{"id":281935,"date":"2025-10-06T15:12:14","date_gmt":"2025-10-06T15:12:14","guid":{"rendered":"https:\/\/www.europesays.com\/us\/281935\/"},"modified":"2025-10-06T15:12:14","modified_gmt":"2025-10-06T15:12:14","slug":"ais-biggest-supply-chain-shortage-is-people","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/us\/281935\/","title":{"rendered":"AI\u2019s biggest supply chain shortage is people"},"content":{"rendered":"<p><strong>Exploit the stack you already know.<\/strong> If talent is scarce, the stack is a force multiplier. <a href=\"https:\/\/www.devopsdigest.com\/gartner-80-of-genai-business-apps-will-be-developed-on-existing-data-management-platforms-by-2028\" rel=\"nofollow noopener\" target=\"_blank\">Gartner projects that by 2028<\/a>, 80% of genAI business applications will be developed on existing data management platforms, not on greenfield AI stacks. That aligns with common sense. You\u2019ll go faster and involve more of your current staff if you bring AI to your data and systems, rather than ripping and replacing for novelty\u2019s sake.<\/p>\n<p><strong>Use skills you already have to wire in AI.<\/strong> Look at where your teams are strong today (SQL, data modeling, production discipline). For example, SQL is still one of the most widely used languages among professional developers; <a href=\"https:\/\/survey.stackoverflow.co\/2025\/\" rel=\"nofollow noopener\" target=\"_blank\">Stack Overflow\u2019s 2025 survey<\/a> shows 61% of pros use SQL, and it\u2019s 62% among professionals who use AI tools. That means you can anchor early AI wins in the patterns your teams already know: queries, joins, access controls, lineage, and service-level agreements\u2014now augmented with embeddings, <a href=\"https:\/\/www.infoworld.com\/article\/2338822\/10-ways-generative-ai-upends-the-traditional-database.html\" rel=\"nofollow noopener\" target=\"_blank\">vector search<\/a>, and retrieval.<\/p>\n<p>Does this sound unglamorous compared to spinning up a bespoke model stack? Good. AI\u2019s business value is unglamorous by nature. It\u2019s retrieval over the right data, sensible workflows, and a feedback loop that improves outcomes. It\u2019s the boring bits.<\/p>\n","protected":false},"excerpt":{"rendered":"Exploit the stack you already know. If talent is scarce, the stack is a force multiplier. Gartner projects&hellip;\n","protected":false},"author":3,"featured_media":281936,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[691,738,158,67,132,68],"class_list":{"0":"post-281935","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-technology","11":"tag-united-states","12":"tag-unitedstates","13":"tag-us"},"share_on_mastodon":{"url":"https:\/\/pubeurope.com\/@us\/115327870256594436","error":""},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts\/281935","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/comments?post=281935"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts\/281935\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/media\/281936"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/media?parent=281935"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/categories?post=281935"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/tags?post=281935"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}