{"id":7487,"date":"2023-10-06T04:50:04","date_gmt":"2023-10-06T04:50:04","guid":{"rendered":"https:\/\/metaverseplanet.net\/blog\/?p=7487"},"modified":"2026-01-09T14:32:59","modified_gmt":"2026-01-09T14:32:59","slug":"can-artificial-intelligence-update-itself","status":"publish","type":"post","link":"https:\/\/metaverseplanet.net\/blog\/can-artificial-intelligence-update-itself\/","title":{"rendered":"Can Artificial Intelligence Update Itself"},"content":{"rendered":"\n<p>Yes, Artificial Intelligence can update itself in certain ways, depending on how it&#8217;s designed. However, the term &#8220;update&#8221; may require clarification:<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Learning from Data<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1-1024x683.jpeg\" alt=\"Can Artificial Intelligence update itself?\" class=\"wp-image-7346\" srcset=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1-1024x683.jpeg 1024w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1-300x200.jpeg 300w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1-768x512.jpeg 768w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1.jpeg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Most modern AI systems, particularly machine learning models, are designed to &#8220;learn&#8221; or &#8220;update&#8221; their internal parameters from data. For instance, a neural network adjusts its weights based on the data it is trained on. This is the fundamental idea behind &#8220;training&#8221; a model.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Online Learning<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7.jpg\" alt=\"Can Artificial Intelligence Update Itself\" class=\"wp-image-7442\" srcset=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7.jpg 800w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7-300x169.jpg 300w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7-768x432.jpg 768w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7-390x220.jpg 390w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>Some AI models are designed for online learning, where they continuously update themselves as new data becomes available. This is common in situations where data streams in real-time, and the model needs to adapt to changing conditions.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Transfer Learning and Fine-tuning<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1-1024x683.webp\" alt=\"Can Artificial Intelligence Update Itself\" class=\"wp-image-7348\" srcset=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1-1024x683.webp 1024w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1-300x200.webp 300w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1-768x512.webp 768w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/09\/artificial-intelligence-1.webp 1500w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Some AI models can update themselves by leveraging knowledge from one task and applying it to another. After being trained on one dataset, these models can be further refined or &#8220;fine-tuned&#8221; on a smaller, related dataset.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Reinforcement Learning<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-3.jpg\" alt=\"\" class=\"wp-image-7438\" srcset=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-3.jpg 800w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-3-300x200.jpg 300w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-3-768x512.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>In this paradigm, agents learn by interacting with an environment and receiving feedback in the form of rewards or penalties. Over time, the agent updates its strategy to maximize its cumulative reward.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Evolutionary Algorithms<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-6.jpg\" alt=\"\" class=\"wp-image-7441\" srcset=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-6.jpg 800w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-6-300x169.jpg 300w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-6-768x432.jpg 768w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-6-390x220.jpg 390w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>These algorithms are inspired by natural evolution. They can &#8220;evolve&#8221; solutions to problems by repeatedly mutating and selecting the best-performing candidates.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Self-modifying Code<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7.jpg\" alt=\"\" class=\"wp-image-7442\" srcset=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7.jpg 800w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7-300x169.jpg 300w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7-768x432.jpg 768w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-7-390x220.jpg 390w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>Some AI systems can potentially modify their own code base, but this is rare and comes with significant risks. Such systems can become unpredictable and might operate in ways not intended by their designers.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AutoML and Neural Architecture Search<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"532\" src=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-2.jpg\" alt=\"\" class=\"wp-image-7437\" srcset=\"https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-2.jpg 800w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-2-300x200.jpg 300w, https:\/\/metaverseplanet.net\/blog\/wp-content\/uploads\/2023\/10\/Artificial-Intelligence-2-768x511.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>These are areas of research where AI systems are tasked with finding the best model architectures or hyperparameters for a given problem, essentially automating parts of the machine learning process.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">However, there are critical caveats:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Safety and Predictability:<\/strong> Allowing an AI to update itself, especially in critical applications, introduces risks. An AI that evolves without bounds could become unpredictable or behave in undesired ways.<\/li>\n\n\n\n<li><strong>Intentional Boundaries:<\/strong> Most AI systems in practical use have intentional constraints to ensure they operate safely and as intended. Even in scenarios where AIs can &#8220;learn,&#8221; there&#8217;s usually a human in the loop to oversee and validate the updates.<\/li>\n\n\n\n<li><strong>Lack of Understanding:<\/strong> If an AI updates itself too extensively, it might become even harder for humans to understand its decision-making process, leading to issues in transparency and accountability.<\/li>\n<\/ul>\n\n\n\n<p>In summary, while AI can &#8220;update&#8221; itself in terms of refining its internal parameters or strategies, there are important distinctions between learning from data and more extensive self-modifications. The idea of AI autonomously and extensively updating or improving itself without human intervention is a topic of debate, and careful consideration is required to ensure safety and desired outcomes.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">You may also like this content<\/h3>\n\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><\/ul>","protected":false},"excerpt":{"rendered":"<p>Yes, Artificial Intelligence can update itself in certain ways, depending on how it&#8217;s designed. However, the term &#8220;update&#8221; may require clarification: Learning from Data Most modern AI systems, particularly machine learning models, are designed to &#8220;learn&#8221; or &#8220;update&#8221; their internal parameters from data. For instance, a neural network adjusts its weights based on the data &hellip;<\/p>\n","protected":false},"author":1,"featured_media":7488,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAown96uCw:productID":"","footnotes":""},"categories":[332],"tags":[333],"class_list":["post-7487","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-information","tag-ai-blog"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/posts\/7487","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/comments?post=7487"}],"version-history":[{"count":0,"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/posts\/7487\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/media\/7488"}],"wp:attachment":[{"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/media?parent=7487"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/categories?post=7487"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/metaverseplanet.net\/blog\/wp-json\/wp\/v2\/tags?post=7487"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}