{"id":12057,"date":"2026-04-28T21:58:13","date_gmt":"2026-04-29T00:58:13","guid":{"rendered":"https:\/\/aniu.org.uy\/sin-categorizar\/conference-generative-ai-between-underestimation-and-overestimation\/"},"modified":"2026-04-28T21:58:13","modified_gmt":"2026-04-29T00:58:13","slug":"conference-generative-ai-between-underestimation-and-overestimation","status":"publish","type":"post","link":"https:\/\/aniu.org.uy\/en\/news\/conference-generative-ai-between-underestimation-and-overestimation\/","title":{"rendered":"Conference &#8220;Generative AI: between underestimation and overestimation&#8221;."},"content":{"rendered":"<p>Eduardo Mangarelli, Dean of the <a href=\"http:\/\/fi.ort.edu.uy\">Faculty of Engineering<\/a> of the ORT Uruguay University, gave a lecture on April 28th entitled \u201c<a href=\"https:\/\/aniu.org.uy\/wp-content\/uploads\/2026\/04\/ia-generativa-el-equilibrio-entre-subestimar-y-sobrestimar.pdf\">Generative AI, the balance between underestimation and overestimation<\/a>\u201c. <!--more--><\/p>\n<p>During his presentation, Mangarelli stated that generative artificial intelligence is one of the <strong>most relevant<\/strong> technological transformation processes <strong>of recent decades<\/strong>. Unlike previous cycles, he emphasized not only its <strong>cross-cutting scope<\/strong> \u2013 encompassing technological, economic, labor, educational and social dimensions \u2013 but also its speed of evolution. <\/p>\n<p>In this regard, he stressed that the current phenomenon cannot be analyzed from a single perspective, as it simultaneously impacts productivity, employment, organizational models, regulation and geopolitical dynamics.<\/p>\n<div style=\"padding: 48.46% 0 0 0; position: relative;\"><iframe style=\"position: absolute; top: 0; left: 0; width: 100%; height: 100%;\" title=\"Generative AI, the balance between underestimating and overestimating - Eng. Eduardo Mangarelli\" src=\"https:\/\/player.vimeo.com\/video\/1187512227?badge=0&autopause=0&player_id=0&app_id=58479\" frameborder=\"0\"><\/iframe><\/div>\n<p><script src=\"https:\/\/player.vimeo.com\/api\/player.js\"><\/script><\/p>\n<h2>From chat to freelance agents<\/h2>\n<p>One of the central themes of the conference was the <strong>evolution of these systems<\/strong>.<\/p>\n<p>Mangarelli described a first stage, characterized by tools focused on text and image generation, followed by a more recent stage based on <strong>reasoning models<\/strong>, capable of analyzing problems, planning and verifying answers.<\/p>\n<p>Currently, he noted, we are entering <strong>a new phase: that of autonomous agents.<\/strong> These systems not only respond, but can perform complex tasks, interact with different systems and make decisions based on a defined objective. <\/p>\n<p>As an example, he mentioned <strong>its application in business processes<\/strong>, where an agent can manage customer complaints, validate information, prioritize cases and generate automated responses.<\/p>\n<h2>Between noise and reality<\/h2>\n<p>In closing, Mangarelli addressed the central theme of his presentation: the <strong>difficulty of balancing expectations<\/strong>.<\/p>\n<p>He pointed out that <strong>there are conflicting views<\/strong> on generative artificial intelligence. On the one hand, studies indicate high levels of failure in pilot projects; on the other hand, research shows significant increases in productivity. <\/p>\n<p>The challenge, he said, is not to adhere to one of these positions, but to <strong>develop criteria based on knowledge<\/strong> of how these systems work, their capabilities and their limitations.<\/p>\n<h2>An invitation to understand and experience<\/h2>\n<p>In conclusion, the speaker stated that the true exploitation of generative artificial intelligence <strong>depends on two factors<\/strong>: the understanding of its fundamentals and practical experimentation.<\/p>\n<p>In the process, he said, individuals and organizations will be able to integrate these technologies into their \u201coperational intuition,\u201d just as they now use digital tools in their daily lives.<\/p>\n<p>The conference ended with a question and answer session, in which the <strong>technical, economic and organizational challenges<\/strong> associated with the adoption of these technologies were discussed in depth.<\/p>\n<ul>\n<li><a href=\"https:\/\/aniu.org.uy\/wp-content\/uploads\/2026\/04\/ia-generativa-el-equilibrio-entre-subestimar-y-sobrestimar.pdf\">PowerPoint presentation used during the conference<\/a> (pdf)<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Eduardo Mangarelli, Dean of the Faculty of Engineering of the ORT Uruguay University, gave a lecture on April 28th entitled \u201cGenerative AI, the balance between underestimation and overestimation\u201c.<\/p>\n","protected":false},"author":3,"featured_media":12055,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[106,80],"tags":[],"class_list":["post-12057","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-106","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"Eduardo Mangarelli, Dean of the Faculty of Engineering of the ORT Uruguay University, gave a lecture on April 28th entitled &quot;Generative AI, the balance between underestimation and overestimation&quot;. 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During his presentation, Mangarelli stated that generative artificial intelligence is one of the most relevant technological transformation processes of recent decades. Unlike previous cycles, he emphasized not","twitter:image":"https:\/\/aniu.org.uy\/wp-content\/uploads\/2022\/12\/cropped-logo-aniu-web.png"},"aioseo_meta_data":{"post_id":"12057","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"schemas":[],"titles":[],"descriptions":[],"socialPosts":{"email":[],"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2026-04-29 00:59:10","updated":"2026-04-29 16:50:34","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/aniu.org.uy\/en\/\" title=\"Inicio\">Inicio<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/aniu.org.uy\/en\/category\/news\/\" title=\"News\">News<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/aniu.org.uy\/en\/category\/news\/2026\/\" title=\"2026\">2026<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tConference \u201cGenerative AI: between underestimation and overestimation\u201d.\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Inicio","link":"https:\/\/aniu.org.uy\/en\/"},{"label":"News","link":"https:\/\/aniu.org.uy\/en\/category\/news\/"},{"label":"2026","link":"https:\/\/aniu.org.uy\/en\/category\/news\/2026\/"},{"label":"Conference &#8220;Generative AI: between underestimation and overestimation&#8221;.","link":"https:\/\/aniu.org.uy\/en\/news\/conference-generative-ai-between-underestimation-and-overestimation\/"}],"_links":{"self":[{"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/posts\/12057","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/comments?post=12057"}],"version-history":[{"count":0,"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/posts\/12057\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/media\/12055"}],"wp:attachment":[{"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/media?parent=12057"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/categories?post=12057"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aniu.org.uy\/en\/wp-json\/wp\/v2\/tags?post=12057"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}