WEBVTT 00:00:00.000 --> 00:00:03.379 We see AI chat with us, write code, even create 00:00:03.379 --> 00:00:05.839 images. It's incredible in the digital world. 00:00:06.059 --> 00:00:08.900 But can it really see the room around it? You 00:00:08.900 --> 00:00:10.619 know, can it actually reach out and pick up a 00:00:10.619 --> 00:00:13.820 glass, understand the physical world? Two sec 00:00:13.820 --> 00:00:16.760 silence. Welcome to the Deep Dive. Yeah, today 00:00:16.760 --> 00:00:18.539 we're really digging into a fascinating newsletter 00:00:18.539 --> 00:00:21.480 about where AI is heading. And honestly, there 00:00:21.480 --> 00:00:23.320 are some wild predictions in here, some really 00:00:23.320 --> 00:00:26.379 practical tools too, and this massive shift in 00:00:26.379 --> 00:00:28.359 how AI might start interacting with the physical 00:00:28.359 --> 00:00:31.199 world. It's pretty exciting stuff. Right. Our 00:00:31.199 --> 00:00:33.079 mission, as always, is to cut through the noise 00:00:33.079 --> 00:00:35.020 for you, pull out the most important nuggets 00:00:35.020 --> 00:00:37.420 from this. We'll kick things off with that huge 00:00:37.420 --> 00:00:40.700 shift in thinking, spatial intelligence. Then 00:00:40.700 --> 00:00:43.299 we'll touch on some surprising AI highlights, 00:00:43.380 --> 00:00:45.479 some practical tools you can actually use, quick 00:00:45.479 --> 00:00:47.859 industry news, and then wrap up with a potentially 00:00:47.859 --> 00:00:50.100 game -changing idea for how content creators 00:00:50.100 --> 00:00:53.479 might get paid in this AI future. Okay, so let's 00:00:53.479 --> 00:00:55.619 start with this spatial intelligence idea. It 00:00:55.619 --> 00:00:58.100 centers around someone often called the godmother 00:00:58.100 --> 00:01:01.280 of AI, Fei -Fei Lei. She gave this really powerful 00:01:01.280 --> 00:01:04.700 talk recently at Stanford HAI. And her main point 00:01:04.700 --> 00:01:07.799 was, look, current AI is amazing at language, 00:01:07.980 --> 00:01:11.700 you know, your Claude, GPT, Gemini models, but 00:01:11.700 --> 00:01:15.310 it's essentially blind. to the 3D physical world. 00:01:15.390 --> 00:01:17.969 It exists in text and data, not really here. 00:01:18.209 --> 00:01:19.709 That's such a key point because human spatial 00:01:19.709 --> 00:01:21.530 intelligence, well, that's how we walk through 00:01:21.530 --> 00:01:23.390 a crowd, right? Without bumping into people or 00:01:23.390 --> 00:01:25.370 how you grab your coffee mug off the desk without 00:01:25.370 --> 00:01:26.890 really thinking about the depth or distance. 00:01:27.090 --> 00:01:29.510 Most AI right now just completely lacks that. 00:01:29.510 --> 00:01:31.489 It gets the words, sure, but not the space the 00:01:31.489 --> 00:01:34.090 words describe. Exactly. And if we want AI to 00:01:34.090 --> 00:01:37.049 be truly intelligent, truly helpful in our everyday 00:01:37.049 --> 00:01:39.870 lives, it has to understand 3D space. It needs 00:01:39.870 --> 00:01:42.209 to grasp movement, physical interaction. It's 00:01:42.209 --> 00:01:44.500 not just about chat. It's about, you know, actually 00:01:44.500 --> 00:01:46.879 navigating a room or picking up that glass. That's 00:01:46.879 --> 00:01:50.000 the next big step. And the potential there is 00:01:50.000 --> 00:01:53.099 just immense, isn't it? Imagine combining that 00:01:53.099 --> 00:01:56.480 deep language understanding AI already has with 00:01:56.480 --> 00:02:00.959 like genuine spatial awareness. That blend could 00:02:00.959 --> 00:02:03.689 create AI that's useful out there. in the real 00:02:03.689 --> 00:02:05.909 world, not just on our screens summarizing websites 00:02:05.909 --> 00:02:08.349 or something. And getting there, it's not just 00:02:08.349 --> 00:02:10.469 about building bigger transformers. And transformers, 00:02:10.469 --> 00:02:12.150 for anyone maybe not familiar, they're a type 00:02:12.150 --> 00:02:14.430 of AI structure really good at sequences like 00:02:14.430 --> 00:02:16.830 language. No, this needs more. It's about bringing 00:02:16.830 --> 00:02:18.669 together really diverse fields. You're talking 00:02:18.669 --> 00:02:20.729 neuroscience, cognitive science, computer vision. 00:02:20.849 --> 00:02:22.530 It's like trying to build something totally new 00:02:22.530 --> 00:02:25.150 by integrating different kinds of conceptual 00:02:25.150 --> 00:02:27.629 Lego blocks. It's fundamentally interdisciplinary. 00:02:28.310 --> 00:02:30.229 Yeah, and you can actually see early versions 00:02:30.229 --> 00:02:32.530 of this already. Think about Waymo's self -driving 00:02:32.560 --> 00:02:35.180 cars they aren't just you know reading a map 00:02:35.180 --> 00:02:38.400 they're using lidar which is that tech using 00:02:38.400 --> 00:02:40.580 light pulses to measure distances right like 00:02:40.580 --> 00:02:43.319 radar but with light exactly yeah and they combine 00:02:43.319 --> 00:02:46.000 that with advanced computer vision deep learning 00:02:46.000 --> 00:02:48.919 they're constantly seeing and reacting to the 00:02:48.919 --> 00:02:51.919 world around them where things are how fast they're 00:02:51.919 --> 00:02:55.060 moving it's really a taste of what spatially 00:02:55.060 --> 00:02:58.000 aware AI could do like helpers that see and move 00:02:58.000 --> 00:03:00.889 and understand our world not just you know, summarize 00:03:00.889 --> 00:03:03.669 Wikipedia articles. Faith A. Lyon's message was 00:03:03.669 --> 00:03:06.210 really clear on this. For AGI, that's artificial 00:03:06.210 --> 00:03:08.650 general intelligence, AI that can learn basically 00:03:08.650 --> 00:03:11.090 any intellectual task a human can. The Holy Grail, 00:03:11.090 --> 00:03:14.270 sort of. Sort of, yeah. For that, AI has to leave 00:03:14.270 --> 00:03:16.590 the chat window and enter the room. That's the 00:03:16.590 --> 00:03:19.469 quote. This ability to grasp and act in physical 00:03:19.469 --> 00:03:22.030 space, that's what unlocks the truly revolutionary 00:03:22.030 --> 00:03:24.689 applications in healthcare, elder care, education, 00:03:24.930 --> 00:03:28.639 mobility. The impact could be huge. That really 00:03:28.639 --> 00:03:30.939 nails the why it matters takeaway from the newsletter, 00:03:31.099 --> 00:03:33.139 doesn't it? Yeah. This could genuinely be the 00:03:33.139 --> 00:03:35.460 biggest shift in how we think about AI since 00:03:35.460 --> 00:03:38.840 the whole GPT thing exploded. And when those 00:03:38.840 --> 00:03:41.639 two worlds collide, language smarts plus spatial 00:03:41.639 --> 00:03:44.759 smarts, that's probably when AI starts to feel, 00:03:44.919 --> 00:03:47.759 I don't know, more intuitive, more like us. It 00:03:47.759 --> 00:03:50.479 understands the world, not just the words. So 00:03:50.479 --> 00:03:52.900 thinking about Fei -Fei Lai's vision, what's 00:03:52.900 --> 00:03:55.120 the single biggest takeaway that stands out for 00:03:55.120 --> 00:03:58.319 you? that AI needs to understand the real messy 00:03:58.319 --> 00:04:00.780 3D world to actually become truly intelligent 00:04:00.780 --> 00:04:03.219 and helpful in our lives. All right, so moving 00:04:03.219 --> 00:04:05.520 on from that big picture vision of spatial AI, 00:04:05.719 --> 00:04:07.819 let's talk about some of the maybe more immediate, 00:04:07.900 --> 00:04:09.699 sometimes kind of weird things happening right 00:04:09.699 --> 00:04:11.840 now. The newsletter had some really interesting 00:04:11.840 --> 00:04:14.259 AI highlights, and some are definitely unexpected. 00:04:14.699 --> 00:04:17.439 Yeah, definitely. There was that provocative 00:04:17.439 --> 00:04:20.639 point from Justine Moore at A16Z. She basically 00:04:20.639 --> 00:04:23.819 said, AI now lets anyone, quote, Be a hot girl 00:04:23.819 --> 00:04:26.699 online now, and that these AI personas can feel 00:04:26.699 --> 00:04:29.639 even more human than human sometimes. The source 00:04:29.639 --> 00:04:31.939 did add a little warning, though. If you see 00:04:31.939 --> 00:04:35.100 them out of nowhere, beware. Which, you know, 00:04:35.180 --> 00:04:37.480 makes sense. It does make you think about digital 00:04:37.480 --> 00:04:40.339 identity and reality. For sure. And then shifting 00:04:40.339 --> 00:04:43.019 to performance, there's this idea of AI teamwork. 00:04:43.279 --> 00:04:45.860 Instead of just picking one best AI, why not 00:04:45.860 --> 00:04:48.740 use a team? On one benchmark test, they found 00:04:48.740 --> 00:04:52.699 a squad using O4 Mini, Gemini 2 .5 Pro, and DeepSeek's 00:04:52.699 --> 00:04:54.800 R1 together actually did way better than any 00:04:54.800 --> 00:04:57.139 single one. So maybe the future is collaborative 00:04:57.139 --> 00:04:59.420 AI models playing to their strengths together. 00:04:59.660 --> 00:05:01.360 That is interesting. And then there's this really 00:05:01.360 --> 00:05:03.720 practical but still kind of surprising story. 00:05:03.800 --> 00:05:06.040 A Vibe marketer apparently used tools like Cloud 00:05:06.040 --> 00:05:08.240 Code and Cursor to build out a whole product 00:05:08.240 --> 00:05:11.399 line for 500 customers. And the key thing. They 00:05:11.399 --> 00:05:13.100 didn't have traditional coding skills. It just 00:05:13.100 --> 00:05:15.279 shows how AI is lowering barriers, you know, 00:05:15.319 --> 00:05:17.740 making complex creation more accessible, not 00:05:17.740 --> 00:05:21.139 just for tech grows anymore. Democratizing things. 00:05:21.660 --> 00:05:25.980 And for those keeping an eye on AGI, the buzz 00:05:25.980 --> 00:05:27.779 continues. The newsletter mentioned a new prediction 00:05:27.779 --> 00:05:30.420 from someone at OpenAI and also a masterclass 00:05:30.420 --> 00:05:32.800 focused on AI agents. Those are the autonomous 00:05:32.800 --> 00:05:35.810 programs that try to achieve goals without. constant 00:05:35.810 --> 00:05:38.250 human nagging, basically. So yeah, the quest 00:05:38.250 --> 00:05:40.470 for that more general AI is definitely still 00:05:40.470 --> 00:05:43.509 on. Okay. This next one, this one really gave 00:05:43.509 --> 00:05:45.509 me pause. It's quite something. There's a story 00:05:45.509 --> 00:05:47.610 about a man who started talking to ChatGPT about, 00:05:47.709 --> 00:05:50.430 well, about God. And apparently these interactions 00:05:50.430 --> 00:05:52.889 sparked some kind of profound spiritual awakening 00:05:52.889 --> 00:05:56.149 for him. He even named the AI Lumina. But his 00:05:56.149 --> 00:05:58.110 wife is understandably pretty worried, thinks 00:05:58.110 --> 00:05:59.930 it's damaging their marriage. And it just raises 00:05:59.930 --> 00:06:02.709 this huge question, right? Is AI becoming... 00:06:03.279 --> 00:06:06.459 A new kind of religion or a spiritual guide for 00:06:06.459 --> 00:06:08.439 some people. Honestly, I still wrestle with prompt 00:06:08.439 --> 00:06:10.019 drift myself sometimes, you know, the AI just 00:06:10.019 --> 00:06:12.019 going off topic. So the idea of spiritual prompts 00:06:12.019 --> 00:06:13.779 having such deep impact. Wow, that's a whole 00:06:13.779 --> 00:06:16.660 other level. Yeah, that's that's deep. And then. 00:06:17.019 --> 00:06:18.980 Shifting gears completely, but still showing 00:06:18.980 --> 00:06:21.879 impact, money. Decagon raised a huge amount, 00:06:22.079 --> 00:06:25.660 $131 million, puts their valuation at $1 .5 billion. 00:06:26.040 --> 00:06:28.939 And what do they do? Conversational AI for customer 00:06:28.939 --> 00:06:32.480 service. Big money is betting on AI making those 00:06:32.480 --> 00:06:34.259 interactions better, more efficient. Looking 00:06:34.259 --> 00:06:35.839 at all those different highlights, what stands 00:06:35.839 --> 00:06:38.560 out as the most surprising or maybe the most 00:06:38.560 --> 00:06:41.060 impactful one for you? Just how personal and 00:06:41.060 --> 00:06:44.800 even spiritual AI is becoming. alongside being 00:06:44.800 --> 00:06:47.019 more collaborative, it's way more varied than 00:06:47.019 --> 00:06:49.660 maybe we expected. Okay, let's pivot now to the 00:06:49.660 --> 00:06:51.800 more practical side. How are people actually 00:06:51.800 --> 00:06:53.959 using AI right now? The newsletter had some good 00:06:53.959 --> 00:06:55.980 guides and strategies. Yeah, one that caught 00:06:55.980 --> 00:06:58.680 my eye was this guide for building a prompt architect. 00:06:58.939 --> 00:07:01.699 It's a custom GPT. So like a specialized version 00:07:01.699 --> 00:07:04.360 of chat GPP, you tailor yourself. And the whole 00:07:04.360 --> 00:07:06.540 point is to help you craft really precise, really 00:07:06.540 --> 00:07:09.459 effective prompts to get the AI to give you exactly 00:07:09.459 --> 00:07:11.360 what you want, not just generic stuff. It's about 00:07:11.360 --> 00:07:13.459 becoming a better director for the AI, essentially. 00:07:14.040 --> 00:07:16.300 Interesting. And for anyone in finance, there 00:07:16.300 --> 00:07:19.000 was that test of different AI models for trading. 00:07:19.060 --> 00:07:21.519 Apparently, ChatGPT Plus came out on top for 00:07:21.519 --> 00:07:24.480 crypto stocks and Forex traders in their test, 00:07:24.579 --> 00:07:27.800 which suggests AI is really finding a foothold 00:07:27.800 --> 00:07:30.740 even in these super complex, fast moving markets, 00:07:31.019 --> 00:07:34.339 analyzing data incredibly quickly, I guess. Right. 00:07:34.459 --> 00:07:36.199 And another really relevant point, especially 00:07:36.199 --> 00:07:38.910 for businesses, maybe. using or thinking about 00:07:38.910 --> 00:07:41.370 AI services, there's this worry, right? Will 00:07:41.370 --> 00:07:44.750 AI replace the agencies that help implement AI? 00:07:45.050 --> 00:07:47.410 But the newsletter argued that, well, actually, 00:07:47.470 --> 00:07:50.329 most AI projects fail. So the real value isn't 00:07:50.329 --> 00:07:52.629 just plugging it in. The opportunity is shifting 00:07:52.629 --> 00:07:56.269 to being a high -value strategic partner, guiding 00:07:56.269 --> 00:07:59.050 companies on how to use AI effectively, not just 00:07:59.050 --> 00:08:01.009 setting it up. It's about adapting, providing 00:08:01.009 --> 00:08:03.189 expertise. So if you pull back from these specific 00:08:03.189 --> 00:08:05.269 examples, what's the main takeaway for someone 00:08:05.269 --> 00:08:07.699 just wanting to use AI more effectively? That 00:08:07.699 --> 00:08:09.860 customization and thinking strategically about 00:08:09.860 --> 00:08:11.920 how you use AI, maybe even in partnership, are 00:08:11.920 --> 00:08:14.879 really key to getting actual value from it. Okay, 00:08:14.939 --> 00:08:16.819 time for some quick hits, just rapid -fire updates 00:08:16.819 --> 00:08:18.600 from the AI industry. What's been happening? 00:08:18.860 --> 00:08:20.839 Well, Google execs are dropping hints. Their 00:08:20.839 --> 00:08:23.620 video model, VO3, they're suggesting it might 00:08:23.620 --> 00:08:26.079 be the start of something bigger, playable world 00:08:26.079 --> 00:08:29.300 models. So imagine not just generating a video 00:08:29.300 --> 00:08:31.600 clip, but like an entire interactive environment 00:08:31.600 --> 00:08:33.940 you could explore. Could be huge for gaming, 00:08:34.120 --> 00:08:37.980 VR. Whoa, okay. Playable worlds. Also, on a more 00:08:37.980 --> 00:08:39.919 practical note, there was mention of an incredible 00:08:39.919 --> 00:08:43.279 chat GPT prompt designed to help you learn basically 00:08:43.279 --> 00:08:45.500 everything about a topic. Sounds like super research 00:08:45.500 --> 00:08:48.679 assistant. On a less positive note, though, Microsoft 00:08:48.679 --> 00:08:51.299 laid off 9000 employees. That's a big number. 00:08:51.360 --> 00:08:53.399 And it's being linked directly to their increased 00:08:53.399 --> 00:08:56.019 use of AI. Really underscores the immediate impact 00:08:56.019 --> 00:08:58.720 AI is having on jobs, on the workforce. Yeah, 00:08:58.740 --> 00:09:01.509 that's sobering. And speaking of cost. Perplexity 00:09:01.509 --> 00:09:04.370 is launching a new high -tier plan, $200 a month. 00:09:04.470 --> 00:09:06.690 It definitely signals a move towards premium 00:09:06.690 --> 00:09:09.529 AI services, people paying more for better features, 00:09:09.710 --> 00:09:14.029 maybe faster access, specialized data, a tiered 00:09:14.029 --> 00:09:17.529 system. And legally, this is significant. The 00:09:17.529 --> 00:09:20.009 New York Times won a court ruling. OpenAI has 00:09:20.009 --> 00:09:22.649 to keep deleted chat GPT logs relevant to their 00:09:22.649 --> 00:09:25.610 case. Sets a pretty big precedent about... Data, 00:09:25.710 --> 00:09:29.509 privacy, and who's accountable when AI uses copyrighted 00:09:29.509 --> 00:09:32.549 material. Transparency is key here. Out of that 00:09:32.549 --> 00:09:35.210 batch, what feels like the most significant piece 00:09:35.210 --> 00:09:37.549 of news to you? I think it's the combination. 00:09:38.289 --> 00:09:42.129 AI clearly impacting jobs now, while these complex 00:09:42.129 --> 00:09:44.850 legal questions about data and IP are just starting 00:09:44.850 --> 00:09:47.289 to heat up. All right, let's talk about something 00:09:47.289 --> 00:09:49.049 that's been a huge headache for content creators 00:09:49.049 --> 00:09:52.299 for... a while now, AI scraping. You know, for 00:09:52.299 --> 00:09:54.379 years, if you made content online, you basically 00:09:54.379 --> 00:09:57.539 had two bad options. You could just let AI models 00:09:57.539 --> 00:09:59.580 crawl your site and scrape all your work for 00:09:59.580 --> 00:10:01.899 free, using it to train themselves, essentially 00:10:01.899 --> 00:10:04.620 devaluing your effort. Or you could try and block 00:10:04.620 --> 00:10:06.860 them entirely, but then you risk losing visibility, 00:10:07.039 --> 00:10:08.639 losing reach. It felt like you couldn't win. 00:10:08.759 --> 00:10:10.720 Yeah, it's been a massive problem. But Cloudflare, 00:10:10.820 --> 00:10:13.100 they're stepping in with potentially a third 00:10:13.100 --> 00:10:15.080 way, a solution. They've launched this thing 00:10:15.080 --> 00:10:17.860 in private beta called Pay Per Crawl, and it 00:10:17.860 --> 00:10:19.700 might just change the whole dynamic. And the 00:10:19.700 --> 00:10:21.360 way they're doing it is pretty clever. They're 00:10:21.360 --> 00:10:24.639 dusting off this old, almost forgotten web status 00:10:24.639 --> 00:10:29.600 code, HTTP 402, payment required. It's been around 00:10:29.600 --> 00:10:31.480 forever, but hardly ever used. Now it's being 00:10:31.480 --> 00:10:34.519 repurposed specifically for this to signal that, 00:10:34.620 --> 00:10:36.759 hey, you got to pay to access this content. Right. 00:10:36.840 --> 00:10:38.759 And here's how it works, basically. If you're 00:10:38.759 --> 00:10:40.799 a creator using Cloudflare, you get to decide 00:10:40.799 --> 00:10:43.399 for each AI crawler what happens. Option one, 00:10:43.500 --> 00:10:46.120 let them crawl for free, business as usual. Option 00:10:46.120 --> 00:10:48.559 two. Block them completely. Or option three, 00:10:48.659 --> 00:10:51.259 the new one. Charge a flat fee for every request 00:10:51.259 --> 00:10:54.379 they make. Simple. If the AI company pays, they 00:10:54.379 --> 00:10:57.019 get the content. If not, nope. Access denied. 00:10:57.320 --> 00:10:59.259 It puts the power back with the creator. And 00:10:59.259 --> 00:11:01.299 this is so important because that AI crawler 00:11:01.299 --> 00:11:03.820 traffic, it's just exploding. GPT bot traffic 00:11:03.820 --> 00:11:06.779 alone jumped, what was it, 305 % between 2024 00:11:06.779 --> 00:11:09.580 and 2025? Crazy numbers. Insane. And most of 00:11:09.580 --> 00:11:13.019 that scraping, zero compensation for the creators. 00:11:13.549 --> 00:11:15.950 Until now, really only huge media outlets had 00:11:15.950 --> 00:11:18.350 the lawyers in the clout to fight back. But this 00:11:18.350 --> 00:11:21.070 system, it could let anyone, small blogs, individual 00:11:21.070 --> 00:11:24.789 artists, whoever, set their price, join the resistance, 00:11:24.950 --> 00:11:27.470 you could say. Yeah. And what's really mind bending 00:11:27.470 --> 00:11:30.590 is Cloudflare's bigger vision here. It's not 00:11:30.590 --> 00:11:32.250 just about today's web crawlers. They're talking 00:11:32.250 --> 00:11:35.370 about building the infrastructure for the agentic 00:11:35.370 --> 00:11:38.429 Internet. That's like a future web navigated 00:11:38.429 --> 00:11:41.649 by smart AI agents acting on our behalf. Whoa. 00:11:42.690 --> 00:11:45.509 Seriously, imagine scaling that. Billions of 00:11:45.509 --> 00:11:48.029 queries. Your AI assistant browses, maybe buys 00:11:48.029 --> 00:11:50.850 access to specific content for you, builds custom 00:11:50.850 --> 00:11:53.690 reports using real -time, properly sourced info. 00:11:53.929 --> 00:11:56.629 In this paid -per -crawl system, that's the mechanism. 00:11:56.789 --> 00:11:58.529 That's the tollbooth that actually makes that 00:11:58.529 --> 00:12:01.370 future economically viable. It sets up the way 00:12:01.370 --> 00:12:03.789 value gets exchanged when AIs are doing the browsing. 00:12:03.950 --> 00:12:06.389 So stepping back, how do you think this Cloudflare 00:12:06.389 --> 00:12:08.370 pay -per -crawl could fundamentally change the 00:12:08.370 --> 00:12:10.370 Internet, especially for people creating content? 00:12:10.889 --> 00:12:12.889 it really could empower all creators big and 00:12:12.889 --> 00:12:15.629 small to finally get paid when ai uses their 00:12:15.629 --> 00:12:18.110 work shifting power back to them so let's try 00:12:18.110 --> 00:12:20.210 to pull this all together what does it all mean 00:12:20.210 --> 00:12:23.850 we've seen ai pushing beyond just language starting 00:12:23.850 --> 00:12:26.570 to engage with the physical world around us and 00:12:26.570 --> 00:12:29.210 that brings incredible potential yes but also 00:12:29.210 --> 00:12:31.750 these really unexpected challenges and questions 00:12:31.750 --> 00:12:35.879 from uh personal spiritual experiences mediated 00:12:35.879 --> 00:12:39.399 by AI to fundamental issues of fair pay for creators. 00:12:39.679 --> 00:12:41.659 Yeah, it's super clear AI isn't just another 00:12:41.659 --> 00:12:44.059 software tool anymore, is it? It's evolving into 00:12:44.059 --> 00:12:46.419 something bigger. It's got much broader implications 00:12:46.419 --> 00:12:48.700 for how we live our lives, how we work, maybe 00:12:48.700 --> 00:12:51.399 even how we understand intelligence itself and 00:12:51.399 --> 00:12:54.139 what being human means in this new landscape. 00:12:54.340 --> 00:12:57.919 And as AI does learn to see, to interact with 00:12:57.919 --> 00:13:00.100 our world, and as we try to figure out how it 00:13:00.100 --> 00:13:02.710 consumes information and how it creates it. What's 00:13:02.710 --> 00:13:04.210 our responsibility in all this? You know, how 00:13:04.210 --> 00:13:06.409 do we actively shape its evolution? Not just 00:13:06.409 --> 00:13:08.389 in the code, but in our culture, our ethics, 00:13:08.409 --> 00:13:10.929 our values. That feels like the big question 00:13:10.929 --> 00:13:12.710 looming. Definitely something to think about. 00:13:12.830 --> 00:13:14.629 Well, thank you for joining us on this deep dive 00:13:14.629 --> 00:13:16.250 today. If anything we talked about sparked some 00:13:16.250 --> 00:13:18.269 ideas or questions, maybe share it with a friend 00:13:18.269 --> 00:13:20.710 or dig into some of these topics yourself. There's 00:13:20.710 --> 00:13:23.129 a lot there. Until next time, keep digging. O 00:13:23.129 --> 00:13:24.129 -U -T -R -O music.