{"id":2045,"date":"2023-10-05T13:07:38","date_gmt":"2023-10-05T17:07:38","guid":{"rendered":"https:\/\/bhide.net\/wordpress_files\/?p=2045"},"modified":"2023-10-05T13:07:38","modified_gmt":"2023-10-05T17:07:38","slug":"high-and-low-potential-applications-for-llms","status":"publish","type":"post","link":"https:\/\/bhide.net\/wordpress_files\/index.php\/high-and-low-potential-applications-for-llms\/","title":{"rendered":"High and low-potential applications for LLMs"},"content":{"rendered":"\n<p> <\/p><p class=\"MsoNormal\">It bears repeating LLMs are not the same as all of AI. LLMs are a few years old, AI goes back decades. But putting that aside: Here\u2019s a little schematic for where LLMs are in principle \u2013 and totally dependent on the dynamic behavior of costs \u2013 likely to work and fail.<\/p><p class=\"MsoNormal\">My schematic has two dimensions:<\/p><p class=\"MsoListParagraphCxSpFirst\" style=\"text-indent:-.25in;mso-list:l0 level1 lfo1\"><span style=\"mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin\"><span style=\"mso-list:Ignore\">1.<span style=\"font:7.0pt &quot;Times New Roman&quot;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><\/span><\/span>Stability of the underlying phenomena. If I wanted to be geeky, I\u2019d call \u201cstationarity\u201d or \u201cdo things change much?\u201d (If they do trainability becomes a big problem)<\/p><p class=\"MsoListParagraphCxSpLast\" style=\"text-indent:-.25in;mso-list:l0 level1 lfo1\"><span style=\"mso-bidi-font-family:Calibri;mso-bidi-theme-font:minor-latin\"><span style=\"mso-list:Ignore\">2.<span style=\"font:7.0pt &quot;Times New Roman&quot;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><\/span><\/span>Accuracy &#8212; what\u2019s the consequence of getting things wrong? <\/p><p class=\"MsoNormal\">I\u2019d argue that \u201cstability\u201d improves the potential, while the need for \u201caccuracy\u201d reduces it.<\/p><p class=\"MsoNormal\">You could apply the same schema for offshoring (remember all the breathless reports form McKinsey and various academics that some large portion of jobs were going to be lost to offshoring?) with the possibly difference that entertainment applications, where accuracy requirements are low can be more easily done by LLMs than by low-wage off shored labor (but even there apparently, a fair bit of Walt-Disney style animation did go offshore.<\/p><p class=\"MsoNormal\">Whether LLMs can beat offshoring on costs remains an open question, I think.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>It bears repeating LLMs are not the same as all of AI. LLMs are a few years old, AI goes<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"colormag_page_container_layout":"default_layout","colormag_page_sidebar_layout":"default_layout","footnotes":"","_links_to":"","_links_to_target":""},"categories":[4,35],"tags":[],"class_list":["post-2045","post","type-post","status-publish","format-standard","hentry","category-innovation","category-ruminations"],"_links":{"self":[{"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/posts\/2045","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/comments?post=2045"}],"version-history":[{"count":1,"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/posts\/2045\/revisions"}],"predecessor-version":[{"id":2046,"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/posts\/2045\/revisions\/2046"}],"wp:attachment":[{"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/media?parent=2045"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/categories?post=2045"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bhide.net\/wordpress_files\/index.php\/wp-json\/wp\/v2\/tags?post=2045"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}