
AI Learning Lab
Why AI Computers Cost THOUSANDS (It's Not What You Think!)

Video2026-05-193:5236 views
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0:00 If you're sitting there thinking like, 0:02 wait, $4,000 for a computer or $10,000 0:05 for a computer in an era where we can 0:07 get a decent computer for 1,200 bucks, 0:09 why would I do that? Again, because 0:14 AI tokens 0:16 um are very valuable things and you can 0:19 you can think of it less like I'm buying 0:21 a machine and more like I'm I'm buying a 0:25 potential employee 0:27 that I can train up to do stuff for me 0:30 that works 24/7. 0:32 The implication of that 0:36 is that 0:38 as AI capabilities get better and more 0:40 people discover them and AI starts to 0:43 take over work and more people start 0:45 using it at work, more people start 0:47 using it at home, more people start 0:48 using it everywhere 0:50 the 0:51 demand for for AI inference, the the 0:54 ability to use these things is going to 0:56 go up dramatically. Now, 0:59 Apple and and 1:01 AMD and Nvidia and all of these 1:03 companies that are going to make 1:05 specialized hardware to to to push 1:08 inference to what they call the edge 1:12 so 1:13 to your local computer is going to help 1:15 with that, but 1:17 the hunger 1:19 for for training AI and for using AI is 1:23 going to skyrocket. So, I don't see data 1:25 centers going away anytime soon. What I 1:27 do see is data centers 1:32 on the ocean. 1:33 So, I saw a proposal today uh of a 1:36 company that is doing floating data 1:38 centers where the wave action generates 1:41 the electricity and the ocean water 1:43 cools cools the things. Um 1:47 Elon Musk and a couple of other 1:48 companies are talking about putting data 1:50 centers in space. Um there's likely 1:52 going to be data centers in the middle 1:54 of the desert with massive solar farms. 1:56 Um there's likely going to be data 1:58 centers next to hydroelectric dams or 2:01 substations where there's spare 2:03 electricity. There's like there's all 2:06 sorts of plans going on. 2:08 Um I don't see them going away at all. 2:11 Why do we need all these data centers? 2:13 Well, 2:14 AI 2:16 So, if you think 2:18 think steam engines 2:21 and then think electrical grid 2:24 and then think Interstate Highway 2:27 and then think internet 2:30 and then think AI. Um computers, 2:33 internet 2:34 um 2:36 AI is going to be infrastructure-level 2:41 um 2:42 capacity for every country. So, if you 2:44 don't have enough compute to do all the 2:47 stuff, to run all the robots, and run 2:49 all the cars, and 2:50 you know, the fleet of robo taxis that 2:53 Tesla's going to put out and everyone's 2:54 going to put out um 2:57 your country will not be able to 2:58 compete. So, having access to 3:01 high-powered inference 3:03 will literally be power. 3:06 Like like electrical power. 3:08 Right? If you're going to live without 3:09 AI compute, you're not going to be able 3:11 to do as much stuff. So, 3:13 um yes, local inference will help. I 3:15 think 3:17 most 3:19 inference for individuals will migrate 3:21 out to the edge. 3:23 Like we will have phones within the next 3:25 3 years that are so powerful and then 3:28 models that are so good that are that 3:30 are quantized for phones that everyone's 3:33 individual device like this will will 3:35 likely be doing things as powerful as 3:38 what I'm doing on a 64 gig MacBook Pro 3:40 right now. But the high-end compute 3:42 stuff, the I think the the appetite for 3:45 that is insatiable. 3:47 Watch the full replay at 3:48 community.thesalon.ai.