{"id":690,"date":"2025-04-07T18:07:52","date_gmt":"2025-04-07T18:07:52","guid":{"rendered":"https:\/\/www.techrepublic.com\/?p=4301356"},"modified":"2025-04-07T18:07:52","modified_gmt":"2025-04-07T18:07:52","slug":"meta-unveils-llama-4-ai-series-featuring-new-expert-based-architecture","status":"publish","type":"post","link":"https:\/\/blog.tecnoartesanos.com\/index.php\/2025\/04\/07\/meta-unveils-llama-4-ai-series-featuring-new-expert-based-architecture\/","title":{"rendered":"Meta Unveils Llama 4 AI Series Featuring New Expert-Based Architecture"},"content":{"rendered":"<figure id=\"attachment_4301357\" aria-describedby=\"caption-attachment-4301357\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4301357\" src=\"https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta.jpg\" alt=\"Llama 4 from Meta.\" width=\"1400\" height=\"788\" srcset=\"https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta.jpg 1400w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-300x169.jpg 300w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-1024x576.jpg 1024w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-768x432.jpg 768w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-50x28.jpg 50w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-770x433.jpg 770w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-370x208.jpg 370w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-270x152.jpg 270w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-740x417.jpg 740w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-540x304.jpg 540w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-1110x625.jpg 1110w, https:\/\/assets.techrepublic.com\/uploads\/2025\/04\/llama-4-hero-image-meta-810x456.jpg 810w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\"><figcaption id=\"caption-attachment-4301357\" class=\"wp-caption-text\">Image: Meta<\/figcaption><\/figure>\n<p>Meta unveiled on April 5 its new AI model series: Llama 4, which includes Llama 4 Maverick and Llama 4 Scout, tailored for conversation and processing large files, respectively, along with an unreleased \u201cteacher\u201d model called Llama 4 Behemoth.<\/p>\n<p><a href=\"https:\/\/ai.meta.com\/blog\/llama-4-multimodal-intelligence\/\" target=\"_blank\" rel=\"noopener\">Llama 4<\/a> is Meta\u2019s first series to adopt a \u201cmixture of experts (MoE) architecture.\u201d This approach activates only select parts of the neural network, referred to as the \u201cexperts,\u201d to handle specific subtasks. The task will be broken down into subtasks and each routed to the most appropriate experts, improving resource efficiency.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_are_the_specifics_about_Llama_4_Maverick_and_Scout\"><\/span>What are the specifics about Llama 4 Maverick and Scout?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Llama 4 Maverick features 128 experts and 17 billion active parameters, which represent the portion of a model\u2019s knowledge used to process a given input. Meta describes it as the \u201cproduct workhorse model for general assistant and chat use cases,\u201d specialising in image interpretation and creative writing.<\/p>\n<p>Interestingly, Mark Zuckerberg\u2019s company boasts that Maverick offers \u201ca best-in-class performance to cost ratio\u201d when it comes to conversations. Cost has been playing on the minds of AI giants since the surprise <a href=\"https:\/\/www.techrepublic.com\/article\/deepseek-generative-ai-model-china\/\">release of DeepSeek in January<\/a>, which took only <a href=\"https:\/\/www.wsj.com\/tech\/ai\/china-ai-deepseek-chatbot-6ac4ad33?st=wNw4tu&amp;reflink=desktopwebshare_permalink\" target=\"_blank\" rel=\"noopener\">$5.6 million to train<\/a>.<\/p>\n<p><strong>SEE: <a href=\"https:\/\/www.techrepublic.com\/article\/news-furiosaai-rejects-800m-meta-bid\/\">Meta\u2019s $800M Offer To Chip Startup Was Rejected \u2014 Here\u2019s Why<\/a><\/strong><\/p>\n<p>However, AI experts have noticed that the version of Llama 4 Maverick published on LMArena, which ranks major large language models across various tasks, is \u201c<a href=\"https:\/\/x.com\/ZainHasan6\/status\/1908943306936967597\" target=\"_blank\" rel=\"noopener\">optimized for conversationality<\/a>\u201d and <a href=\"https:\/\/x.com\/TheXeophon\/status\/1908900306580074741\" target=\"_blank\" rel=\"noopener\">performs differently<\/a> from the publicly available version. This suggests that Meta submitted an altered version to LMArena that would rank higher on its leaderboard.<\/p>\n<p>Llama 4 Scout also has 17 billion active parameters and just 16 experts, but Meta says it is the \u201cbest multimodal model in the world in its class.\u201d It has an unusually large context window of 10 million tokens, which represent the amount of information it can process in a prompt, so it performs well when summarising large documents and in sequential reasoning.<\/p>\n<p>Meta says that both Scout and Maverick are its \u201cbest yet\u201d due to being distilled from Llama 4 Behemoth, with a whopping 28 billion active parameters and 16 experts. While it already ranks highly on LMArena, it is still being trained and has not been released. According to <a href=\"https:\/\/www.theinformation.com\/articles\/meta-nears-release-new-ai-model-performance-hiccups\" target=\"_blank\" rel=\"noopener\">The Information<\/a>, the Llama 4 announcement was delayed at least twice due to the models underperforming in technical benchmarks and conversationality.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_can_you_access_LLama_4_Maverick_and_Scout\"><\/span>How can you access LLama 4 Maverick and Scout?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Scout and Maverick can be downloaded on Llama.com and Hugging Face, or used through the Meta AI chatbots in WhatsApp, Messenger, and Instagram in 40 countries. Multimodal features can only be used in the U.S. and in English, currently.<\/p>\n<p>Some partners have already announced integrations; developers can build and deploy AI applications with the Llama 4 models in Microsoft\u2019s Azure AI Foundry and Azure Databricks.<\/p>\n<aside class=\"pinbox right\">\n<h3 class=\"heading\">More must-read AI coverage<\/h3>\n<\/aside>\n<h2><span class=\"ez-toc-section\" id=\"Llama_4_is_apolitical\"><\/span>Llama 4 is apolitical<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Meta stated it has worked specifically to \u201cremove bias\u201d from the Llama 4 models. The refusal rate for questions on \u201cdebated political and social topics\u201d is over 5% lower than that of Llama 3.3 and, among the questions it does decline, its responses are described as \u201cdramatically more balanced.\u201d<\/p>\n<p>U.S. President Donald Trump\u2019s team has voiced skepticism about the neutrality of AI models, with his AI and crypto czar David Sacks suggesting that OpenAI\u2019s ChatGPT is \u201c<a href=\"https:\/\/www.youtube.com\/watch?v=3EFk40AbO94&amp;t=6161s\" target=\"_blank\" rel=\"noopener\">programmed to be woke<\/a>\u201d on a podcast. AI experts say that bias ultimately <a href=\"https:\/\/www.nist.gov\/news-events\/news\/2022\/03\/theres-more-ai-bias-biased-data-nist-report-highlights?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">stems from training data<\/a> and can lead to <a href=\"https:\/\/www.technologyreview.com\/2023\/08\/07\/1077324\/ai-language-models-are-rife-with-political-biases\/\" target=\"_blank\" rel=\"noopener\">political leanings<\/a> in any direction, not just the left.<\/p>\n<p>Nevertheless, Zuckerberg\u2019s firm has made a number of recent moves that suggest it wants to stay on the side with the U.S. administration. Republican strategist Joel Kaplan was hired as Meta\u2019s policy lead shortly after Trump assumed office; he sees social media regulation as a <a href=\"https:\/\/www.techrepublic.com\/article\/meta-escalate-unfair-eu-regulation-trump\/\">direct challenge to free speech.<\/a><\/p>\n<p>In January, Meta revealed the company was discontinuing its <a href=\"https:\/\/about.fb.com\/news\/2025\/01\/meta-more-speech-fewer-mistakes\/\" target=\"_blank\" rel=\"noopener\">third-party fact-checking program<\/a> and relocating its content moderation teams from California to Texas to \u201chelp remove the concern that biased employees are overly censoring content.\u201d Meta has also eliminated its<a href=\"https:\/\/www.techrepublic.com\/article\/google-withdraws-diversity-inclusion-hiring-goals\/\"> diversity, equity, and inclusion<\/a> initiatives after Trump criticised such programs.<\/p>\n<p>Furthermore, Meta said the Llama 4 models respond with a \u201cstrong political lean\u201d on \u201ccontentious\u201d topics at a similar rate to Grok, the chatbot produced by xAI, a company owned by <a href=\"https:\/\/www.techrepublic.com\/article\/news-trump-musk-tesla\/\">current White House adviser Elon Musk<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Llama_4_cannot_be_used_in_the_EU\"><\/span>Llama 4 cannot be used in the E.U.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>According to the <a href=\"https:\/\/www.llama.com\/llama4\/use-policy\/\" target=\"_blank\" rel=\"noopener\">Llama 4 acceptable use policy<\/a>, individuals \u201cdomiciled\u201d or companies with a \u201cprincipal place of business\u201d in the European Union cannot use or distribute the models. Those individuals or companies can, however, use the Llama 4 models if they are incorporated into a product or service they have access to in the region.<\/p>\n<p>This is likely the result of Meta\u2019s issues with E.U. legislation, particularly <a href=\"https:\/\/www.techrepublic.com\/article\/eu-ai-act-regulation\/\">when it comes to AI<\/a>. In June 2024, Meta delayed the training of its <a href=\"https:\/\/about.fb.com\/news\/2024\/06\/building-ai-technology-for-europeans-in-a-transparent-and-responsible-way\/\" target=\"_blank\" rel=\"noopener\">large language models<\/a> on public content shared on Facebook and Instagram after E.U., regulators suggested it might need explicit consent from content owners. Meta AI has still not been released within the bloc.<\/p>\n<p><strong>SEE: <a href=\"https:\/\/www.techrepublic.com\/article\/meta-less-personalised-ads-eu\/\">Meta Offers Less Personalised Ads for EU Users<\/a><\/strong><\/p>\n<p><a href=\"https:\/\/www.techrepublic.com\/article\/google-meta-criticise-uk-eu-ai-regulations\/\">Meta signed an open letter urging European regulators<\/a> to address \u201cinconsistent regulatory decision-making\u201d and unpredictable compliance demands last September. Then, in February, Meta declared it was <a href=\"https:\/\/www.techrepublic.com\/article\/meta-escalate-unfair-eu-regulation-trump\/\">prepared to escalate its concerns<\/a> over what the company sees as unfair E.U. regulations directly to Trump.<\/p>\n<p>There are other restrictions when it comes to Llama 4 usage, as commercial entities with more than 700 million monthly active users <a href=\"https:\/\/www.llama.com\/llama4\/license\" target=\"_blank\" rel=\"noopener\">must request permission from Meta<\/a> before using its models. The Open Source Initiative has said that such a restriction takes the AI \u201cout of the category of \u201c<a href=\"https:\/\/opensource.org\/blog\/metas-llama-2-license-is-not-open-source\" target=\"_blank\" rel=\"noopener\">open source<\/a>,\u201d despite Meta claiming otherwise.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Image: Meta Meta unveiled on April 5 its new AI model series: Llama 4, which includes Llama 4 Maverick and Llama 4 Scout, tailored for conversation and processing large files, respectively, along with an unreleased \u201cteacher\u201d model called Llama 4 Behemoth. Llama 4 is Meta\u2019s first series to adopt a \u201cmixture of experts (MoE) architecture.\u201d [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":691,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-690","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Meta Unveils Llama 4 AI Series Featuring New Expert-Based Architecture - TecnoArtesanos Tech Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blog.tecnoartesanos.com\/index.php\/2025\/04\/07\/meta-unveils-llama-4-ai-series-featuring-new-expert-based-architecture\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Meta Unveils Llama 4 AI Series Featuring New Expert-Based Architecture - TecnoArtesanos Tech Blog\" \/>\n<meta property=\"og:description\" content=\"Image: Meta Meta unveiled on April 5 its new AI model series: Llama 4, which includes Llama 4 Maverick and Llama 4 Scout, tailored for conversation and processing large files, respectively, along with an unreleased \u201cteacher\u201d model called Llama 4 Behemoth. 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