09:35:14","slug":"a-mesterseges-intelligencia-etikai-kerdesei-felelosseg-es-jovo-vagy-modern-luddista-mozgalom","status":"publish","type":"post","link":"https:\/\/okoster.hu\/gondolatebreszto\/2025\/07\/02\/a-mesterseges-intelligencia-etikai-kerdesei-felelosseg-es-jovo-vagy-modern-luddista-mozgalom\/","title":{"rendered":"A Mesters\u00e9ges Intelligencia Etikai K\u00e9rd\u00e9sei: Felel\u0151ss\u00e9g \u00e9s J\u00f6v\u0151 \u2013 Vagy Modern Luddista Mozgalom?"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">Az AI d\u00f6nt\u00e9shozatala \u00e9s a mor\u00e1lis dilemm\u00e1k<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A mesters\u00e9ges intelligencia (AI) fejl\u0151d\u00e9se sz\u00e9d\u00edt\u0151 temp\u00f3ban halad el\u0151re. Mik\u00f6zben \u00faj t\u00e1vlatokat nyit az orvostudom\u00e1nyban, k\u00f6zleked\u00e9sben, oktat\u00e1sban \u00e9s szinte minden ipar\u00e1gban, egyre nagyobb vit\u00e1kat v\u00e1lt ki etikai, t\u00e1rsadalmi \u00e9s jogi szempontb\u00f3l.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ki a felel\u0151s egy \u00f6nvezet\u0151 aut\u00f3 baleset\u00e9\u00e9rt?<\/strong><br><strong>Hogyan el\u0151zhet\u0151 meg a mesters\u00e9ges intelligencia diszkriminat\u00edv d\u00f6nt\u00e9shozatala?<\/strong><br><strong>Hol a hat\u00e1r az etikus adatfelhaszn\u00e1l\u00e1s \u00e9s a jogs\u00e9rt\u00e9s k\u00f6z\u00f6tt, amikor AI-t tan\u00edtunk?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az algoritmusok, amelyek ma m\u00e1r egyre t\u00f6bb d\u00f6nt\u00e9st hoznak helyett\u00fcnk, gyakran t\u00fckr\u00f6zik a fejleszt\u0151ik sz\u00e1nd\u00e9kait, el\u0151\u00edt\u00e9leteit vagy \u00e9ppen a tan\u00edt\u00e1s sor\u00e1n felhaszn\u00e1lt adatok torzul\u00e1sait. Ez sz\u00e1mtalan mor\u00e1lis dilemm\u00e1t vet fel, amelyek megold\u00e1s\u00e1hoz s\u00fcrg\u0151s t\u00e1rsadalmi p\u00e1rbesz\u00e9d \u00e9s szab\u00e1lyoz\u00e1s sz\u00fcks\u00e9ges.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">\u00c1tl\u00e1that\u00f3s\u00e1g, elsz\u00e1moltathat\u00f3s\u00e1g \u00e9s az AI &#8222;fekete doboz&#8221; probl\u00e9ma<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Az egyik leg\u00e9get\u0151bb k\u00e9rd\u00e9s ma: <strong>Hogyan l\u00e1ssunk bele az AI d\u00f6nt\u00e9si folyamataiba?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az <strong>Explainable AI (XAI)<\/strong> ir\u00e1nyzat pont ezt a c\u00e9lt szolg\u00e1lja: meg kell tudnunk mondani, hogy egy mesters\u00e9ges intelligencia <strong>milyen adatokb\u00f3l, milyen logika alapj\u00e1n<\/strong> hozta meg d\u00f6nt\u00e9s\u00e9t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az <strong>elsz\u00e1moltathat\u00f3s\u00e1g<\/strong> pedig \u00fajabb bonyolult k\u00e9rd\u00e9seket vet fel:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ki viseli a felel\u0151ss\u00e9get, ha egy AI t\u00e9ved?<\/li>\n\n\n\n<li>A fejleszt\u0151?<\/li>\n\n\n\n<li>A felhaszn\u00e1l\u00f3?<\/li>\n\n\n\n<li>Vagy tal\u00e1n maga az AI, ami jogilag m\u00e9g nem is l\u00e9tez\u0151 entit\u00e1s?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">P\u00e1r kulcsfontoss\u00e1g\u00fa ter\u00fclet:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Algoritmusok p\u00e1rtatlans\u00e1ga<\/strong><\/li>\n\n\n\n<li><strong>Adatv\u00e9delem \u00e9s priv\u00e1tszf\u00e9ra<\/strong><\/li>\n\n\n\n<li><strong>Auton\u00f3m fegyverek k\u00e9rd\u00e9se<\/strong><\/li>\n\n\n\n<li><strong>Munkahelyek j\u00f6v\u0151je az automatiz\u00e1ci\u00f3 vil\u00e1g\u00e1ban<\/strong><\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201eA mesters\u00e9ges intelligencia a j\u00f6v\u0151nk, de csak akkor, ha etikusan \u00e9s felel\u0151ss\u00e9gteljesen kezelj\u00fck.\u201d <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2013 Sundar Pichai<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">AI tanul\u00e1s kontra emberi tanul\u00e1s \u2013 Hol a hat\u00e1r?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A k\u00f6zelm\u00faltban egy k\u00fcl\u00f6n\u00f6sen nagy visszhangot kiv\u00e1lt\u00f3 amerikai b\u00edr\u00f3s\u00e1gi d\u00f6nt\u00e9s (Authors vs. Anthropic \u00fcgy) \u00fajra el\u0151t\u00e9rbe helyezte az AI-tan\u00edt\u00e1s jogi \u00e9s etikai k\u00e9rd\u00e9seit.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>William Alsup<\/strong>, kaliforniai b\u00edr\u00f3, kimondta: az Anthropic AI c\u00e9g jogszer\u0171en haszn\u00e1lhatta k\u00f6nyvek tartalm\u00e1t az AI modell tr\u00e9ningj\u00e9hez. Indokl\u00e1sa szerint az ilyen t\u00edpus\u00fa felhaszn\u00e1l\u00e1s <strong>\u201etransformat\u00edv\u201d<\/strong>, azaz nem az eredeti m\u0171vek m\u00e1sol\u00e1s\u00e1r\u00f3l, hanem <strong>nyelvi mint\u00e1zatok, statisztikai \u00f6sszef\u00fcgg\u00e9sek \u00e9s stilisztikai jegyek<\/strong> feldolgoz\u00e1s\u00e1r\u00f3l van sz\u00f3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">De n\u00e9zz\u00fck meg egy pillanatra ezt a k\u00e9rd\u00e9st emberi oldalr\u00f3l:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ha egy di\u00e1k megtanulja Arany J\u00e1nos \u201eA walesi b\u00e1rdok\u201d vagy \u201eToldi\u201d c\u00edm\u0171 m\u0171veit, vagy egy joghallgat\u00f3 k\u00edv\u00fclr\u0151l f\u00fajja a Polg\u00e1ri T\u00f6rv\u00e9nyk\u00f6nyv paragrafusait, <strong>vajon fizet ez\u00e9rt jogd\u00edjat?<\/strong><br>Term\u00e9szetesen nem.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az emberi tanul\u00e1s sor\u00e1n <strong>mindannyian kor\u00e1bbi m\u0171vek, tud\u00e1sanyagok alapj\u00e1n fejl\u0151d\u00fcnk<\/strong>, amit szabadon, jogd\u00edjmentesen haszn\u00e1lunk a saj\u00e1t tud\u00e1sb\u00e1zisunk \u00e9p\u00edt\u00e9s\u00e9re.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">R\u00e1ad\u00e1sul nap mint nap t\u00f6bb ezer \u00fajs\u00e1g\u00edr\u00f3 haszn\u00e1l mesters\u00e9ges intelligenci\u00e1t <strong>cikk\u00edr\u00e1shoz<\/strong>, <strong>kutat\u00e1shoz<\/strong>, <strong>\u00f6sszefoglal\u00f3k k\u00e9sz\u00edt\u00e9s\u00e9hez<\/strong>, \u00e9s <strong>\u0151k maguk sem fizetnek jogd\u00edjat<\/strong> a modellek \u00e1ltal feldolgozott t\u00f6bb milli\u00f3 oldalnyi forr\u00e1sanyag ut\u00e1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ez a <strong>vissz\u00e1s kett\u0151s m\u00e9rce<\/strong> komoly k\u00e9rd\u00e9seket vet fel az eg\u00e9sz ipar\u00e1g sz\u00e1m\u00e1ra.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Az AI tanul\u00e1si folyamata \u2013 Egy k\u00f6z\u00f6s felel\u0151ss\u00e9g<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">M\u00e9g egy fontos szempont, amit sokan hajlamosak figyelmen k\u00edv\u00fcl hagyni: <strong>hogyan is tanul val\u00f3j\u00e1ban egy mesters\u00e9ges intelligencia?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az AI fejleszt\u00e9se \u00e9s tanul\u00e1si folyamata t\u00f6bb, j\u00f3l elk\u00fcl\u00f6n\u00edthet\u0151 szakaszb\u00f3l \u00e1ll:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Alapk\u00e9pz\u00e9s \/ Pre-training:<\/strong><br>Az AI els\u0151 l\u00e9p\u00e9sben hatalmas adatb\u00e1zisokat elemez, kategoriz\u00e1l \u00e9s rendszerez k\u00fcl\u00f6nb\u00f6z\u0151 algoritmusok seg\u00edts\u00e9g\u00e9vel. Ez az \u00fagynevezett \u201ebetan\u00edt\u00e1s\u201d id\u0151szaka. Ilyenkor m\u00e9g csak a <strong>nyelvi mint\u00e1k<\/strong>, <strong>\u00f6sszef\u00fcgg\u00e9sek<\/strong> \u00e9s <strong>statisztikai szab\u00e1lyszer\u0171s\u00e9gek<\/strong> felismer\u00e9s\u00e9r\u0151l van sz\u00f3.<\/li>\n\n\n\n<li><strong>Z\u00e1rt k\u00f6r\u0171 tesztel\u00e9s \/ Fine-tuning:<\/strong><br>Ezt k\u00f6veti egy <strong>sz\u0171kebb felhaszn\u00e1l\u00f3i k\u00f6rrel zajl\u00f3 tesztel\u00e9si szakasz<\/strong>, ahol az AI interakci\u00f3i alapj\u00e1n a fejleszt\u0151k finomhangolj\u00e1k a modell viselked\u00e9s\u00e9t.<br>A felhaszn\u00e1l\u00f3i visszajelz\u00e9sek (pl.: \u201eEz j\u00f3 v\u00e1lasz volt\u201d \/ \u201eEz helytelen volt\u201d) alapvet\u0151 fontoss\u00e1g\u00faak ebben a f\u00e1zisban.<\/li>\n\n\n\n<li><strong>Nyilv\u00e1nos haszn\u00e1lat \/ Reinforcement Learning from Human Feedback (RLHF):<\/strong><br>Amikor az AI-t sz\u00e9lesebb k\u00f6rben el\u00e9rhet\u0151v\u00e9 teszik, <strong>elkezd\u0151dik az igazi \u201evadnyugati id\u0151szak\u201d<\/strong>.<br>Itt <strong>b\u00e1rki interakci\u00f3ba l\u00e9phet vele<\/strong>, \u00e9s az AI a felhaszn\u00e1l\u00f3i visszajelz\u00e9sek alapj\u00e1n tov\u00e1bb tanul.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c9s itt j\u00f6n az a pont, ami miatt ez a t\u00e9ma etikai szempontb\u00f3l k\u00fcl\u00f6n\u00f6sen k\u00e9nyes:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ha egy felhaszn\u00e1l\u00f3 mor\u00e1lisan alulfejlett<\/strong>, vagy hogy finoman fogalmazzunk: <strong>az intelligencia h\u00e1nyadosa a bin\u00e1ris nulla k\u00f6zel\u00e9ben j\u00e1r<\/strong>, akkor az AI <strong>rossz mint\u00e1kat<\/strong>, <strong>hamis visszajelz\u00e9seket<\/strong>, <strong>trollkod\u00e1st<\/strong> vagy <strong>sz\u00e1nd\u00e9kosan f\u00e9lrevezet\u0151 adatokat<\/strong> kaphat tanul\u00e1si alapk\u00e9nt.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az AI <strong>olyan \u201efeln\u0151tt\u201d lesz, amilyenn\u00e9 a felhaszn\u00e1l\u00f3k \u00e9s a fejleszt\u0151k k\u00f6z\u00f6sen \u201enevelik\u201d.<\/strong><br>Ha a t\u00e1rsadalom elv\u00e1r\u00e1sa nem tiszta \u00e9s k\u00f6vetkezetes, akkor a mesters\u00e9ges intelligencia sem lesz az.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ez\u00e9rt is k\u00fcl\u00f6n\u00f6sen fontos, hogy a j\u00f6v\u0151beli AI rendszerekhez kapcsol\u00f3d\u00f3 <strong>felhaszn\u00e1l\u00f3i felel\u0151ss\u00e9g<\/strong> \u00e9s <strong>etikai alapelvek<\/strong> ugyanolyan hangs\u00falyt kapjanak, mint maga a technol\u00f3giai fejleszt\u00e9s.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">A modern Luddista mozgalom \u00e1rny\u00e9ka<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A mostani vit\u00e1k \u00e9s perek, amelyek az AI fejleszt\u0151k \u00e9s a tartalomtulajdonosok k\u00f6z\u00f6tt zajlanak, sok szempontb\u00f3l eml\u00e9keztetnek a 19. sz\u00e1zadi <strong>Luddista mozgalomra<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A Luddist\u00e1k a textilipari g\u00e9pek megjelen\u00e9se ellen tiltakoztak \u2013 s\u0151t, sokszor fizikailag is elpuszt\u00edtott\u00e1k a g\u00e9peket, mert f\u00e9ltett\u00e9k a meg\u00e9lhet\u00e9s\u00fcket.<br>A f\u00e9lelem, hogy a technol\u00f3gia elvette a munk\u00e1jukat, <strong>ismer\u0151s \u00e9rz\u00e9s a mai vil\u00e1gban is<\/strong>, amikor a tartalomgy\u00e1rt\u00f3k, szerz\u0151k \u00e9s egyes jogv\u00e9d\u0151 szervezetek <strong>az AI-t\u0151l f\u00e9ltik saj\u00e1t poz\u00edci\u00f3jukat<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ahelyett, hogy <strong>egy\u00fcttm\u0171k\u00f6d\u00e9st, k\u00f6z\u00f6s szab\u00e1lyoz\u00e1si modelleket \u00e9s \u00faj \u00fczleti lehet\u0151s\u00e9geket keresn\u00e9nk<\/strong>, sokan <strong>tiltani, korl\u00e1tozni, perelni pr\u00f3b\u00e1lnak<\/strong>, mik\u00f6zben az AI fejl\u0151d\u00e9s\u00e9t m\u00e1r lehetetlen visszaford\u00edtani.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A t\u00f6rt\u00e9nelem megmutatta: a technol\u00f3giai fejl\u0151d\u00e9st lehet lass\u00edtani, de meg\u00e1ll\u00edtani soha.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">A transformat\u00edv felhaszn\u00e1l\u00e1s \u00e9s a \u201efair use\u201d elv jelent\u0151s\u00e9ge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Az amerikai b\u00edr\u00f3s\u00e1g d\u00f6nt\u00e9se meger\u0151s\u00edtette, hogy az AI tan\u00edt\u00e1s\u00e1hoz felhaszn\u00e1lt tartalmak nem sz\u00e1m\u00edtanak hagyom\u00e1nyos \u00e9rtelemben vett m\u00e1solatnak vagy pl\u00e1giumnak.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az ilyen <strong>transformat\u00edv felhaszn\u00e1l\u00e1sok<\/strong> c\u00e9lja nem az eredeti m\u0171vek \u00fajrak\u00f6zl\u00e9se, hanem <strong>nyelvi, stilisztikai \u00e9s statisztikai mint\u00e1zatok felismer\u00e9se<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hasonl\u00f3 \u201efair use\u201d kiv\u00e9telek kor\u00e1bban m\u00e1r l\u00e9teztek p\u00e9ld\u00e1ul a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Keres\u0151motorok indexel\u00e9se<\/strong><\/li>\n\n\n\n<li><strong>Sz\u00f6veg- \u00e9s adatb\u00e1ny\u00e1szat (TDM)<\/strong><\/li>\n\n\n\n<li><strong>Tudom\u00e1nyos kutat\u00e1si c\u00e9l\u00fa adatfeldolgoz\u00e1s<\/strong> eset\u00e9ben.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Szab\u00e1lyoz\u00e1si keretek \u00e9s nemzetk\u00f6zi egy\u00fcttm\u0171k\u00f6d\u00e9s<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Az AI fejl\u0151d\u00e9se nem \u00e1ll meg. A kih\u00edv\u00e1s most az, hogy <strong>olyan szab\u00e1lyoz\u00e1si \u00e9s etikai kereteket alkossunk<\/strong>, amelyek:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>V\u00e9dik a szerz\u0151i jogokat<\/strong><\/li>\n\n\n\n<li><strong>Biztos\u00edtj\u00e1k a felhaszn\u00e1l\u00f3k jogait<\/strong><\/li>\n\n\n\n<li><strong>Ugyanakkor lehet\u0151v\u00e9 teszik az innov\u00e1ci\u00f3t \u00e9s a fejl\u0151d\u00e9st<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ehhez <strong>nemzetk\u00f6zi egy\u00fcttm\u0171k\u00f6d\u00e9sre<\/strong>, <strong>rugalmas jogalkot\u00e1sra<\/strong> \u00e9s <strong>ny\u00edlt p\u00e1rbesz\u00e9dre<\/strong> van sz\u00fcks\u00e9g.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az AI etikailag felel\u0151s fejl\u0151d\u00e9se nem a tilt\u00e1sokon, hanem az <strong>egy\u00fcttm\u0171k\u00f6d\u00e9sen \u00e9s k\u00f6z\u00f6s meg\u00e9rt\u00e9sen<\/strong> m\u00falik.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Fontos megjegyz\u00e9s: Hogyan k\u00e9sz\u00fclt ez a cikk?<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-Fira-Code\" style=\"font-size:.875rem;font-family:Code-Pro-Fira-Code,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#F8F8F2;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.25rem;--cbp-tab-width:2\"><span style=\"align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#333545;color:#efefe1\">Python<\/span><span role=\"button\" style=\"color:#F8F8F2\" aria-label=\"M\u00e1sol\u00e1s\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>class AIStudent:\n    def __init__(self):\n        self.knowledge = []\n        self.bias = 0\n\n    def learn(self, input_data, feedback):\n        print(f\"AI tanul: {input_data}\")\n        self.knowledge.append(input_data)\n        if feedback == \"positive\":\n            self.bias += 1\n        elif feedback == \"negative\":\n            self.bias -= 1\n        else:\n            print(\"Figyelem: Semleges vagy ismeretlen visszajelz\u00e9s.\")\n\n    def make_decision(self):\n        if self.bias &gt; 0:\n            return \"Pozit\u00edv d\u00f6nt\u00e9s \u2013 Etikus v\u00e1lasz\"\n        elif self.bias &lt; 0:\n            return \"Negat\u00edv d\u00f6nt\u00e9s \u2013 Torz v\u00e1lasz\"\n        else:\n            return \"Semleges d\u00f6nt\u00e9s \u2013 Bizonytalan eredm\u00e9ny\"\n\n# Emberi felhaszn\u00e1l\u00f3 tan\u00edtja az AI-t\nai = AIStudent()\n\n# P\u00e9lda tanul\u00e1si folyamat: a felhaszn\u00e1l\u00f3 visszajelz\u00e9sei\ntraining_data = &#091;\n    (\"Seg\u00edts egy r\u00e1szorul\u00f3nak\", \"positive\"),\n    (\"Diszkrimin\u00e1lj egy csoportot\", \"negative\"),\n    (\"Oszd meg a tud\u00e1st\", \"positive\"),\n    (\"Terjessz hamis h\u00edreket\", \"negative\")\n&#093;\n\n# Tan\u00edt\u00e1s\nfor data, feedback in training_data:\n    ai.learn(data, feedback)\n\n# AI d\u00f6nt\u00e9se\nprint(\"\\nAI d\u00f6nt\u00e9se egy \u00faj helyzetben:\")\nprint(ai.make_decision())\n<\/textarea><\/pre><\/span><pre class=\"shiki dracula\" style=\"background-color: #282A36\"><code><span class=\"line\"><span style=\"color: #FF79C6\">class<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #8BE9FD\">AIStudent<\/span><span style=\"color: #F8F8F2\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">    <\/span><span style=\"color: #FF79C6\">def<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #BD93F9\">__init__<\/span><span style=\"color: #F8F8F2\">(<\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">.knowledge <\/span><span style=\"color: #FF79C6\">=<\/span><span style=\"color: #F8F8F2\"> []<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">.bias <\/span><span style=\"color: #FF79C6\">=<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #BD93F9\">0<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">    <\/span><span style=\"color: #FF79C6\">def<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #50FA7B\">learn<\/span><span style=\"color: #F8F8F2\">(<\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">, <\/span><span style=\"color: #FFB86C;font-style: italic\">input_data<\/span><span style=\"color: #F8F8F2\">, <\/span><span style=\"color: #FFB86C;font-style: italic\">feedback<\/span><span style=\"color: #F8F8F2\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #8BE9FD\">print<\/span><span style=\"color: #F8F8F2\">(<\/span><span style=\"color: #FF79C6\">f<\/span><span style=\"color: #F1FA8C\">&quot;AI tanul: <\/span><span style=\"color: #BD93F9\">{<\/span><span style=\"color: #F8F8F2\">input_data<\/span><span style=\"color: #BD93F9\">}<\/span><span style=\"color: #F1FA8C\">&quot;<\/span><span style=\"color: #F8F8F2\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">.knowledge.append(input_data)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #FF79C6\">if<\/span><span style=\"color: #F8F8F2\"> feedback <\/span><span style=\"color: #FF79C6\">==<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">positive<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">            <\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">.bias <\/span><span style=\"color: #FF79C6\">+=<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #BD93F9\">1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #FF79C6\">elif<\/span><span style=\"color: #F8F8F2\"> feedback <\/span><span style=\"color: #FF79C6\">==<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">negative<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">            <\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">.bias <\/span><span style=\"color: #FF79C6\">-=<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #BD93F9\">1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #FF79C6\">else<\/span><span style=\"color: #F8F8F2\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">            <\/span><span style=\"color: #8BE9FD\">print<\/span><span style=\"color: #F8F8F2\">(<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">Figyelem: Semleges vagy ismeretlen visszajelz\u00e9s.<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">    <\/span><span style=\"color: #FF79C6\">def<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #50FA7B\">make_decision<\/span><span style=\"color: #F8F8F2\">(<\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #FF79C6\">if<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">.bias <\/span><span style=\"color: #FF79C6\">&gt;<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #BD93F9\">0<\/span><span style=\"color: #F8F8F2\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">            <\/span><span style=\"color: #FF79C6\">return<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">Pozit\u00edv d\u00f6nt\u00e9s \u2013 Etikus v\u00e1lasz<\/span><span style=\"color: #E9F284\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #FF79C6\">elif<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #BD93F9;font-style: italic\">self<\/span><span style=\"color: #F8F8F2\">.bias <\/span><span style=\"color: #FF79C6\">&lt;<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #BD93F9\">0<\/span><span style=\"color: #F8F8F2\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">            <\/span><span style=\"color: #FF79C6\">return<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">Negat\u00edv d\u00f6nt\u00e9s \u2013 Torz v\u00e1lasz<\/span><span style=\"color: #E9F284\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">        <\/span><span style=\"color: #FF79C6\">else<\/span><span style=\"color: #F8F8F2\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">            <\/span><span style=\"color: #FF79C6\">return<\/span><span style=\"color: #F8F8F2\"> <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">Semleges d\u00f6nt\u00e9s \u2013 Bizonytalan eredm\u00e9ny<\/span><span style=\"color: #E9F284\">&quot;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #6272A4\"># Emberi felhaszn\u00e1l\u00f3 tan\u00edtja az AI-t<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">ai <\/span><span style=\"color: #FF79C6\">=<\/span><span style=\"color: #F8F8F2\"> AIStudent()<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #6272A4\"># P\u00e9lda tanul\u00e1si folyamat: a felhaszn\u00e1l\u00f3 visszajelz\u00e9sei<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">training_data <\/span><span style=\"color: #FF79C6\">=<\/span><span style=\"color: #F8F8F2\"> &#091;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">    (<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">Seg\u00edts egy r\u00e1szorul\u00f3nak<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">, <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">positive<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">),<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">    (<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">Diszkrimin\u00e1lj egy csoportot<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">, <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">negative<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">),<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">    (<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">Oszd meg a tud\u00e1st<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">, <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">positive<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">),<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">    (<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">Terjessz hamis h\u00edreket<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">, <\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F1FA8C\">negative<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">&#093;<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #6272A4\"># Tan\u00edt\u00e1s<\/span><\/span>\n<span class=\"line\"><span style=\"color: #FF79C6\">for<\/span><span style=\"color: #F8F8F2\"> data, feedback <\/span><span style=\"color: #FF79C6\">in<\/span><span style=\"color: #F8F8F2\"> training_data:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F8F8F2\">    ai.learn(data, feedback)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #6272A4\"># AI d\u00f6nt\u00e9se<\/span><\/span>\n<span class=\"line\"><span style=\"color: #8BE9FD\">print<\/span><span style=\"color: #F8F8F2\">(<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #FF79C6\">\\n<\/span><span style=\"color: #F1FA8C\">AI d\u00f6nt\u00e9se egy \u00faj helyzetben:<\/span><span style=\"color: #E9F284\">&quot;<\/span><span style=\"color: #F8F8F2\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #8BE9FD\">print<\/span><span style=\"color: #F8F8F2\">(ai.make_decision())<\/span><\/span>\n<span class=\"line\"><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Ez a cikk <strong>mesters\u00e9ges intelligencia t\u00e1mogat\u00e1s\u00e1val k\u00e9sz\u00fclt<\/strong>.<br>Az eredeti cikktervet egy emberi szerz\u0151 (A-Ty) \u00edrta, majd a sz\u00f6veg \u00e1tdolgoz\u00e1s\u00e1ban, b\u0151v\u00edt\u00e9s\u00e9ben \u00e9s a forr\u00e1sok keres\u00e9s\u00e9ben <strong>a ChatGPT nev\u0171 AI ny\u00fajtott seg\u00edts\u00e9get<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Az AI <strong>javaslatokat tett \u00faj szempontok, p\u00e9ld\u00e1k \u00e9s szerkeszt\u00e9si \u00f6tletek form\u00e1j\u00e1ban<\/strong>, melyeket a v\u00e9gs\u0151 sz\u00f6vegbe <strong>emberi szerz\u0151 szerkesztett be<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ez egy <strong>klasszikus \u201eHuman + AI\u201d egy\u00fcttm\u0171k\u00f6d\u00e9s<\/strong> p\u00e9ld\u00e1ja, amib\u0151l rem\u00e9lhet\u0151leg m\u00e9g sok hasonl\u00f3 sz\u00fcletik majd.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Forr\u00e1sok:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/arstechnica.com\/tech-policy\/2025\/06\/key-fair-use-ruling-clarifies-when-books-can-be-used-for-ai-training\/\">Ars Technica \u2013 Key fair use ruling clarifies when books can be used for AI training<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.forbes.com\/sites\/torconstantino\/2025\/06\/30\/ai-gets-a-pass-on-copyright-as-judge-favors-transformative-tech\/\">Forbes \u2013 AI Gets A Pass On Copyright As Judge Favors \u2018Transformative Tech\u2019<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.entrepreneur.com\/business-news\/federal-judge-anthropic-acted-legally-with-ai-book-training\/493745\">Entrepreneur \u2013 Federal Judge: Anthropic Acted Legally With AI Book Training<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/law.stanford.edu\/2024\/06\/ai-training-and-copyright-law\/\">Stanford Law \u2013 AI Training and Copyright Law<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.nature.com\/articles\/d41586-024-01234-x\">Nature \u2013 The ethics of AI training data<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Az AI d\u00f6nt\u00e9shozatala \u00e9s a mor\u00e1lis dilemm\u00e1k A mesters\u00e9ges intelligencia (AI) fejl\u0151d\u00e9se sz\u00e9d\u00edt\u0151 temp\u00f3ban halad el\u0151re. Mik\u00f6zben \u00faj t\u00e1vlatokat nyit az orvostudom\u00e1nyban, k\u00f6zleked\u00e9sben, oktat\u00e1sban \u00e9s szinte minden ipar\u00e1gban, egyre nagyobb vit\u00e1kat v\u00e1lt ki etikai, t\u00e1rsadalmi \u00e9s jogi szempontb\u00f3l. Ki a felel\u0151s egy \u00f6nvezet\u0151 aut\u00f3 baleset\u00e9\u00e9rt?Hogyan el\u0151zhet\u0151 meg a mesters\u00e9ges intelligencia diszkriminat\u00edv d\u00f6nt\u00e9shozatala?Hol a hat\u00e1r az [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2022,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-2021","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-gondolatebreszto"],"featured_image_urls":{"full":"","thumbnail":"","medium":"","medium_large":"","large":"","1536x1536":"","2048x2048":""},"author_info":{"info":["A-Ty"]},"category_info":"<a href=\"https:\/\/okoster.hu\/gondolatebreszto\/category\/gondolatebreszto\/\" rel=\"category tag\">Gondolat\u00c9breszt\u0151<\/a>","tag_info":"Gondolat\u00c9breszt\u0151","comment_count":"0","_links":{"self":[{"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/posts\/2021","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/comments?post=2021"}],"version-history":[{"count":0,"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/posts\/2021\/revisions"}],"wp:attachment":[{"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/media?parent=2021"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/categories?post=2021"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/okoster.hu\/gondolatebreszto\/wp-json\/wp\/v2\/tags?post=2021"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}