{"id":13307,"date":"2024-12-16T14:34:23","date_gmt":"2024-12-16T13:34:23","guid":{"rendered":"https:\/\/www.silamir.com\/?p=13307"},"modified":"2025-03-12T10:18:34","modified_gmt":"2025-03-12T09:18:34","slug":"from-lia-generative-to-autonomous-agents-how-did-we-get-here","status":"publish","type":"post","link":"https:\/\/www.silamir.com\/en\/insight\/de-lia-generative-aux-agents-autonomes-comment-en-sommes-nous-arrives-la\/","title":{"rendered":"From Generative AI to Autonomous Agents: how did we get here (Article 1)"},"content":{"rendered":"<p>Today, I'd like to share with you a reflection on the evolution of generative AI and how we've arrived at the era of autonomous agents. This technological progression is fascinating and has major implications for the business world.<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Evolution of Generative AI<\/strong><\/h2>\n\n\n\n<p id=\"ember1227\">Generative AI has come a long way. It all began with machine learning algorithms: the models of <strong>regression <\/strong>and <strong>classification <\/strong>such as <strong>decision trees<\/strong>the <strong>random forests<\/strong>. These initial tools enabled us to recognize patterns and make predictions from structured data.<\/p>\n\n\n\n<p id=\"ember1228\">The next step was the <strong>deep learning<\/strong>with the introduction of deep neural networks in the 1980s. However, it was in 2012 that deep learning really took off, thanks to significant advances in image recognition.<\/p>\n\n\n\n<p id=\"ember1229\">Then, in 2017, came the revolutionary concept of <strong>Transformers <\/strong>with the famous article <em>\"Attention is All You Need<\/em>. This architecture has revolutionized natural language processing, enabling the design of far more efficient and powerful models. What makes this revolution unique is that<strong> the emergence of systems capable of solving tasks for which they have not been explicitly programmed<\/strong>. More than a technological feat, it represents a profound transformation of human-machine interaction: a user can dialogue naturally with an AI, iterate on its requests via a simple chat, and converge on a result that precisely meets its needs.<\/p>\n\n\n\n<p id=\"ember1230\">The culmination of these advances culminated in OpenAI's launch of ChatGPT in November 2022. This milestone marked a major turning point: an AI capable of holding fluid conversations, opening the way to an infinite number of applications in almost every sector. A true revolution in the way artificial intelligence and its uses are conceived.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>From Chatbots to Autonomous Agents<\/strong><\/h2>\n\n\n\n<p id=\"ember1232\">Whereas traditional chatbots answer users' questions in a predefined way: they're like assistants waiting patiently for our questions. The <strong>agents <\/strong>IA, on the other hand, are<strong> truly autonomous employees<\/strong>. A difference that changes everything:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Where a chatbot responds, an agent anticipates and acts<\/li>\n\n\n\n<li>Where a chatbot follows a script, an agent develops a strategy<\/li>\n\n\n\n<li>Where a chatbot handles isolated requests, an agent maintains context and can learn from each interaction.<\/li>\n\n\n\n<li>Where a chatbot uses a single model, an agent can orchestrate several tools and resources.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Impact on businesses<\/strong><\/h2>\n\n\n\n<p id=\"ember1236\">This evolution is not just a technological feat; it has concrete implications for businesses:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Advanced automation : <\/strong>Agents can manage complex end-to-end processes.<\/li>\n\n\n\n<li><strong>24\/7 availability : <\/strong>They work without interruption, no need for vacations these agents work continuously, without interruption, no coffee breaks or naps, , improving productivity... as long as there's electricity and the servers hold out \ud83d\udd0c!<\/li>\n\n\n\n<li><strong>Increased customization : <\/strong>Thanks to their ability to learn, they adapt to the specific needs of each organization.<\/li>\n\n\n\n<li><strong>Innovation:<\/strong> They open the door to new ways of solving business problems.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>A new paradigm<\/strong><\/h2>\n\n\n\n<p>This transition to autonomous agents marks a paradigm shift in our interaction with machines. We are moving from reactive tools to proactive collaborators.<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>In future posts in this series<\/strong><\/h2>\n\n\n\n<p id=\"ember1243\">We take a detailed look at :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Frameworks for independent thought and action<\/strong> Explore innovative approaches such as ReAct, ReWOO, and recent frameworks like Reflexion and AutoGPT, which push the limits of autonomy.<\/li>\n\n\n\n<li><strong>The new technologies powering these agents<\/strong> Discover cutting-edge tools such as LangGraph, Crewai, TinyTroupe and others, paving the way for more collaborative and efficient agents.<\/li>\n\n\n\n<li><strong>An interconnected ecosystem<\/strong> Understanding how these agents interact with each other and with users to create a coherent, fluid augmented intelligence environment.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>In your sector, how could these agents transform your processes?<\/strong><\/h2>\n\n\n\n<p>Would you like to find out more about our solutions for integrating these technologies into your organization? Visit <a href=\"https:\/\/www.silamir.com\/en\/expertise\/data\/\"><strong>our expertise page dedicated to AI<\/strong> <\/a>or <strong><a href=\"https:\/\/www.silamir.com\/en\/contact\/\" data-type=\"page\" data-id=\"342\">contact us<\/a><\/strong> to talk to our experts. <\/p>\n\n\n\n<p><strong>Read also:<\/strong> The rest of this article explores<a href=\"https:\/\/www.silamir.com\/en\/insight\/des-agents-autonomes-aux-equipes-dia-les-frameworks-multi-agents-ouvrent-une-nouvelle-ere\/\" data-type=\"post\" data-id=\"13319\"> multi-agent frameworks<\/a>that are ushering in a new era of AI innovation and collaboration. Discover how these systems are transforming processes and creating interconnected ecosystems.<\/p>\n\n\n\n<p><strong>By J\u00e9r\u00e9my BRON, AI Director, Silamir Group<\/strong><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Aujourd&rsquo;hui, je souhaite partager avec vous une r\u00e9flexion sur l&rsquo;\u00e9volution de l&rsquo;IA g\u00e9n\u00e9rative et comment nous en sommes arriv\u00e9s \u00e0 l&rsquo;\u00e8re des agents autonomes. Cette progression technologique est fascinante et a des implications majeures pour le monde des affaires. L&rsquo;\u00c9volution de l&rsquo;IA G\u00e9n\u00e9rative L&rsquo;IA g\u00e9n\u00e9rative a parcouru un long chemin. Tout a commenc\u00e9 avec des [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":13675,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[62],"tags":[],"secteur_categories":[],"expertise_categories":[52],"editeur":[],"offres":[],"model":[],"class_list":["post-13307","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insight","expertise_categories-ia"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/posts\/13307","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/comments?post=13307"}],"version-history":[{"count":3,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/posts\/13307\/revisions"}],"predecessor-version":[{"id":13350,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/posts\/13307\/revisions\/13350"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/media\/13675"}],"wp:attachment":[{"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/media?parent=13307"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/categories?post=13307"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/tags?post=13307"},{"taxonomy":"secteur_categories","embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/secteur_categories?post=13307"},{"taxonomy":"expertise_categories","embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/expertise_categories?post=13307"},{"taxonomy":"editeur","embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/editeur?post=13307"},{"taxonomy":"offres","embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/offres?post=13307"},{"taxonomy":"model","embeddable":true,"href":"https:\/\/www.silamir.com\/en\/wp-json\/wp\/v2\/model?post=13307"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}