{"id":13203,"date":"2023-09-28T07:00:43","date_gmt":"2023-09-28T11:00:43","guid":{"rendered":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/?p=13203"},"modified":"2023-09-28T07:00:43","modified_gmt":"2023-09-28T11:00:43","slug":"how-to-build-an-enterprise-llm-application-lessons-from-github-copilot","status":"publish","type":"post","link":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/how-to-build-an-enterprise-llm-application-lessons-from-github-copilot\/13203\/","title":{"rendered":"How to Build An Enterprise LLM Application: Lessons From GitHub Copilot"},"content":{"rendered":"Originally published in The GitHub Blog, Sept 6, 2023.\u00a0 It took us three years to develop GitHub Copilot before we officially launched it to the general public. To go from idea to production, we followed three stages\u2014find it, nail it, scale it\u2014loosely based on the\u00a0\u201cNail It, Then Scale It\u201d framework\u00a0for entrepreneurial product development. Here\u2019s how it breaks down: Find it:\u00a0Identify an impactful problem space for your LLM application Nail it:\u00a0Create a smooth AI product experience Scale it:\u00a0Get your LLM application ready and useable for general availability (GA) Let\u2019s get started. Find it: Isolate the problem you want to <a href=\"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/how-to-build-an-enterprise-llm-application-lessons-from-github-copilot\/13203\/\" class=\"more-link\">(more&hellip;)<\/a>","protected":false},"excerpt":{"rendered":"<p>Originally published in The GitHub Blog, Sept 6, 2023.\u00a0 It took us three years to develop GitHub Copilot before we officially launched it to the general public. To go from idea to production, we followed three stages\u2014find it, nail it, scale it\u2014loosely based on the\u00a0\u201cNail It, Then Scale It\u201d framework\u00a0for entrepreneurial product development. Here\u2019s how [&hellip;]<\/p>\n","protected":false},"author":72,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[11,48],"tags":[879,368,1268,243,1074],"class_list":["post-13203","post","type-post","status-publish","format-standard","hentry","category-industry-news","category-left-hand","tag-ai","tag-artificial-intelligence","tag-llm","tag-machine-learning","tag-machine-learning-analytics"],"_links":{"self":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/13203","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/users\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/comments?post=13203"}],"version-history":[{"count":1,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/13203\/revisions"}],"predecessor-version":[{"id":13204,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/13203\/revisions\/13204"}],"wp:attachment":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/media?parent=13203"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/categories?post=13203"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/tags?post=13203"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}