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.elementor-element.elementor-element-2776e2f{--padding-top:20px;--padding-bottom:20px;--padding-left:20px;--padding-right:20px;}}</style>{"id":33751,"date":"2026-10-21T21:52:35","date_gmt":"2026-10-21T21:52:35","guid":{"rendered":"https:\/\/thecloud.group\/?p=33751"},"modified":"2026-10-20T21:52:56","modified_gmt":"2026-10-20T21:52:56","slug":"supervisione-umana-nel-ciclo-ia","status":"publish","type":"post","link":"https:\/\/thecloud.group\/it\/human-in-the-loop-supervision-ia\/","title":{"rendered":"L&#039;intervento umano nel ciclo non \u00e8 un fallimento dell&#039;IA"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"33751\" class=\"elementor elementor-33751\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cfd484e elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cfd484e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-64f4c56\" data-id=\"64f4c56\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72fca4b elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"72fca4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/elementor\/thumbs\/logo-pd8scx7e21qrxkwrdlcuh7c8eeq4vmzqsjri81k6ps.png\" title=\"logo\" alt=\"logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a76af51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a76af51\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-cf15d65\" data-id=\"cf15d65\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e993978 elementor-widget elementor-widget-heading\" data-id=\"e993978\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">L&#039;intervento umano nel ciclo non \u00e8 un fallimento dell&#039;IA\n\n\n\n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c047b73 elementor-widget elementor-widget-heading\" data-id=\"c047b73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">21 ottobre 2026<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-43acffb e-flex e-con-boxed e-con e-parent\" data-id=\"43acffb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a5b2d83 elementor-widget elementor-widget-text-editor\" data-id=\"a5b2d83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Mantenere una persona coinvolta nel processo decisionale non significa che l&#039;automazione abbia fallito; significa che \u00e8 stata ben progettata. La maggior parte dei risparmi derivanti da un processo automatizzato si ottiene nella fase preparatoria \u2013 raccolta, confronto, stesura e proposta \u2013 non con il clic di approvazione finale. Eliminare quel clic comporta quasi tutti i rischi a fronte di un risparmio pressoch\u00e9 nullo.<\/span><\/p><p><span style=\"font-weight: 400;\">Il dibattito sulla piena autonomia viene spesso inquadrato come una questione di maturit\u00e0 tecnologica. \u00c8 pi\u00f9 utile inquadrarlo come una questione economica: dove si concentra la manodopera costosa e dove si annidano i rischi onerosi?.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae9189b elementor-widget elementor-widget-heading\" data-id=\"ae9189b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dove si trovano i veri risparmi?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-539ec89 elementor-widget elementor-widget-text-editor\" data-id=\"539ec89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Consideriamo un tipico processo di risoluzione degli incidenti. Il tempo \u00e8 distribuito approssimativamente come segue:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Raccolta del contesto<\/b><span style=\"font-weight: 400;\">: cerca nella cronologia, nell&#039;ordine, nelle condizioni applicabili. Questo \u00e8 praticamente tutto.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Confronta e decidi<\/b><span style=\"font-weight: 400;\">Confronta con casi simili e applica i criteri. \u00c8 un processo rapido se il contesto \u00e8 ben preparato.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Eseguire e comunicare<\/b><span style=\"font-weight: 400;\">Redazione, registrazione, notifica. Meccanico.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">Un sistema che automatizza il primo e il terzo passaggio permette di ottenere la maggior parte dei risparmi. La decisione, dove risiede il rischio, \u00e8 ora nelle mani di una sola persona che ha tutto il necessario e impiega un minuto anzich\u00e9 venti.<\/span><\/p><p><span style=\"font-weight: 400;\">Ecco perch\u00e9 il modello pi\u00f9 redditizio che abbiamo misurato non \u00e8 l&#039;autonomia: \u00e8 il <\/span><b>Preparazione completa con approvazione umana<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eee3ab elementor-widget elementor-widget-heading\" data-id=\"0eee3ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">I quattro tipi di supervisione\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ff9dab elementor-widget elementor-widget-text-editor\" data-id=\"1ff9dab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table><thead><tr><th><p><b>Modello<\/b><\/p><\/th><th><p><b>Come funziona<\/b><\/p><\/th><th><p><b>Quando \u00e8 conveniente?<\/b><\/p><\/th><\/tr><\/thead><tbody><tr><td><p><b>Approvazione preventiva<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Nulla viene eseguito senza convalida.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Azioni irreversibili: pagamenti, comunicazioni esterne<\/span><\/p><\/td><\/tr><tr><td><p><b>Eccezione<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Viene eseguito salvo nei casi definiti<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Elevato volume, rischio limitato<\/span><\/p><\/td><\/tr><tr><td><p><b>Campionamento<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Tutto viene eseguito, una parte viene rivista<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Rischio basso, necessit\u00e0 di controllo qualit\u00e0<\/span><\/p><\/td><\/tr><tr><td><p><b>Revisione successiva<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Viene eseguito e poi sottoposto a verifica.<\/span><\/p><\/td><td><p><span style=\"font-weight: 400;\">Solo se l&#039;azione \u00e8 reversibile<\/span><\/p><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fbc947 elementor-widget elementor-widget-text-editor\" data-id=\"1fbc947\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">L&#039;errore comune \u00e8 scegliere il modello in base al livello di fiducia nel sistema, quando invece dovrebbe essere scelto <\/span><b>a causa della reversibilit\u00e0 dell&#039;azione<\/b><span style=\"font-weight: 400;\">. Un modello eccellente che esegue i pagamenti senza convalida rappresenta comunque una cattiva scelta progettuale; un modello mediocre che classifica i biglietti con revisione a campione \u00e8 invece perfettamente ragionevole.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3799663 elementor-widget elementor-widget-heading\" data-id=\"3799663\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Come progettare la supervisione in modo che non diventi un collo di bottiglia\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5bec56 elementor-widget elementor-widget-text-editor\" data-id=\"c5bec56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">L&#039;obiezione legittima \u00e8 che la validazione umana annulla i risparmi se \u00e8 mal progettata. Quattro regole lo impediscono:<\/span><\/p><p><b>Il sistema fornisce il caso gi\u00e0 preparato, non la domanda.<\/b><span style=\"font-weight: 400;\"> La persona dovrebbe poter visionare la proposta, le informazioni su cui si basa e le alternative; non dovrebbe essere costretta a cercare nulla.<\/span><\/p><p><b>L&#039;approvazione \u00e8 l&#039;azione predefinita.<\/b><span style=\"font-weight: 400;\"> Se la convalida richiede pi\u00f9 clic rispetto all&#039;esecuzione manuale, il processo verr\u00e0 interrotto.<\/span><\/p><p><b>Le convalide sono raggruppate insieme.<\/b><span style=\"font-weight: 400;\"> Venti approvazioni consecutive costano molto meno di venti interruzioni nell&#039;arco della giornata.<\/span><\/p><p><b>Viene registrato ci\u00f2 che viene corretto.<\/b><span style=\"font-weight: 400;\"> Questo \u00e8 il punto chiave, e quello che quasi nessuno implementa: ogni correzione \u00e8 un dato sulla qualit\u00e0 effettiva del sistema, come abbiamo spiegato in <\/span><a href=\"https:\/\/thecloud.group\/it\/automazione-dellosservabilita-ia\/\"><span style=\"font-weight: 400;\">L&#039;automazione senza osservabilit\u00e0 \u00e8 irresponsabile<\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cfb4978 elementor-widget elementor-widget-heading\" data-id=\"cfb4978\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quando \u00e8 possibile ridurre la supervisione?\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7f417e elementor-widget elementor-widget-text-editor\" data-id=\"d7f417e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">La decisione di eliminare la validazione umana dovrebbe basarsi sui dati, non sulla fiducia. Tre condizioni cumulative:<\/span><\/p><ol><li><b> <\/b><b>Tasso di approvazione elevato e stabile, senza variazioni.<\/b><span style=\"font-weight: 400;\"> durante un volume sufficiente di casi reali, non di test.<\/span><\/li><li><b> <\/b><b>Gli errori rilevati hanno un impatto ridotto<\/b><span style=\"font-weight: 400;\"> e la sua distribuzione \u00e8 nota.<\/span><\/li><li><b> <\/b><b>L&#039;azione \u00e8 reversibile.<\/b><span style=\"font-weight: 400;\"> o ha una quantit\u00e0 o una portata limitate.<\/span><\/li><\/ol><p><span style=\"font-weight: 400;\">Se tutte e tre le condizioni sono soddisfatte, ha senso passare dall&#039;approvazione preventiva alla supervisione per eccezione nei casi a basso rischio, mantenendo la validazione negli altri.<\/span><\/p><p><span style=\"font-weight: 400;\">E una regola che dovrebbe essere messa per iscritto: <\/span><b>La supervisione non viene interrotta a causa di problemi di programmazione.<\/b><span style=\"font-weight: 400;\">. \u00c8 la causa pi\u00f9 comune di incidenti nei sistemi automatizzati e si tratta di una decisione che di solito viene presa in una riunione senza verbale.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5584707 elementor-widget elementor-widget-heading\" data-id=\"5584707\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">L&#039;argomentazione regolamentare\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6aa18e7 elementor-widget elementor-widget-text-editor\" data-id=\"6aa18e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Dal 2025 in poi, si aggiunge un ulteriore requisito che non \u00e8 soggetto al giudizio di nessuno. Il Regolamento europeo sull&#039;IA richiede una supervisione umana dimostrabile per determinate categorie di sistemi, e non in astratto: deve essere possibile provare chi ha effettuato la revisione, cosa ha visto e quando.<\/span><\/p><p><span style=\"font-weight: 400;\">Questo rende la registrazione della validazione un requisito, non una buona prassi. E ha un&#039;implicazione a livello di progettazione: il monitoraggio che avviene ma non viene registrato non dimostra nulla.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9d34f3 elementor-widget elementor-widget-heading\" data-id=\"f9d34f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Il modo corretto di approcciarsi\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48a543f elementor-widget elementor-widget-text-editor\" data-id=\"48a543f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Quando qualcuno propone di eliminare la validazione umana per aumentare l&#039;efficienza, la domanda utile non \u00e8 se il modello sia sufficientemente valido. \u00c8: <\/span><b>Quanto risparmiamo esattamente eliminando questo passaggio e qual \u00e8 il costo di un errore che nessuno rileva?<\/b><\/p><p><span style=\"font-weight: 400;\">Nella maggior parte dei processi con impatto economico, il primo numero \u00e8 piccolo e il secondo \u00e8 grande. Quando entrambi sono sul tavolo, la discussione si risolve da sola.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e26b29f elementor-widget elementor-widget-heading\" data-id=\"e26b29f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Domande frequenti\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bafad2 e-flex e-con-boxed e-con e-parent\" data-id=\"0bafad2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-255e77a elementor-widget elementor-widget-n-accordion\" data-id=\"255e77a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Fisarmonica. Apri i link con Invio o Spazio, chiudili con Esc e naviga con i tasti freccia.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3910\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-3910\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Che cosa significa l&#039;intervento umano in un sistema di intelligenza artificiale? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3910\" class=\"elementor-element elementor-element-5b9195b e-con-full e-flex e-con e-child\" data-id=\"5b9195b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-128178a elementor-widget elementor-widget-text-editor\" data-id=\"128178a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Questo modello prevede l&#039;intervento umano nel processo decisionale di un sistema automatizzato. Ci\u00f2 non indica un fallimento dell&#039;automazione stessa: la maggior parte dei risparmi deriva dalla fase di preparazione dei casi, non dall&#039;approvazione finale, pertanto il mantenimento della validazione preserva quasi tutti i vantaggi ed elimina quasi tutti i rischi.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3911\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3911\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quali modelli di supervisione umana esistono? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3911\" class=\"elementor-element elementor-element-0fc0d7e e-con-full e-flex e-con e-child\" data-id=\"0fc0d7e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fff5b06 elementor-widget elementor-widget-text-editor\" data-id=\"fff5b06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Quattro: approvazione preventiva, in cui nulla viene eseguito senza convalida; supervisione per eccezione, in cui viene eseguita salvo in casi definiti; campionamento, in cui tutto viene eseguito e solo una parte viene esaminata; e revisione successiva, applicabile solo se l&#039;azione \u00e8 reversibile.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3912\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3912\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Come si sceglie il modello di supervisione pi\u00f9 adatto? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3912\" class=\"elementor-element elementor-element-1872c91 e-con-full e-flex e-con e-child\" data-id=\"1872c91\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64a1d1a elementor-widget elementor-widget-text-editor\" data-id=\"64a1d1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Poich\u00e9 l&#039;automazione tradizionale era deterministica e quindi prevedibile,<\/span><\/p><p><span style=\"font-weight: 400;\">La reversibilit\u00e0 dell&#039;azione \u00e8 il fattore determinante, non il livello di fiducia nel sistema. Un modello eccellente che elabora i pagamenti senza convalida rappresenta comunque una scelta progettuale inadeguata, mentre un modello mediocre che classifica i biglietti con una revisione basata su campioni \u00e8 ragionevole.<\/span><\/p><p><span style=\"font-weight: 400;\">Ci\u00f2 ha permesso la coesistenza con la mancanza di documentazione. Incorporando componenti decisionali, lo stesso caso pu\u00f2 essere risolto in modo diverso e, senza una registrazione, non c&#039;\u00e8 modo di ricostruire il perch\u00e9.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3913\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3913\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Come possiamo evitare che la validazione umana diventi un collo di bottiglia? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3913\" class=\"elementor-element elementor-element-69dc4e1 e-con-full e-flex e-con e-child\" data-id=\"69dc4e1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-770ee8f elementor-widget elementor-widget-text-editor\" data-id=\"770ee8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Con quattro regole: che il sistema fornisca il caso preparato con proposta, prove e alternative; che l&#039;approvazione sia l&#039;azione predefinita e non richieda pi\u00f9 clic rispetto all&#039;esecuzione manuale; che le convalide siano raggruppate anzich\u00e9 interrompono il processo; e che venga registrato ci\u00f2 che viene corretto in ogni revisione.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3914\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3914\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quando \u00e8 possibile ridurre la supervisione umana? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3914\" class=\"elementor-element elementor-element-b0eb544 e-con-full e-flex e-con e-child\" data-id=\"b0eb544\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa43162 elementor-widget elementor-widget-text-editor\" data-id=\"aa43162\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Quando vengono soddisfatte tre condizioni cumulative: un tasso di approvazione elevato e stabile senza variazioni nei casi reali, errori a basso impatto con una distribuzione nota e azioni reversibili o azioni di entit\u00e0 limitata. Mai a causa di pressioni di calendario.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3915\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3915\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> La regolamentazione europea richiede la supervisione umana? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-3915\" class=\"elementor-element elementor-element-394892d e-con-full e-flex e-con e-child\" data-id=\"394892d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b896dc elementor-widget elementor-widget-text-editor\" data-id=\"6b896dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">S\u00ec. Il Regolamento europeo sull&#039;IA richiede una supervisione umana dimostrabile per determinate categorie di sistemi, il che significa essere in grado di provare chi ha esaminato il sistema, a quali informazioni aveva accesso e quando. Una supervisione che avviene ma non viene documentata non consente di dimostrare la conformit\u00e0.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62494f1 elementor-widget elementor-widget-text-editor\" data-id=\"62494f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>In quali punti del processo automatizzato dovrebbe intervenire una persona?<\/b><span style=\"font-weight: 400;\"> Abbiamo progettato il punto di controllo, l&#039;interfaccia di validazione e la registrazione richiesti dalla normativa, senza trasformare la supervisione in un collo di bottiglia. <\/span><a href=\"https:\/\/thecloud.group\/it\/intelligenza-artificiale\/\"><span style=\"font-weight: 400;\">Parliamone \u2192<\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2776e2f e-con-full e-flex e-con e-child\" data-id=\"2776e2f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-313fb2f elementor-widget elementor-widget-image\" data-id=\"313fb2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32075\" alt=\"Architettura software che limita il flusso di dati e l&#039;evoluzione aziendale.\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Architecture_restricting_data_flow_202608141504-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d096db elementor-widget elementor-widget-image\" data-id=\"5d096db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32175\" alt=\"Bot di assistenza clienti con intelligenza artificiale ed esperienza utente aziendale\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Gold_coin_tower_crumbling_202608171544-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f22134d elementor-widget elementor-widget-image\" data-id=\"f22134d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32118\" alt=\"Professionista IT che valuta le opzioni &quot;costruire, acquistare o integrare&quot; per un&#039;azienda.\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Decision_maker_choosing_paths_202608171259-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Nel vasto panorama digitale del XXI secolo, la sicurezza \u00e8 la pietra angolare di qualsiasi attivit\u00e0 commerciale. Le vulnerabilit\u00e0 della sicurezza informatica non fanno distinzione tra colossi aziendali e promettenti startup.<\/p>","protected":false},"author":20,"featured_media":33756,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[859],"tags":[896,883],"class_list":["post-33751","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ia","tag-producto-digital","tag-sistemas-empresariales"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v28.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Human in the loop no es un fracaso de la IA The Cloud Group<\/title>\n<meta name=\"description\" content=\"C\u00f3mo digitalizamos el archivo del Parlamentode Guinea Ecuatorial: alcance, retost\u00e9cnicos, soluci\u00f3n y resultado. 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