{"id":1235324,"date":"2025-02-26T19:20:00","date_gmt":"2025-02-27T00:20:00","guid":{"rendered":"https:\/\/www.prime-wow.com\/?p=1235324"},"modified":"2025-02-26T19:20:00","modified_gmt":"2025-02-27T00:20:00","slug":"inception-emerges-from-stealth-with-a-new-type-of-ai-model","status":"publish","type":"post","link":"https:\/\/www.prime-wow.com\/?p=1235324","title":{"rendered":"Inception Emerges From Stealth With a New Type of AI Model"},"content":{"rendered":"<div>Inception, a Palo Alto-based AI company founded by Stanford professor Stefano Ermon, claims to have developed a novel diffusion-based large language model (DLM) that significantly outperforms traditional LLMs in speed and efficiency. &#8220;Inception&#8217;s model offers the capabilities of traditional LLMs, including code generation and question-answering, but with significantly faster performance and reduced computing costs, according to the company,&#8221; reports TechCrunch. From the report: Ermon hypothesized generating and modifying large blocks of text in parallel was possible with diffusion models. After years of trying, Ermon and a student of his achieved a major breakthrough, which they detailed in a research paper published last year. Recognizing the advancement&#8217;s potential, Ermon founded Inception last summer, tapping two former students, UCLA professor Aditya Grover and Cornell professor Volodymyr Kuleshov, to co-lead the company. [&#8230;]<\/p>\n<p>&#8220;What we found is that our models can leverage the GPUs much more efficiently,&#8221; Ermon said, referring to the computer chips commonly used to run models in production. &#8220;I think this is a big deal. This is going to change the way people build language models.&#8221; Inception offers an API as well as on-premises and edge device deployment options, support for model fine-tuning, and a suite of out-of-the-box DLMs for various use cases. The company claims its DLMs can run up to 10x faster than traditional LLMs while costing 10x less. &#8220;Our &#8216;small&#8217; coding model is as good as [OpenAI&#8217;s] GPT-4o mini while more than 10 times as fast,&#8221; a company spokesperson told TechCrunch. &#8220;Our &#8216;mini&#8217; model outperforms small open-source models like [Meta&#8217;s] Llama 3.1 8B and achieves more than 1,000 tokens per second.&#8221;<\/p>\n<div class=\"share_submission\" style=\"position:relative;\">\n<a class=\"slashpop\" href=\"http:\/\/twitter.com\/home?status=Inception+Emerges+From+Stealth+With+a+New+Type+of+AI+Model%3A+https%3A%2F%2Fslashdot.org%2Fstory%2F25%2F02%2F26%2F2257224%2F%3Futm_source%3Dtwitter%26utm_medium%3Dtwitter\"><img decoding=\"async\" src=\"https:\/\/www.prime-wow.com\/wp-content\/uploads\/2025\/02\/twitter_icon_large-306.png\"><\/a><br \/>\n<a class=\"slashpop\" href=\"http:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fslashdot.org%2Fstory%2F25%2F02%2F26%2F2257224%2Finception-emerges-from-stealth-with-a-new-type-of-ai-model%3Futm_source%3Dslashdot%26utm_medium%3Dfacebook\"><img decoding=\"async\" src=\"https:\/\/www.prime-wow.com\/wp-content\/uploads\/2025\/02\/facebook_icon_large-221.png\"><\/a><\/p>\n<\/div>\n<p><a href=\"https:\/\/slashdot.org\/story\/25\/02\/26\/2257224\/inception-emerges-from-stealth-with-a-new-type-of-ai-model?utm_source=rss1.0moreanon&amp;utm_medium=feed\">Read more of this story<\/a> at Slashdot.<\/p>\n<p><iframe src=\"https:\/\/slashdot.org\/slashdot-it.pl?op=discuss&amp;id=23621845&amp;smallembed=1\" style=\"height: 300px; width: 100%; border: none;\"><\/iframe><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Inception, a Palo Alto-based AI company founded by Stanford professor Stefano Ermon, claims to have developed a novel diffusion-based large language model (DLM) that significantly outperforms traditional LLMs in speed and efficiency. &#8220;Inception&#8217;s model offers the capabilities of traditional LLMs, &hellip; <a href=\"https:\/\/www.prime-wow.com\/?p=1235324\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[101,44,110],"tags":[],"class_list":["post-1235324","post","type-post","status-publish","format-standard","hentry","category-slashdot","category-technology","category-unfiltered-rss"],"_links":{"self":[{"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=\/wp\/v2\/posts\/1235324","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1235324"}],"version-history":[{"count":0,"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=\/wp\/v2\/posts\/1235324\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1235324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1235324"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.prime-wow.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1235324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}