{"id":2605,"date":"2026-11-04T10:53:03","date_gmt":"2026-11-04T10:53:03","guid":{"rendered":"https:\/\/www.simonaleroy.com\/ro\/?p=2605"},"modified":"2026-11-04T10:53:03","modified_gmt":"2026-11-04T10:53:03","slug":"invatati-ai-gratuit-autodidact","status":"publish","type":"post","link":"https:\/\/www.simonaleroy.com\/ro\/invatati-ai-gratuit-autodidact","title":{"rendered":"Cum s\u0103 \u00eenv\u0103\u021ba\u021bi AI gratuit: 10 suporturi de \u00eenv\u0103\u021bare analizate"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Filmule\u021be, cursuri online, ateliere, forumuri: ca s\u0103 \u00eenv\u0103\u021ba\u021bi AI gratuit, ave\u021bi de unde alege. Greu e s\u0103 \u0219ti\u021bi ce suport s\u0103 alege\u021bi \u0219i c\u00e2nd. Articolul de fa\u021b\u0103 trece \u00een revist\u0103 zece suporturi de \u00eenv\u0103\u021bare. Pentru fiecare: o poveste, punctele forte \u0219i lucrurile la care s\u0103 fi\u021bi aten\u021bi. Metoda prin care \u00eenv\u0103\u021ba\u021bi singuri, \u00een \u0219ase repere, e descris\u0103 \u00een articolul precedent al seriei, <a href=\"https:\/\/www.simonaleroy.com\/ro\/cum-sa-invatati-ca-autodidact\">Cum s\u0103 \u00eenv\u0103\u021ba\u021bi ca autodidact: metoda \u00een 6 repere, aplicat\u0103 la IA<\/a>. Este vorba despre a \u00eenv\u0103\u021ba s\u0103 folosi\u021bi IA, nu s\u0103 o programa\u021bi.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Infografica_-10-resurse-gratuite-pentru-invatarea-AI-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Infografica_-10-resurse-gratuite-pentru-invatarea-AI-1-1024x576.png\" alt=\"Infografic: cum s\u0103 \u00eenv\u0103\u021ba\u021bi AI gratuit, 10 suporturi de \u00eenv\u0103\u021bare analizate\" class=\"wp-image-2666\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Infografica_-10-resurse-gratuite-pentru-invatarea-AI-1-1024x576.png 1024w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Infografica_-10-resurse-gratuite-pentru-invatarea-AI-1-300x169.png 300w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Infografica_-10-resurse-gratuite-pentru-invatarea-AI-1-768x432.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Infografica_-10-resurse-gratuite-pentru-invatarea-AI-1-1536x864.png 1536w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Infografica_-10-resurse-gratuite-pentru-invatarea-AI-1.png 1672w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:0.9rem;font-style:italic\">\ud83d\udcda Seria \u201eS\u0103 \u0219ti\u021bi s\u0103 folosi\u021bi IA\u201d \u00b7 articolul 3 din 4<\/p>\n\n\n\n<div class=\"wp-block-group has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:10px;background-color:#f1f6f1;margin-top:0.5rem;margin-bottom:1.5rem;padding-top:1rem;padding-right:1.25rem;padding-bottom:1rem;padding-left:1.25rem\">\n<p class=\"wp-block-paragraph\" style=\"font-size:0.9rem;font-style:italic\">\ud83d\udcc5 Informa\u021bii valabile la 29 octombrie 2026. Domeniul evolueaz\u0103 rapid: verifica\u021bi \u00eentotdeauna informa\u021bia la surs\u0103 \u00eenainte de a lua o decizie.<\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83e\udded Cum alege\u021bi suportul potrivit etapei<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Nu cump\u0103ra\u021bi aceea\u0219i unealt\u0103 ca s\u0103 bate\u021bi un cui \u0219i ca s\u0103 t\u0103ia\u021bi o sc\u00e2ndur\u0103. Suportul potrivit depinde de etapa \u00een care v\u0103 afla\u021bi \u0219i de nivelul dumneavoastr\u0103. Preferin\u021bele exist\u0103: unii prefer\u0103 s\u0103 vad\u0103, al\u021bii s\u0103 citeasc\u0103. Rezultatele cercet\u0103rii arat\u0103 c\u0103 nivelul propus de un curs conteaz\u0103 mai mult dec\u00e2t forma: ce \u00eel ajut\u0103 pe un \u00eencep\u0103tor, adic\u0103 ghidajul str\u00e2ns, \u00eel \u00eencetine\u0219te pe cel care este avansat. Cercet\u0103torii numesc asta <strong>efectul de inversare legat de expertiz\u0103<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pentru fiecare nivel, anumite suporturi de curs sunt indicate: <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>S\u0103 descoperi\u021bi \u0219i s\u0103 \u00een\u021belege\u021bi<\/strong>: cursurile online independente, cursurile companiilor de IA;<\/li>\n\n\n\n<li><strong>S\u0103 vede\u021bi gestul<\/strong>: tutorialele video, site-urile specializate \u00een domeniul dumneavoastr\u0103;<\/li>\n\n\n\n<li><strong>S\u0103 exersa\u021bi \u0219i s\u0103 primi\u021bi feedback<\/strong>: IA ca tutore, atelierele fa\u021b\u0103 \u00een fa\u021b\u0103, \u00eenv\u0103\u021barea \u00eentre colegi;<\/li>\n\n\n\n<li><strong>S\u0103 debloca\u021bi un punct precis<\/strong>: centrele de ajutor, forumurile \u0219i comunit\u0103\u021bile;<\/li>\n\n\n\n<li><strong>S\u0103 fi\u021bi mereu la curent<\/strong> cu ultimele evolu\u021bii: c\u0103r\u021bile, newsletterele \u0219i podcasturile.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e2nd alege\u021bi un suport, pute\u021bi utiliza aceste trei \u00eentreb\u0103ri. Este <strong>util<\/strong> (v\u0103 \u00eenva\u021b\u0103 ce urm\u0103ri\u021bi)? Este <strong>u\u0219or de folosit<\/strong> (\u00eel pute\u021bi folosi f\u0103r\u0103 efort inutil)? Este <strong>acceptabil<\/strong> pentru dumneavoastr\u0103 (se potrive\u0219te cu timpul, bugetul \u0219i limba dumneavoastr\u0103)?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-size:0.9rem;font-style:italic\">\ud83c\udfb2 <strong>Cum citi\u021bi fiecare suport.<\/strong> Fiecare dintre cele zece suporturi e prezentat \u00een trei timpi: o poveste real\u0103, din istoria educa\u021biei sau a tehnologiei, care arat\u0103 cum func\u021bioneaz\u0103; punctele forte; lucrurile la care s\u0103 fi\u021bi aten\u021bi. Studiile citate sunt adunate la finalul articolului.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Tutorialele video de pe YouTube<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tutoriel-video-sur-ordinateur-portable.png\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tutoriel-video-sur-ordinateur-portable-936x1024.png\" alt=\"Laptop care afi\u0219eaz\u0103 un tutorial video, cu c\u0103\u0219ti \u0219i un carnet\" class=\"wp-image-2644 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tutoriel-video-sur-ordinateur-portable-936x1024.png 936w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tutoriel-video-sur-ordinateur-portable-274x300.png 274w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tutoriel-video-sur-ordinateur-portable-768x840.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tutoriel-video-sur-ordinateur-portable.png 1199w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00cen 2004, Salman Khan, analist financiar la Boston, \u00ee\u0219i ajut\u0103 de la distan\u021b\u0103 veri\u0219oara la matematic\u0103. Apoi vin \u0219i al\u021bi veri. Cum nu mai are timp pentru to\u021bi, \u00ee\u0219i \u00eenregistreaz\u0103 explica\u021biile \u0219i, \u00een 2006, le pune pe YouTube. Reac\u021bia verilor \u00eel surprinde: \u00eel prefer\u0103 pe YouTube dec\u00e2t \u00een persoan\u0103!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pe Salman din video \u00eel pute\u021bi opri, \u00eel pute\u021bi da \u00eenapoi, pute\u021bi revedea un pasaj de zece ori f\u0103r\u0103 jena de a-l \u00eentreba din nou. Din aceste filmule\u021be s-a n\u0103scut Khan Academy.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Vede\u021bi gestul<\/strong>: ecranul, clicurile, promptul \u0219i rezultatul. Demonstra\u021bia e o etap\u0103-cheie c\u00e2nd \u00eenv\u0103\u021ba\u021bi s\u0103 face\u021bi ceva.<\/li>\n\n\n\n<li><strong>Ritmul e \u00een m\u00e2inile dumneavoastr\u0103<\/strong>: pauz\u0103, \u00eenapoi, \u00eencetinit. Cercetarea a ar\u0103tat c\u0103 un con\u021binut \u00eemp\u0103r\u021bit \u00een buc\u0103\u021bi controlate de cel care \u00eenva\u021b\u0103 se \u00een\u021belege mai bine (principiul segment\u0103rii).<\/li>\n\n\n\n<li><strong>Formate scurte<\/strong>: analiza a 6,9 milioane de vizion\u0103ri ale unor cursuri online, publicat\u0103 \u00een 2014, arat\u0103 c\u0103 aten\u021bia scade dup\u0103 \u0219ase minute. Un tutorial bun trateaz\u0103 o singur\u0103 sarcin\u0103.<\/li>\n\n\n\n<li><strong>Abunden\u021ba<\/strong>: fiecare func\u021bie nou\u0103 are filmule\u021be \u00een zilele de dup\u0103 lansare. C\u0103uta\u021bi sarcina, nu instrumentul (\u201erezumat PDF cu Gemini\u201d, nu \u201etutorial Gemini\u201d) \u0219i filtra\u021bi dup\u0103 dat\u0103.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Informa\u021bii expirate<\/strong>: \u00cen lumea IA, nout\u0103\u021bile apar aproape lunar. Un video de acum \u0219ase luni poate ar\u0103ta butoane care nu mai exist\u0103.<\/li>\n\n\n\n<li><strong>Demonstra\u021bia ideal\u0103<\/strong>: tutorialul arat\u0103 cazul care merge, rareori e\u0219ecurile \u0219i cum ie\u0219i\u021bi din ele.<\/li>\n\n\n\n<li><strong>Interesul comercial<\/strong>: multe filmule\u021be sunt sponsorizate de instrumentul prezentat sau servesc drept vitrin\u0103 pentru un curs cu plat\u0103.<\/li>\n\n\n\n<li><strong>Iluzia competen\u021bei<\/strong>: privitul v\u0103 d\u0103 impresia c\u0103 \u0219ti\u021bi. Abia c\u00e2nd reface\u021bi singuri, pe problema dumneavoastr\u0103, vede\u021bi ce a\u021bi \u00eenv\u0103\u021bat cu adev\u0103rat.<\/li>\n\n\n\n<li><strong>Limba<\/strong>: cele mai multe tutoriale sunt \u00een englez\u0103; \u00een rom\u00e2n\u0103 oferta cre\u0219te, dar r\u0103m\u00e2ne mai mic\u0103. Subtitr\u0103rile traduse automat nu sunt \u00eentotdeauna exacte.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2. Tutorialele de pe site-urile specializate \u00een domeniul dumneavoastr\u0103<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-chef-cuisinier-sur-ecran-dordinateur.png\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-chef-cuisinier-sur-ecran-dordinateur-936x1024.png\" alt=\"Ecran de calculator cu un tutorial de g\u0103tit prezentat de un robot buc\u0103tar\" class=\"wp-image-2646 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-chef-cuisinier-sur-ecran-dordinateur-936x1024.png 936w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-chef-cuisinier-sur-ecran-dordinateur-274x300.png 274w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-chef-cuisinier-sur-ecran-dordinateur-768x840.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-chef-cuisinier-sur-ecran-dordinateur.png 1199w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">La \u00eenceputul anilor 1980, la Recife, \u00een Brazilia, trei cercet\u0103tori \u00een psihologie urm\u0103resc ni\u0219te copii care v\u00e2nd \u00een pia\u021b\u0103. Copiii calculeaz\u0103 din cap pre\u021bul a zece nuci de cocos sau restul de dat, aproape f\u0103r\u0103 gre\u0219eal\u0103.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Acelea\u0219i opera\u021bii, scrise pe h\u00e2rtie ca un exerci\u021biu de \u0219coal\u0103, \u00eei \u00eencurc\u0103 mult mai mult. \u0218tiu s\u0103 socoteasc\u0103, dar \u0219tiin\u021ba lor a r\u0103mas aplicabil\u0103 doar la pia\u021b\u0103, acolo unde au \u00eenv\u0103\u021bat-o.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sarcinile \u0219i vocabularul dumneavoastr\u0103<\/strong>: o lec\u021bie pentru un profesor, o fi\u0219\u0103 de produs pentru un comerciant, o fotografie retu\u0219at\u0103 pentru un fotograf. Un exemplu din meseria dumneavoastr\u0103 se \u00een\u021belege mai repede \u0219i se refolose\u0219te mai u\u0219or.<\/li>\n\n\n\n<li><strong>Un rezultat aplicabil de m\u00e2ine<\/strong> \u00een munca dumneavoastr\u0103.<\/li>\n\n\n\n<li><strong>U\u0219or de g\u0103sit<\/strong>: o c\u0103utare de tipul \u201eIA + meseria dumneavoastr\u0103 + tutorial\u201d ajunge de obicei. Bloguri specializate, site-uri ale asocia\u021biilor profesionale, publica\u021bii de ni\u0219\u0103.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Calitate inegal\u0103<\/strong>: oricine poate publica \u0219i nimic nu garanteaz\u0103 c\u0103 autorul st\u0103p\u00e2ne\u0219te instrumentul.<\/li>\n\n\n\n<li><strong>Mai ales text<\/strong>: explica\u021bii \u0219i capturi de ecran, mai greu de urm\u0103rit dec\u00e2t un video c\u00e2nd sunte\u021bi la \u00eenceput.<\/li>\n\n\n\n<li><strong>Con\u021binut-momeal\u0103<\/strong>: multe articole gratuite sunt vitrina unui curs sau a unui instrument cu plat\u0103.<\/li>\n\n\n\n<li><strong>O \u0219tiin\u021b\u0103 lipit\u0103 de context<\/strong>: ca la micii v\u00e2nz\u0103tori din Recife, un singur fel de a face, \u00eentr-un singur cadru, se transpune greu. Varia\u021bi exemplele \u0219i instrumentele ca s\u0103 pute\u021bi generaliza.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3. Cursurile oficiale ale companiilor de IA<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-et-certificat-IA.png\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-et-certificat-IA-936x1024.png\" alt=\"Laptop care afi\u0219eaz\u0103 un curs online \u0219i o adeverin\u021b\u0103 de absolvire\" class=\"wp-image-2647 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-et-certificat-IA-936x1024.png 936w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-et-certificat-IA-274x300.png 274w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-et-certificat-IA-768x840.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-et-certificat-IA.png 1199w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00cen 1997, Cisco, produc\u0103torul de echipamente de re\u021bea, lanseaz\u0103 Cisco Networking Academy, ca s\u0103-i \u00eenve\u021be pe elevi s\u0103 instaleze re\u021bele informatice. Programul, gratuit pentru \u0219coli, se extinde \u00een toat\u0103 lumea \u0219i formeaz\u0103 milioane de oameni.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Elevii \u00eenva\u021b\u0103 acolo o meserie adev\u0103rat\u0103, cu un parcurs bine organizat \u0219i certificate apreciate de angajatori. \u00cenva\u021b\u0103 \u00eens\u0103, mai \u00eent\u00e2i, s\u0103 lucreze cu echipamentele Cisco.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Un parcurs bine marcat<\/strong>: o progresie \u00een ordine \u0219i un obiectiv final. Un cadru potrivit pentru \u00eencep\u0103tor, care are nevoie de ghidaj \u00eenainte s\u0103-\u0219i conduc\u0103 singur \u00eenv\u0103\u021barea.<\/li>\n\n\n\n<li><strong>Informa\u021bii la zi despre instrument<\/strong>, scrise chiar de cei care \u00eel construiesc.<\/li>\n\n\n\n<li><strong>O adeverin\u021b\u0103<\/strong> care motiveaz\u0103 \u0219i se poate afi\u0219a pe LinkedIn, un argument bun c\u00e2nd c\u0103uta\u021bi un loc de munc\u0103 sau v\u0103 reconverti\u021bi.<\/li>\n\n\n\n<li><strong>Gratuite<\/strong>: <a href=\"https:\/\/academy.claude.com\/\">Claude Academy<\/a> a Anthropic, cu <a href=\"https:\/\/anthropic.skilljar.com\/claude-101\">Claude 101<\/a> sau <a href=\"https:\/\/anthropic.skilljar.com\/ai-fluency-framework-foundations\">AI Fluency: Framework &amp; Foundations<\/a> (aproximativ patru ore); Google Skills (skills.google), cu un catalog par\u021bial tradus \u00een mai multe limbi; <a href=\"https:\/\/academy.openai.com\/\">OpenAI Academy<\/a>, cu cursul de ini\u021biere AI Foundations (aproximativ o or\u0103), accesibil cu un cont ChatGPT.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Limba<\/strong>: cursurile Claude Academy \u0219i OpenAI Academy sunt \u00een englez\u0103. La Google, verifica\u021bi limba fiec\u0103rui curs.<\/li>\n\n\n\n<li><strong>Interesul comercial<\/strong>: fiecare companie \u00ee\u0219i pred\u0103 mai \u00eent\u00e2i propriul instrument, iar func\u021biile cu plat\u0103 apar firesc \u00een lec\u021bii.<\/li>\n\n\n\n<li><strong>O adeverin\u021b\u0103 nu e o calificare<\/strong>: documentul dovede\u0219te c\u0103 a\u021bi terminat cursul, nu o competen\u021b\u0103 recunoscut\u0103 oficial (\u00een Rom\u00e2nia, certificatele recunoscute de Autoritatea Na\u021bional\u0103 pentru Calific\u0103ri). Certific\u0103rile vor face subiectul articolului 4 al seriei.<\/li>\n\n\n\n<li><strong>Exerci\u021bii rezervate<\/strong>: unele cursuri cer un cont cu plat\u0103 pentru partea practic\u0103, cum e Claude Code 101 la Anthropic.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">4. Cursurile online gratuite \u0219i independente (MOOC)<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-affichant-un-cours-MOOC.png\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-affichant-un-cours-MOOC-936x1024.png\" alt=\"Laptop care afi\u0219eaz\u0103 un curs online gratuit de tip MOOC\" class=\"wp-image-2649 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-affichant-un-cours-MOOC-936x1024.png 936w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-affichant-un-cours-MOOC-274x300.png 274w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-affichant-un-cours-MOOC-768x840.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Ordinateur-portable-affichant-un-cours-MOOC.png 1199w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00cen toamna lui 2011, doi profesori deschid gratuit, online, cursul lor de introducere \u00een inteligen\u021ba artificial\u0103 de la Universitatea Stanford. Se \u00eenscriu aproximativ 160.000 de oameni din toat\u0103 lumea. Cursul lanseaz\u0103 valul MOOC-urilor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tot cursul acesta le arat\u0103 \u0219i punctul slab: la final, doar vreo 20.000 de participan\u021bi \u00eel terminaser\u0103. De atunci, rata de finalizare a cursurilor online deschise se \u00eenv\u00e2rte \u00een jur de 5\u201315 %.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>S\u0103 \u00een\u021belege\u021bi \u00eenainte s\u0103 folosi\u021bi<\/strong>: cum func\u021bioneaz\u0103 o IA \u0219i de unde vin gre\u0219elile ei. Sunt bazele de care ave\u021bi nevoie \u00eenainte s\u0103 trece\u021bi la practic\u0103.<\/li>\n\n\n\n<li><strong>O surs\u0103 independent\u0103<\/strong> de companiile de IA.<\/li>\n\n\n\n<li><strong>Accesibile<\/strong>: <a href=\"https:\/\/course.elementsofai.com\/ro\/\">Elements of AI<\/a>, creat de Universitatea din Helsinki (\u00een rom\u00e2n\u0103, \u00eentre 30 \u0219i 60 de ore, f\u0103r\u0103 programare); <a href=\"https:\/\/openclassrooms.com\/fr\/courses\/6417031-objectif-ia-initiez-vous-a-l-intelligence-artificielle\">Objectif IA<\/a>, realizat de OpenClassrooms, Institut Montaigne \u0219i Abeona (\u00een francez\u0103, aproximativ \u0219ase ore).<\/li>\n\n\n\n<li><strong>Quizuri regulate<\/strong>, care v\u0103 oblig\u0103 s\u0103 v\u0103 testa\u021bi \u00een loc s\u0103 reciti\u021bi.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Mai mult\u0103 cultur\u0103 general\u0103 dec\u00e2t practic\u0103<\/strong>: afla\u021bi ce este IA, mai pu\u021bin cum s-o folosi\u021bi pentru o sarcin\u0103 anume.<\/li>\n\n\n\n<li><strong>Con\u021binut uneori vechi<\/strong>: Elements of AI a fost lansat \u00een 2018, \u00eenainte de ChatGPT. Verifica\u021bi data ultimei actualiz\u0103ri a modulelor.<\/li>\n\n\n\n<li><strong>Abandonul<\/strong>: f\u0103r\u0103 termen \u0219i f\u0103r\u0103 grup, cei mai mul\u021bi renun\u021b\u0103 pe drum. O sesiune cu dat\u0103 fix\u0103, un ritm stabilit dinainte sau un coleg care urmeaz\u0103 acela\u0219i curs cresc \u0219ansele s\u0103 ajunge\u021bi la cap\u0103t.<\/li>\n\n\n\n<li><strong>Mult text \u0219i quizuri<\/strong>, deci mult\u0103 lectur\u0103.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">5. IA ca formator \u0219i tutore<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tuteur-IA-et-checklist-interactive.png\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tuteur-IA-et-checklist-interactive-936x1024.png\" alt=\"Un robot tutore, pe ecran, arat\u0103 o list\u0103 de exerci\u021bii bifate\" class=\"wp-image-2651 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tuteur-IA-et-checklist-interactive-936x1024.png 936w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tuteur-IA-et-checklist-interactive-274x300.png 274w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tuteur-IA-et-checklist-interactive-768x840.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Tuteur-IA-et-checklist-interactive.png 1199w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00cen 1984, cercet\u0103torul \u00een educa\u021bie Benjamin Bloom public\u0103 un rezultat r\u0103mas celebru. Elevii care lucreaz\u0103 individual cu un tutore, care le verific\u0103 \u00een\u021belegerea \u0219i \u00eei corecteaz\u0103 pe loc, \u00eei dep\u0103\u0219esc \u00een medie pe 98 % dintre elevii unei clase obi\u0219nuite.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bloom nume\u0219te asta \u201eproblema celor dou\u0103 sigme\u201d: eficien\u021ba tutoratului e dovedit\u0103, dar un tutore pentru fiecare elev e imposibil de pl\u0103tit. Patruzeci de ani mai t\u00e2rziu, IA generativ\u0103 readuce \u00eentrebarea \u00een discu\u021bie.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Feedback imediat<\/strong>, la orice or\u0103, f\u0103r\u0103 ner\u0103bdare, la nivelul pe care i-l indica\u021bi: feedbackul pe care, altfel, un autodidact trebuie s\u0103 \u0219i-l organizeze singur.<\/li>\n\n\n\n<li><strong>Exerci\u021bii pe m\u0103sur\u0103<\/strong>: IA v\u0103 poate propune un exerci\u021biu, v\u0103 poate a\u0219tepta r\u0103spunsul, \u00eel poate corecta \u0219i apoi poate verifica ce a\u021bi re\u021binut.<\/li>\n\n\n\n<li><strong>Moduri de \u00eenv\u0103\u021bare gratuite<\/strong>: modul de studiu (Study mode) din ChatGPT \u0219i \u00eenv\u0103\u021barea ghidat\u0103 (Guided Learning) din Gemini pun \u00eentreb\u0103ri \u0219i v\u0103 ghideaz\u0103 ra\u021bionamentul, \u00een loc s\u0103 v\u0103 dea direct r\u0103spunsul.<\/li>\n\n\n\n<li><strong>Limba rom\u00e2n\u0103<\/strong>: IA v\u0103 r\u0103spunde f\u0103r\u0103 probleme \u00een limba dumneavoastr\u0103. Metoda prin care o transforma\u021bi \u00eentr-un tutore adev\u0103rat e descris\u0103 \u00een <a href=\"https:\/\/www.simonaleroy.com\/fr\/apprendre-avec-ia-7-principes-tuteur\">Apprendre avec l&#8217;IA : 7 principes pour en faire votre tuteur personnel<\/a> (\u00een francez\u0103), iar pentru prompturi, \u00een <a href=\"https:\/\/www.simonaleroy.com\/fr\/ameliorer-ses-prompts-chatgpt-tuteur\">Am\u00e9liorer ses prompts pour ChatGPT, en l&#8217;utilisant comme tuteur<\/a> (\u00een francez\u0103).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gre\u0219eli despre propriile func\u021bii<\/strong>: o IA cunoa\u0219te prost interfa\u021ba instrumentului \u00een care ruleaz\u0103, iar cuno\u0219tin\u021bele ei se opresc la o anumit\u0103 dat\u0103. V\u0103 poate descrie un buton care nu exist\u0103 sau nu mai exist\u0103.<\/li>\n\n\n\n<li><strong>Complezen\u021ba<\/strong>: IA are tendin\u021ba s\u0103 v\u0103 dea dreptate. Cere\u021bi-i explicit s\u0103 v\u0103 critice lucrarea.<\/li>\n\n\n\n<li><strong>R\u0103spunsul gata f\u0103cut<\/strong>: o IA care v\u0103 d\u0103 solu\u021bia v\u0103 scute\u0219te tocmai de efortul care v\u0103 face s\u0103 \u00eenv\u0103\u021ba\u021bi. Tutoratul lui Bloom func\u021biona pentru c\u0103 tutorele \u00eel punea pe elev la treab\u0103.<\/li>\n\n\n\n<li><strong>Niciun cadru din afar\u0103<\/strong>: niciun termen, niciun grup, niciun formator \u00een carne \u0219i oase care s\u0103 v\u0103 \u00eemping\u0103 de la spate.<\/li>\n\n\n\n<li><strong>Limitele contului gratuit<\/strong>: num\u0103rul de mesaje e plafonat, iar o sesiune lung\u0103 se poate opri la jum\u0103tate.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">6. Centrele de ajutor oficiale ale instrumentelor<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-et-bouton-SOS-sur-ecran.png\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-et-bouton-SOS-sur-ecran-936x1024.png\" alt=\"Un robot, pe ecran, arat\u0103 un buton de ajutor SOS\" class=\"wp-image-2654 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-et-bouton-SOS-sur-ecran-936x1024.png 936w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-et-bouton-SOS-sur-ecran-274x300.png 274w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-et-bouton-SOS-sur-ecran-768x840.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Robot-et-bouton-SOS-sur-ecran.png 1199w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">La \u00eenceputul anilor 1980, la IBM, un psiholog observ\u0103 ni\u0219te angaja\u021bi care descoper\u0103 primele programe de procesare a textului. Sar pagini \u00eentregi din manual, \u00eencearc\u0103, gre\u0219esc, o iau de la cap\u0103t.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00cen loc s\u0103-i certe, psihologul concepe un \u201emanual minimal\u201d: c\u00e2teva fi\u0219e scurte, construite pe sarcini reale, cu solu\u021bii pentru gre\u0219elile obi\u0219nuite. Astfel, oamenii \u00eenva\u021b\u0103 mai repede dec\u00e2t cu manualul complet.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>O surs\u0103 oficial\u0103 \u0219i la zi<\/strong>: unde se afl\u0103 fiecare func\u021bie, la ce folose\u0219te, ce abonamente o includ. Notele de versiune (release notes) anun\u021b\u0103 nout\u0103\u021bile.<\/li>\n\n\n\n<li><strong>R\u0103spunsul exact atunci c\u00e2nd ave\u021bi nevoie de el<\/strong>: \u201eunde g\u0103sesc proiectele?\u201d, \u201ee prea mare fi\u0219ierul \u0103sta?\u201d. Cercetarea despre \u00eenv\u0103\u021barea sarcinilor complexe recomand\u0103 tocmai ca procedurile s\u0103 fie la \u00eendem\u00e2n\u0103 \u00een momentul sarcinii.<\/li>\n\n\n\n<li><strong>U\u0219or de accesat<\/strong>: support.claude.com pentru Claude, help.openai.com pentru ChatGPT, ajutorul Gemini pe support.google.com.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Doar text, ton sec<\/strong>: g\u0103si\u021bi descrierea unei func\u021bii, f\u0103r\u0103 un demers de ansamblu.<\/li>\n\n\n\n<li><strong>G\u00e2ndite pentru instrument<\/strong>: centrul de ajutor explic\u0103 un buton, f\u0103r\u0103 s\u0103 v\u0103 spun\u0103 cum v\u0103 rezolva\u021bi sarcina.<\/li>\n\n\n\n<li><strong>De consultat, nu de citit de la cap la coad\u0103<\/strong>: ca angaja\u021bii de la IBM, \u00eenv\u0103\u021ba\u021bi mai bine c\u0103ut\u00e2nd pagina util\u0103 \u00een momentul sarcinii.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">7. Cursurile \u0219i atelierele fizice<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Cours-danatomie-robotique-en-classe-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Cours-danatomie-robotique-en-classe-1-1024x1024.png\" alt=\"O formatoare prezint\u0103 cum func\u021bioneaz\u0103 un robot unui grup, \u00eentr-un atelier\" class=\"wp-image-2656 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Cours-danatomie-robotique-en-classe-1-1024x1024.png 1024w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Cours-danatomie-robotique-en-classe-1-300x300.png 300w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Cours-danatomie-robotique-en-classe-1-150x150.png 150w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Cours-danatomie-robotique-en-classe-1-768x768.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Cours-danatomie-robotique-en-classe-1.png 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pe 18 octombrie 2009, la Amsterdam, are loc primul Repair Caf\u00e9. Fiecare vine cu un pr\u0103jitor de p\u00e2ine stricat, o lamp\u0103 sau o hain\u0103 rupt\u0103 \u0219i o repar\u0103 cu un voluntar a\u0219ezat l\u00e2ng\u0103 el. Intrarea e gratuit\u0103, iar ideea se r\u0103sp\u00e2nde\u0219te \u00een toat\u0103 lumea.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La Repair Caf\u00e9 nu \u00eenve\u021bi ascult\u00e2nd o prezentare, ci cu m\u00e2inile pe obiect, cu cineva care \u0219tie l\u00e2ng\u0103 tine. \u00cen Fran\u021ba, re\u021beaua Caf\u00e9s IA aplic\u0103 aceea\u0219i idee inteligen\u021bei artificiale.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ajutorul cuiva mai experimentat, exact c\u00e2nd v\u0103 \u00eempotmoli\u021bi<\/strong>: psihologii numesc asta zona proximei dezvolt\u0103ri, adic\u0103 ce reu\u0219i\u021bi s\u0103 face\u021bi cu ajutor \u00eenainte s\u0103 face\u021bi singuri.<\/li>\n\n\n\n<li><strong>O \u00eent\u00e2lnire fix\u0103<\/strong>, care v\u0103 d\u0103 cadrul pe care \u00eenv\u0103\u021barea pe cont propriu nu \u00eel are.<\/li>\n\n\n\n<li><strong>Prezen\u021ba celorlal\u021bi<\/strong>: modelul comunit\u0103\u021bii de \u00eenv\u0103\u021bare arat\u0103 c\u0103 leg\u0103tura dintre cursan\u021bi sus\u021bine implicarea.<\/li>\n\n\n\n<li><strong>Ocazii gratuite<\/strong>: biblioteci, universit\u0103\u021bi, ONG-uri \u0219i comunit\u0103\u021bi locale de tehnologie organizeaz\u0103 din c\u00e2nd \u00een c\u00e2nd ateliere de ini\u021biere. C\u0103uta\u021bi \u201eatelier IA gratuit\u201d \u0219i numele ora\u0219ului dumneavoastr\u0103.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pre\u021bul<\/strong>: dincolo de atelierele de ini\u021biere, un curs lung e de regul\u0103 cu plat\u0103.<\/li>\n\n\n\n<li><strong>Data \u0219i locul impuse<\/strong>, iar oferta difer\u0103 mult de la un ora\u0219 la altul.<\/li>\n\n\n\n<li><strong>Ritmul grupului<\/strong>: nivelurile sunt adesea foarte diferite, iar atelierul merge \u00een pasul majorit\u0103\u021bii.<\/li>\n\n\n\n<li><strong>Mai degrab\u0103 ini\u021biere dec\u00e2t aprofundare<\/strong>: atelierele gratuite r\u0103m\u00e2n adesea la nivelul descoperirii.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">8. Forumurile \u0219i comunit\u0103\u021bile online<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Reunion-video-chaleureuse-sur-ordinateur.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Reunion-video-chaleureuse-sur-ordinateur-1024x1024.png\" alt=\"Videoconferin\u021b\u0103 \u00eentre mai mul\u021bi membri ai unei comunit\u0103\u021bi online\" class=\"wp-image-2658 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Reunion-video-chaleureuse-sur-ordinateur-1024x1024.png 1024w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Reunion-video-chaleureuse-sur-ordinateur-300x300.png 300w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Reunion-video-chaleureuse-sur-ordinateur-150x150.png 150w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Reunion-video-chaleureuse-sur-ordinateur-768x768.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Reunion-video-chaleureuse-sur-ordinateur.png 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pe 25 august 1991, un student finlandez de 21 de ani public\u0103 un mesaj pe un forum dedicat sistemului Minix. Anun\u021b\u0103 c\u0103 lucreaz\u0103 la un sistem de operare gratuit, \u201edoar un hobby\u201d, \u0219i \u00eei \u00eentreab\u0103 pe membri ce ar vrea s\u0103 g\u0103seasc\u0103 \u00een el.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Studentul se nume\u0219te Linus Torvalds. R\u0103spunsurile, criticile \u0219i contribu\u021biile membrilor forumului au modelat ceea ce avea s\u0103 devin\u0103 Linux.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>O problem\u0103 precis\u0103, pe care au mai avut-o \u0219i al\u021bii<\/strong>: sunt mari \u0219anse ca cineva s\u0103 fi g\u0103sit deja solu\u021bia.<\/li>\n\n\n\n<li><strong>Utiliz\u0103ri nea\u0219teptate<\/strong>: comunit\u0103\u021bile v\u0103 arat\u0103 practici la care nu v-a\u021bi fi g\u00e2ndit.<\/li>\n\n\n\n<li><strong>O re\u021bea<\/strong>: cercet\u0103rile despre autodidac\u021bi arat\u0103 c\u0103 ace\u0219tia se sprijin\u0103 pe o re\u021bea de exper\u021bi, amatori sau profesioni\u0219ti. Subforumurile Reddit ale fiec\u0103rui instrument (r\/ChatGPT, r\/ClaudeAI, r\/GeminiAI), serverele Discord ale unor instrumente \u0219i grupurile de pe LinkedIn sau Facebook joac\u0103 acest rol.<\/li>\n\n\n\n<li><strong>C\u00e2nd v\u0103 scrie\u021bi \u00eentrebarea<\/strong>, sunte\u021bi obliga\u021bi s\u0103 v\u0103 preciza\u021bi problema.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Limba<\/strong>: cele mai mari comunit\u0103\u021bi sunt \u00een englez\u0103.<\/li>\n\n\n\n<li><strong>Informa\u021bii neverificate<\/strong>: un sfat distribuit de mii de ori nu e neap\u0103rat corect.<\/li>\n\n\n\n<li><strong>Zgomotul<\/strong>: trebuie s\u0103 tria\u021bi multe mesaje pentru un r\u0103spuns util, iar tonul e uneori tehnic sau expeditiv cu \u00eencep\u0103torii.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">9. \u00cenv\u0103\u021barea \u00eentre colegi<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Atelier-joyeux-de-reparation-robotique-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Atelier-joyeux-de-reparation-robotique-1-1024x1024.png\" alt=\"Un grup de oameni repar\u0103 \u00eempreun\u0103 un robot \u00een jurul unei mese\" class=\"wp-image-2661 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Atelier-joyeux-de-reparation-robotique-1-1024x1024.png 1024w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Atelier-joyeux-de-reparation-robotique-1-300x300.png 300w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Atelier-joyeux-de-reparation-robotique-1-150x150.png 150w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Atelier-joyeux-de-reparation-robotique-1-768x768.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Atelier-joyeux-de-reparation-robotique-1.png 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00cen 1990, un profesor de fizic\u0103 de la Harvard le d\u0103 studen\u021bilor s\u0103i un test simplu despre no\u021biunile de baz\u0103 ale mecanicii. Studen\u021bii lui rezolv\u0103 foarte bine exerci\u021biile de calcul. \u0218i totu\u0219i, mul\u021bi pic\u0103 testul. Rezultatul \u00eel las\u0103 stupefiat.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Profesorul \u00ee\u0219i schimb\u0103 atunci felul de a preda. Pune o \u00eentrebare, fiecare r\u0103spunde singur, apoi spune: \u201e\u00cencerca\u021bi s\u0103-l convinge\u021bi pe colegul de banc\u0103.\u201d Studen\u021bii care tocmai au \u00een\u021beles explic\u0103 adesea mai bine dec\u00e2t profesorul, pentru c\u0103 \u00ee\u0219i amintesc ce i-a blocat. Metoda se nume\u0219te instruirea \u00eentre colegi (peer instruction).<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Explica\u021bii la nivelul potrivit<\/strong>: un coleg care v\u0103 arat\u0103 \u00een zece minute cum folose\u0219te IA, un partener care testeaz\u0103 acela\u0219i instrument, un schimb de prompturi care au func\u021bionat.<\/li>\n\n\n\n<li><strong>Un context apropiat de al dumneavoastr\u0103<\/strong>: acelea\u0219i sarcini, acelea\u0219i constr\u00e2ngeri, acelea\u0219i instrumente.<\/li>\n\n\n\n<li><strong>Explica\u021bi ca s\u0103 re\u021bine\u021bi<\/strong>: a explica altcuiva ce tocmai a\u021bi \u00eenv\u0103\u021bat e unul dintre cele mai eficiente moduri de a consolida.<\/li>\n\n\n\n<li><strong>Leg\u0103tura cu ceilal\u021bi<\/strong>, una dintre cele trei nevoi care \u021bin motiva\u021bia vie, dup\u0103 teoria autodetermin\u0103rii. Unele echipe \u00ee\u0219i fac o \u00eent\u00e2lnire regulat\u0103 ca s\u0103-\u0219i \u00eemp\u0103rt\u0103\u0219easc\u0103 descoperirile.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Nivel variabil<\/strong>: colegii v\u0103 transmit \u0219i obiceiurile lor aproximative \u0219i ideile lor preconcepute.<\/li>\n\n\n\n<li><strong>Depinde\u021bi de cei din jur<\/strong>: nu toat\u0103 lumea are pe cineva apropiat care folose\u0219te IA.<\/li>\n\n\n\n<li><strong>Orizont limitat<\/strong> la instrumentele \u0219i obiceiurile grupului.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">10. S\u0103 fi\u021bi mereu la curent cu ultimele evolu\u021bii: c\u0103r\u021bi, newslettere \u0219i podcasturi<\/h2>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><a href=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Bureau-chaleureux-sur-lintelligence-artificielle.png\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Bureau-chaleureux-sur-lintelligence-artificielle-768x1024.png\" alt=\"Birou cu un newsletter despre IA pe ecran, c\u0103r\u021bi \u0219i reviste\" class=\"wp-image-2663 size-full\" srcset=\"https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Bureau-chaleureux-sur-lintelligence-artificielle-768x1024.png 768w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Bureau-chaleureux-sur-lintelligence-artificielle-225x300.png 225w, https:\/\/www.simonaleroy.com\/ro\/wp-content\/uploads\/2026\/11\/Bureau-chaleureux-sur-lintelligence-artificielle.png 1086w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/a><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading\">O anecdot\u0103<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00cen 1885, un psiholog german public\u0103 un experiment f\u0103cut pe el \u00eensu\u0219i. \u00cenva\u021b\u0103 liste de silabe f\u0103r\u0103 sens, apoi m\u0103soar\u0103 c\u00e2t mai re\u021bine dup\u0103 c\u00e2teva ore, dup\u0103 o zi, dup\u0103 o s\u0103pt\u0103m\u00e2n\u0103.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Curba pe care o ob\u021bine a r\u0103mas celebr\u0103: cea mai mare parte se \u0219terge foarte repede, dac\u0103 nimic nu vine s\u0103 re\u00eemprosp\u0103teze amintirea. La fel se \u00eent\u00e2mpl\u0103 cu ce asculta\u021bi la plimbare.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcaa Punctele forte<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Perspectiva<\/strong>: nout\u0103\u021bile instrumentelor \u0219i utiliz\u0103rile care apar.<\/li>\n\n\n\n<li><strong>Departe de ecran<\/strong>: newsletterele vin \u00een c\u0103su\u021ba de e-mail, podcasturile se ascult\u0103 \u00een autobuz sau la plimbare (vede\u021bi <a href=\"https:\/\/www.simonaleroy.com\/fr\/ia-apprendre-temps-morts\">L&#8217;IA pour apprendre partout, m\u00eame dans les temps morts<\/a>, \u00een francez\u0103).<\/li>\n\n\n\n<li><strong>Gratuit<\/strong>: c\u0103r\u021bile se \u00eemprumut\u0103 de la bibliotec\u0103.<\/li>\n\n\n\n<li><strong>Idei de utilizare<\/strong> pe care s\u0103 le testa\u021bi pe problema dumneavoastr\u0103.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u26a0\ufe0f La ce s\u0103 fi\u021bi aten\u021bi<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Se \u00eenvechesc repede<\/strong>: o carte despre instrumentele de IA e adesea dep\u0103\u0219it\u0103 la scurt timp dup\u0103 apari\u021bie.<\/li>\n\n\n\n<li><strong>Uitarea<\/strong>: ascultatul \u0219i cititul nu ajung ca s\u0103 re\u021bine\u021bi. Nota\u021bi o idee \u0219i testa\u021bi-o chiar \u00een ziua aceea: a\u0219a devine practic\u0103.<\/li>\n\n\n\n<li><strong>Efectul de anun\u021b<\/strong>: \u0219tirile pun \u00een fa\u021b\u0103 nout\u0103\u021bile spectaculoase, mai mult dec\u00e2t utiliz\u0103rile de zi cu zi.<\/li>\n\n\n\n<li><strong>Limba<\/strong>: cele mai urm\u0103rite newslettere \u0219i podcasturi sunt adesea \u00een englez\u0103.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-group has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:14px;background-color:#eef3f8;margin-top:2.5rem;margin-bottom:2.5rem;padding-top:2rem;padding-right:1.5rem;padding-bottom:2rem;padding-left:1.5rem\">\n<h2 class=\"wp-block-heading has-text-align-center\">\ud83e\udde0 Quiz: ce a\u021bi re\u021binut?<\/h2>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">R\u0103spunde\u021bi mai \u00eent\u00e2i \u00een g\u00e2nd, apoi deschide\u021bi r\u0103spunsul.<\/p>\n\n\n\n<div class=\"wp-block-group has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:8px;background-color:#ffffff;margin-top:1rem;padding-top:1rem;padding-right:1.25rem;padding-bottom:1rem;padding-left:1.25rem\">\n<p class=\"wp-block-paragraph\"><strong>1. Trebuie s\u0103 v\u0103 alege\u021bi suportul dup\u0103 \u201estilul de \u00eenv\u0103\u021bare\u201d?<\/strong><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Vede\u021bi r\u0103spunsul<\/summary>\n<p class=\"wp-block-paragraph\">Nu. Preferin\u021bele exist\u0103, dar niciun studiu serios n-a ar\u0103tat c\u0103 adaptarea suportului la un stil \u00eembun\u0103t\u0103\u021be\u0219te rezultatele. Suportul potrivit depinde de etap\u0103 (s\u0103 descoperi\u021bi, s\u0103 vede\u021bi gestul, s\u0103 exersa\u021bi, s\u0103 debloca\u021bi, s\u0103 r\u0103m\u00e2ne\u021bi la curent) \u0219i de nivelul dumneavoastr\u0103.<\/p>\n<\/details>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:8px;background-color:#ffffff;margin-top:1rem;padding-top:1rem;padding-right:1.25rem;padding-bottom:1rem;padding-left:1.25rem\">\n<p class=\"wp-block-paragraph\"><strong>2. Ce suport v\u0103 d\u0103 feedback imediat la orice or\u0103?<\/strong><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Vede\u021bi r\u0103spunsul<\/summary>\n<p class=\"wp-block-paragraph\">IA ca formator \u0219i tutore. Uneori gre\u0219e\u0219te c\u00e2nd vorbe\u0219te despre propriile func\u021bii \u0219i are tendin\u021ba s\u0103 v\u0103 dea dreptate: cere\u021bi-i s\u0103 v\u0103 critice lucrarea.<\/p>\n<\/details>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:8px;background-color:#ffffff;margin-top:1rem;padding-top:1rem;padding-right:1.25rem;padding-bottom:1rem;padding-left:1.25rem\">\n<p class=\"wp-block-paragraph\"><strong>3. Ce ave\u021bi de c\u00e2\u0219tigat dintr-un atelier fa\u021b\u0103 \u00een fa\u021b\u0103?<\/strong><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Vede\u021bi r\u0103spunsul<\/summary>\n<p class=\"wp-block-paragraph\">Ajutorul cuiva mai experimentat exact c\u00e2nd v\u0103 \u00eempotmoli\u021bi, o \u00eent\u00e2lnire fix\u0103 \u0219i prezen\u021ba celorlal\u021bi. Atelierele de ini\u021biere sunt adesea gratuite; cursurile lungi, de regul\u0103, sunt cu plat\u0103.<\/p>\n<\/details>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:8px;background-color:#ffffff;margin-top:1rem;padding-top:1rem;padding-right:1.25rem;padding-bottom:1rem;padding-left:1.25rem\">\n<p class=\"wp-block-paragraph\"><strong>4. O adeverin\u021b\u0103 de absolvire a unui curs e totuna cu o calificare?<\/strong><\/p>\n\n\n\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Vede\u021bi r\u0103spunsul<\/summary>\n<p class=\"wp-block-paragraph\">Nu. Dovede\u0219te c\u0103 a\u021bi terminat cursul, nu o competen\u021b\u0103 recunoscut\u0103 oficial (\u00een Rom\u00e2nia, certificatele recunoscute de Autoritatea Na\u021bional\u0103 pentru Calific\u0103ri).<\/p>\n<\/details>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udccc Ce trebuie re\u021binut<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Ca s\u0103 \u00eenv\u0103\u021ba\u021bi AI gratuit, alege\u021bi suportul dup\u0103 etapa \u00een care v\u0103 afla\u021bi, nu dup\u0103 un profil. Filmule\u021bele arat\u0103 gestul, cursurile dau un cadru, IA ca tutore \u0219i colegii aduc feedbackul, forumurile \u0219i centrele de ajutor deblocheaz\u0103, iar c\u0103r\u021bile, newsletterele \u0219i podcasturile v\u0103 \u021bin la curent.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alege\u021bi chiar de azi primul suport pe care \u00eel \u00eencerca\u021bi pe propria problem\u0103.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Surse<\/h3>\n\n\n\n<ul style=\"font-size:0.9rem;font-style:italic\" class=\"wp-block-list\">\n<li>Bloom, B. S. (1984). The 2 sigma problem. <em>Educational Researcher<\/em>.<\/li>\n\n\n\n<li>Carraher, T. N., Carraher, D. W. \u0219i Schliemann, A. D. (1985). Mathematics in the streets and in schools. <em>British Journal of Developmental Psychology<\/em>.<\/li>\n\n\n\n<li>Carroll, J. M. (1990). <em>The Nurnberg Funnel<\/em>. MIT Press.<\/li>\n\n\n\n<li>Ebbinghaus, H. (1885). <em>\u00dcber das Ged\u00e4chtnis<\/em>.<\/li>\n\n\n\n<li>Garrison, D. R., Anderson, T. \u0219i Archer, W. (2000). Critical inquiry in a text-based environment. <em>The Internet and Higher Education<\/em>.<\/li>\n\n\n\n<li>Guo, P. J., Kim, J. \u0219i Rubin, R. (2014). How video production affects student engagement. <em>Learning at Scale<\/em>.<\/li>\n\n\n\n<li>Kalyuga, S. et al. (2003). The expertise reversal effect. <em>Educational Psychologist<\/em>.<\/li>\n\n\n\n<li>Mazur, E. (1997). <em>Peer Instruction<\/em>. Prentice Hall.<\/li>\n\n\n\n<li>Pashler, H. et al. (2008). Learning styles: concepts and evidence. <em>Psychological Science in the Public Interest<\/em>.<\/li>\n\n\n\n<li>Ryan, R. M. \u0219i Deci, E. L. (2000). Self-determination theory. <em>American Psychologist<\/em>.<\/li>\n\n\n\n<li>Tremblay, N. A. (2003). <em>L&#8217;autoformation : pour apprendre autrement<\/em>. Presses de l&#8217;Universit\u00e9 de Montr\u00e9al.<\/li>\n\n\n\n<li>Tricot, A. et al. (2003). Utilit\u00e9, utilisabilit\u00e9, acceptabilit\u00e9. <em>Environnements informatiques pour l&#8217;apprentissage humain<\/em>.<\/li>\n\n\n\n<li>van Merri\u00ebnboer, J. J. G. \u0219i Kirschner, P. A. (2018). <em>Ten Steps to Complex Learning<\/em>. Routledge.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-group has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:10px;background-color:#eef3f8;margin-top:2rem;margin-bottom:1.5rem;padding-top:1rem;padding-right:1.25rem;padding-bottom:1rem;padding-left:1.25rem\">\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udcda Seria \u201eS\u0103 \u0219ti\u021bi s\u0103 folosi\u021bi IA\u201d<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.simonaleroy.com\/ro\/competente-ai-ce-trebuie-sa-invatati\">Competen\u021be AI: ce trebuie s\u0103 \u00eenv\u0103\u021ba\u021bi pentru a folosi inteligen\u021ba artificial\u0103<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.simonaleroy.com\/ro\/cum-sa-invatati-ca-autodidact\">Cum s\u0103 \u00eenv\u0103\u021ba\u021bi ca autodidact: metoda \u00een 6 repere, aplicat\u0103 la IA<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.simonaleroy.com\/ro\/invatati-ai-gratuit-autodidact\">Cum s\u0103 \u00eenv\u0103\u021ba\u021bi AI gratuit: 10 suporturi de \u00eenv\u0103\u021bare analizate<\/a><\/li>\n\n\n\n<li>Certific\u0103rile IA gratuite (\u00een cur\u00e2nd)<\/li>\n<\/ol>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Zece suporturi gratuite pentru a \u00eenv\u0103\u021ba AI (tutoriale, cursuri, IA ca tutore, ateliere, forumuri, colegi\u2026): pentru fiecare, o poveste, punctele forte \u0219i lucrurile la care s\u0103 fi\u021bi aten\u021bi, plus cum alege\u021bi dup\u0103 etapa \u00een care v\u0103 afla\u021bi.<\/p>\n","protected":false},"author":2,"featured_media":2666,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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