\u201cAI has different requirements,\u201d Mu\u00f1oz L\u00f3pez told Refresh Miami. \u201cIt\u2019s not just about the technology. It\u2019s about power, cooling, and how you connect all of that to the user.\u201d<\/p>\n
Not all AI infrastructure is created equal. The massive data centers used to train AI models are unlikely to land in South Florida. Those tend to cluster in places like Northern Virginia and Texas, where energy is cheaper and risks are lower.<\/p>\n
Miami, instead, is playing a different role.<\/p>\n
\u201cMiami will become important not for the training of AI, but for the latency,\u201d she said. \u201cThe connection with the end user is what matters here.\u201d<\/p>\n
That \u201clast mile\u201d layer \u2013\u00a0where data is processed closer to users \u2013\u00a0is where Miami has a real shot. It requires less space and power, but it still brings challenges.<\/p>\n
The biggest shift comes down to density. AI workloads require far more power per rack than traditional systems. \u201cThe demand increases six to eight times,\u201d Mu\u00f1oz L\u00f3pez said.<\/p>\n
More power means more heat. And that brings the conversation to cooling.<\/p>\n
\u201cWhen you pack much more power into the same space, you generate an extraordinary amount of heat,\u201d she said. \u201cCooling is one of the most underappreciated challenges right now.\u201d<\/p>\n
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Traditional air systems are starting to fall short. The industry is moving toward liquid cooling, circulating fluid through hardware to remove heat more efficiently.<\/p>\n
In Miami, the heat and humidity make cooling systems work harder, increasing energy use. Water also becomes a constraint, pushing operators to explore recycling systems.<\/p>\n
\u201cIt\u2019s not about land anymore,\u201d she said. \u201cIt\u2019s about how you cool.\u201d<\/p>\n
\u201cThe big problem is not today,\u201d Mu\u00f1oz L\u00f3pez explained. \u201cIt\u2019s in the next ten years.\u201d Florida has enough supply to support near-term growth in smaller data centers. But that may change.<\/p>\n
That\u2019s where the concept of interconnection comes in: getting energy from where it is produced to where it is needed. \u201cYou can produce energy,\u201d she said. \u201cBut how do you move that to the consumer?\u201d<\/p>\n
Grid infrastructure takes years to build, while new energy sources can come online much faster. The gap between the two is growing.<\/p>\n
All of this puts Miami in an interesting position. It may not become a hub for training AI models, but it does not need to.<\/p>\n
Rather than competing with the largest markets, she believes Miami should focus on proximity, connectivity, and speed. \u201cDon\u2019t try to compete with Texas or Virginia,\u201d Mu\u00f1oz L\u00f3pez said. \u201cFocus on where you have an advantage.\u201d<\/p>\n
\u201cMiami is the gateway to Latin America,\u201d Mu\u00f1oz L\u00f3pez continued. \u201cWe already have strong fiber interconnections. Let\u2019s leverage that.\u201d<\/p>\n
READ MORE IN REFRESH MIAMI:<\/p>\n
I am a Miami-based technology researcher and writer with a passion for sharing stories about the South Florida tech ecosystem. I particularly enjoy learning about GovTech startups, cutting-edge applications of artificial intelligence, and innovators that leverage technology to transform society for the better. Always open for pitches via Twitter @rileywk or www.RileyKaminer.com.<\/p>\n ![\"Riley](\"https:\/\/www.newsbeep.com\/us-fl\/wp-content\/uploads\/2025\/10\/4q0a7418-1.jpeg\")
<\/a> <\/p>\n<\/a>Latest posts by Riley Kaminer (see all<\/a>) \t<\/p>\n","protected":false},"excerpt":{"rendered":"Amid all the prompt-tweaking and chatbot building, it\u2019s easy to forget about the physical aspect of AI. Ultimately,…\n","protected":false},"author":2,"featured_media":260792,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[123,125,124],"class_list":["post-260791","post","type-post","status-publish","format-standard","has-post-thumbnail","category-miami","tag-miami","tag-miami-headlines","tag-miami-news"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/posts\/260791","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/comments?post=260791"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/posts\/260791\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/media\/260792"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/media?parent=260791"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/categories?post=260791"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-fl\/wp-json\/wp\/v2\/tags?post=260791"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}