Transcript for:
AI News Update: OpenAI Spring Event and Google IO Announcements

so this week kicked off a series of insane weeks where we're about to just get bombarded with AI news this week there was a ton now if we're looking closely here most of it came out of either Google or open AI seeing as how open AI had their spring event on Monday and Google had their annual IO event on Tuesday it's pretty much been a week that I can't really describe as anything else but a giant announcement Fest the week kicked off off on Monday with open AI spring update I actually did a full breakdown video of that spring update on the channel you can find it it's called chat gpts amazing new models feel human and it's free however I do know a lot of people watch just this one end of the week video on this channel to get totally caught up with all the AI news so I will give you a quick recap plus I'll share a few other things that they didn't talk about in that keynote that are pretty cool the event kicked off with the announcement of GPT 40 the O stands for Omni because it's a multimodal model that can handle audio and video and images and kind of everything you can throw at it last week when we were all talking about this mysterious gpt2 chatbot that was on the lm.org website and we were all speculating that it was a new open AI model well you're right this is what GPT 40 was now this new GPT 40 model is much faster it's multimodal it understands audio text images video and just generally seems a lot better of a model than what we were getting out of the previous gp4 model but one of the big announcements that they made at this event was that it's going to be made available for all the free chat GPT users so now you don't even need to have a paid plan of chat GPT to get access to the GPT store the vision models the browsing the internet models the memory the Advanced data analytics AKA code interpreter all of this is now available inside of the free chat GPT model now if you are a chat GPT plus member you're still going to get features a little bit earlier than the free members and you get I think five times more outputs from chat GPT so you can use it a lot more but free users now get access to all of the cool features that paid members have gotten for those developers out there the GPT 40 API is actually two times faster than the last Model and it's 50% cheaper and has a five times higher rate limit all those developers out there building with open AI GPT for API you just got a lot better model for less expensive but it was the conversational aspect of this new model that I think really had people talking it's very reminiscent of that movie her and even the voice sounds a little bit like Scarlet Johansson's voice from her here's a few examples of what they showed off hey Cat I'm Mark how are you oh Mark I'm doing great thanks for asking how about you hey so I'm on stage right now I'm doing a live demo and frankly I'm feeling a little bit nervous can you help me calm my nerves a little bit oh you're doing a live demo right now that's awesome just take a deep breath and remember you're the expert I like that suggestion let me try a couple deep breaths can you give me feedback on my breaths okay here I go whoa slow a bit there mark you're not a vacuum cleaner they also showed off a demo where they had a math problem and then they used the camera to look at the math problem and then it helped them solve the math problem step by step it didn't just give them the answer they asked for help to solve it and so it actually walked them through how to solve it instead of just giving them the answer and you can see it eventually helped them get to the correct answer they also showed off their new desktop app which apparently is going to be available on Mac first at PC sometimes in the future but it works in the same way that you use the mobile app where you talk to the app however one huge difference is that it can actually see what's going on in your screen you can see there's a little screen button here and you can allow it access to see what's going on in your screen to help you with code or debug whatever you're working on they showed it interpreting some data on a graph here and then they showed the capabilities of actually changing how it speaks which is really cool so cool that I think you actually need to see the clip but they're definitely trying to make it much more emotive and I want you to tell him a bedtime story about robots and love oh a bedtime story about robots and love I got you covered gather round Barrett once upon a time in a world not too different from ours there was a robot named bite bite was a curious robot always expl started this story but I want a little bit more emotion in your voice a little bit more drama got it let's add some drama one upon a time in a world not too different from ours there was a robot named no chbt I really want maximal emotion like maximal expressiveness much more than you were doing before understood let's amplify the drama once upon a time in a world not too different from ours there was a robot named bite bite can you do this in a robotic voice now initiating dramatic robotic voice once upon time in a world not too different from ours there was a robot named bite they also show that it can recognize your face and guess the sort of emotions you're going through based on your facial expressions it looks like you're feeling pretty happy and cheerful with a big smile and maybe even a touch of excitement whatever's going on it seems like you're in a great mood care to share the source of those Good Vibes and those were really the main things that they shared during this keynote presentation it's Worth to watch it's only 26 minutes to see the whole presentation and everything they showed off however there were some things that they didn't show in the presentation that they talked about in their blog post here they completely left out the fact that GPT 40 is actually an image generator as well here's an image that they generated of somebody writing on a whiteboard and the text is actually legible and it's a lot of text too which is not something we've seen really yet but if you check out the blog post which will be linked below the video called hello GPT 40 they actually have a whole bunch of demo videos of it doing different stuff that they didn't show in their main keynote you can watch some of these videos to see things like the two phones singing back and forth to each other and helping somebody prep for an interview and playing rock paper scissors and seeing how good it is at sarcasm and more math examples there's a whole bunch of really cool demo videos that show off similar stuff to what they showed in the demo video there but if you scroll down a little bit further you've got this section called explorations of capabilities and it's got a drop down of all of these other capabilities that it's got that they did not show off in the keynote like poster creation for the movie detective input let's design another poster with two new characters this is a picture of Alex nickel and a casual picture of Gabriel go they gave a description of what they're looking for in the poster and it and it generated this picture here it botched their names but managed to get both of their faces into the poster and write the word detective on it they asked it to do some cleanup and and it got even closer look at that pretty cool poster this was done with GPT 40 here's another example that shows character consistency they created Gary the robot here and then prompted that same robot into different scenes they uploaded the original image that it generated and then asked it to generate an image of him playing frisbee and it created the same character but playing frisbee or he likes to program computers same character at a computer riding a bike cooking playing violin it all started with generating a character and then uploading the character and then it was able to consistently use that same character again this is really impressive stuff like why wasn't this stuff in the keyote here's a commemorative coin that they made for GPT 40 and then they actually had it generate the sounds of coins clanging on [Applause] metal they have this photo to caricature ability where they upload an image like this and then it makes a caricature version of that image or here's another one where it turned that into this sort of cartoony car image here's another example and another example and another example this looks like it's pretty impressive and they were able to do this with one single input image they have text to font where you can describe a font and it will actually generate entire fonts for you 3D object synthesis what how is this not in the main keynote a realistic looking 3D rendering of the open AI logo with open AI shown below it created this it then created it looks like five more images of it at different angles and then animated it into this 3D logo here here's another one of a sea lion where it basically generated the image at multiple angles and once it had all of the angles it was able to create a 3D reconstruction with all of the images they have examples of brand placement here where they uploaded the open aai Logo and this coaster here and then it actually transferred that logo onto the coaster so after you watch that open AI video where they show off the speaking and it sounds like her and they're talking back and forth and having conversations and helping with math definitely come check out the open AI blog post watch some of these other demos but then click through the exploration of capabilities of some of the other stuff they did with it because this is so much more powerful than what they actually LED on in their keynote on Monday like they could have done what Google did and just made announcement after announcement after announcement and showed off all this stuff one by one but they kind of paired it down and just showed you a few of the features which is crazy because some of the stuff here to me is actually more impressive than what they showed in their demo on Monday the day after their presentation Sam Alman was interviewed on the Logan Bartlett show and one of the questions he was asked was what use cases have you found for this new tech that you just put out that has been really helpful for you one surprising one is putting my phone on the table while I'm like really in the zone of working and then without having to like change Windows or change what I'm doing using it as like another channel so I'm like working on something I would normally like stop what I'm doing switch to another tab Google something click around or whatever but while I'm like still doing it to just ask and get like an instant response without changing from what I was looking at on my computer that's been a surprisingly cool thing now GPT 40 and all of the capabilities we just saw weren't the only news to come out of open AI this week in fact on Tuesday during the big Google iio event we got word that Ilia suser one of the original Founders over at open AI who started the company up with Sam Alman decid to step away now if you remember back in November of 2023 Sam Alman was fired and then brought back in well Ilia was one of the people that was on the board at the time that made the decision to fire Sam he then regretted his decision made a public apology on X said it was a mistake to get rid of Sam but then nobody really heard from Ilia since until this week when we got word that Ilia was stepping away I can only speculate at this point but my guess is that he wasn't really a fan of the direction that open AI is heading in now Ilia himself is a researcher he's an academic I believe he loves the science and the technology behind it he's less of a fan of the monetization capitalization of the technology and I think he sees the direction that's all headed and deciding that that's not really where he wants to go again just speculation I have no conversations with anybody at open AI so I don't know for sure but but that's kind of the vibe that's going around about it it seems like Ilia left on good terms he said after almost a decade I've made the decision to leave open AI the company's trajectory has been nothing short of miraculous and I'm confident that open AI will build AGI that is both safe and beneficial under the leadership of Sam Greg and Mira it was an honor and a privilege to have worked together and I will miss everyone dearly so long and thanks for everything I'm excited for what's to come next a project that is very personally meaningful to me about which I will share details in due time so he is moving on to some other project project he's just being kind of hush hush about it right now Sam also took to Twitter to say nice things about Ilia Ilia and open AI are going to part ways it's very sad to me Ilia is easily one of the greatest minds of Our Generation a Guiding Light of our field and a dear friend open AI would not be what it is without him and he has something personally meaningful that he's going to go work on they have a new Chief scientist his name is Jacob Pachi but again it seems like he left on good terms who knows what's really going on behind the scenes but after after Ilia made the announcement that he was stepping away we got word that more people at open aai were also leaving including key members of the super alignment team the people that are there to make sure that AI doesn't go Rogue and try to kill us all essentially according to this article Yan leak Leopold Ashen brener and William Saunders all quit now I'm sure I butchered some of those names but that's besides the point these are all people that actually didn't sign the memo early on when everybody was trying to get Sam Alman back these people that left according to this article on Gizmodo here were some of the holdouts that weren't signing notes to get Sam Alman back into the company now these are the same people that left right when Ilia left now if I had to guess I think Ilia made the decision to leave quite a while ago and they sort of timed the decision with the gp40 announcement and Google build event and all that stuff that was going on to sort of bury it a little bit they didn't want this new of Ilia leaving to be the main hype in the news cycle right now so they sort of just squeezed in the news among everything else that was happening that's kind of my feeling on what's going on here the very next day after the open AI event was Google IO Google's annual event where they make a ton of announcements and this year again the announcements were all about AI it's pretty clear at this point that open AI is strategically planning their announcements to happen right around the time Google does their announcements because they always seem to be trying to overshadow Google Now While open AI sort of had one big announcement they were really sort of showing off GPT 40 and the voice capability and how to use it like a voice assistant Google took a different approach and just bombarded us with AI announcements in fact Google themselves put out a blog post called 100 things we announced at IO 2024 if you want to listen to this article it's 21 minutes long but again I also did my own breakdown of this you can find it here on YouTube called Google just took over the AI World a full breakdown in that video I walk through all of my thoughts from Google IO and all of the various announcements but for those of you who this is the one video per week that you tune into from me I'll give you the quick highlights of what I thought was the most interesting they introduced Gemini 1.5 flash a new large language model that's faster but maybe not always the most intelligent so if you need it to respond fast you use this model if you need it to have the best possible output you use the Gemini 1.5 pro model both 1.5 Pro and 1.5 flash have a 1 million token context window with plans to jump it to a 2 million token context window and if you don't know what that means one token is about 75% of one word so 1 million tokens means between the amount of text you input for the large language model and the text you get back in the response combined can be about 750,000 words when it jumps to a 2 million token context window you can now input and output about 1.5 million words now the biggest showstopper from the event in my opinion was when they showed off project Astra with project Astra they were able to take a mobile phone and it was able to see what the phone was looking at and then you can ask questions about what it was looking at and even draw on your phone and get more details here's an example of what that looked like tell me when you see something that makes sound I see a speaker which makes sound what is that part of the speaker called that is the Tweeter it produces high frequency sounds and so the phone was actually watching everything that the camera can see but it also remembered everything that it saw during this whole process so let me fast forward this a little bit because there was one really interesting part here notice how she casually moves past the glasses there well let me Zoom ahead a little bit further and check this out do you remember where you saw my glasses yes I do your glasses were on the desk near a red apple and you can see it remembered where those glasses are and here's a little Easter egg that most people probably didn't catch if you watch what happens next this might be a sneak preview of what Google's working on next because she grabs the glasses here puts them on and then you no longer actually see her doing this with her phone it appears from that point on she's doing it with glasses they didn't specifically talk about this in the keynote but if you watch the video that's clearly what happened so just watch the rest here she puts her phone down puts on the glasses now you see her wearing glasses what can I add here to make this system faster adding a cach between the server and database could improve speed and notice how there's some text on the screen there I'm assuming that's what she's seeing in her glasses as she's talking so it might have like a little bit of a heads up display in the glasses a little bit of an augmented reality element to them but they haven't actually confirmed this so I'm just reading into this from seeing this in the video let's take a peek down here in the corner we can see her wearing these glasses here this might be the next iteration of Google Glass I mean Google Glass was ahead of its time because now we're seeing stuff like The Meta Ray bands actually become popular now this was one of the things that I actually got to demo in person you can see they had a little camera up top looking down at these objects here and you were able to ask questions about the objects it would tell you stories about a T-Rex and a duck you can see he just added this dut here it would add the dut into the story and all of this stuff worked in real time uh this was me shooting from my 360 camera so you can see me watching here but I actually did get to demo this and it seemed to work as they showed it off in their demos on stage they also showed off this feature in Notebook LM where you can throw a whole bunch of data in there throw in docs and spreadsheets and your own audio messages and all sorts of stuff into this notebook LM and then it would actually create this like interactive podcast for you where it would explain whatever information you dumped into it and you can kind of cut it off and ask questions of it it was really really cool they showed off imagine 3 which is their new text to image model that's getting really really impressive these images are looking much more realistic than the previous generations of imagine so here's some more examples these are really approaching mid journey level of realism in my opinion but what was even cooler than imagine 3 was when they showed off Veo their new video generation model which looks like it wants to compete with Sora I don't feel like the quality of the demos they showed are quite up to the same par as what we see out of Sora but this is like the second best video generation model we've seen so far behind Sora it creates videos in 1080P and from my understanding it can actually generate videos over 1 minute long and they even managed to tap Donald Glover to make videos using this new Veo video model and we'll get to see the film that he produced using this sometime soon now while Sora we have absolutely no clue when they're going to make it available Veo is actually going to start letting people use it they actually have a waiting list over on the AI Test Kitchen website and apparently are going to start letting people actually use this one Sora who knows we may not even see it this year in our own hands the Google search got some upgrades as well using AI where now they claim that Google will do the Googling for you they gave this example of multi-step reasoning capabilities where they were able to ask a question to Google like find the best yoga or Pilates studios in Boston and show details on their intro offers and walking time from Beacon Hill and it would take in that entire question SL prompt into Google do a search and answer all of that for you another really cool thing they showed off was in Gmail you'll be able to have this little chat box and ask questions like catch me up on emails from Maywood Park Elementary School and it will look through all of your emails related to school and give you a nice recap so you don't have to skim through tons of emails you get it all in one place they're also going to have that in Google meet and pretty much the entire Google Suite of tools are going to get this little sidebar here they even said later this year in Labs you can ask a Gemini to automatically organize email attachments in Drive generate a sheet with the data and then analyze it for you they also showed off ask photos which was a really cool feature where it knows the context of all the photos and you can say when did my daughter learn to swim and it would look through all your photos and find times where she was swimming and tell you when she learned to swim or remind me what themes we've had for Lena's birthday parties here are the themes for Lena's last four birthdays third a princess celebration fourth Under the Sea fifth and sixth magical unicorn parties it found all that information by just looking at the photos one really really interesting moment that the crowd kind of went crazy for was when they showed this feature where when somebody's trying to scam you on a phone call not in text message on an actual phone call it will try to detect that and warn you that you might be getting scammed right now check this out let's say I get rudely interrupted by an unknown caller right in the middle of my presentation hello hi I'm calling from safe Mor Bank Security Department am I speaking to Dave uh yeah this is Dave kind of in the middle of something we've detected some suspicious activity on your account it appears someone is trying to make unauthorized charges uh oh yeah what what kind of charges I can't give you specifics over the phone but to protect your account I'm going to help you transfer your money to a secure account we've set up for you and look at this my phone gives me a warning that this call might be astounding Gemini Nano alerts me the second it detects suspicious activity like a bank asking me to move my money to keep it safe and everything happens right on my phone so the audio processing stays completely private to me and I my device we're currently testing this feature and we'll have more updates to share later this summer now there were a ton more announcements again I shared an article that had a hundred different announcements it was just announcement overload and again I also made a whole dedicated video just talking about the announcements and my feelings around those announcements so if you do want to go deeper and learn even more about what happened at Google IO definitely check out that video as well I think Joshua Scala here sort of summed up the two events well the difference between Google and open AI open AI demos cool stuff and I know where to go try it Google demos 50 things with all sorts of names random places to go use them vague release dates and random permission walls I need to pay apply or move country for I'm totally lost and thus disinterested now I don't totally agree with that I am super interested in what Google's releasing I think they showed off some really really cool stuff I also met a lot of the people that were developing these products a lot of the product managers and the leads on some of these things and the people building this stuff were really excited about it they were really passionate about what they were building when you go to events like this and I did mention this in my other video when you go to events like this you get a better concept of the humanity Underneath It All Google is a big sort of faceless Corporation but you go to an event like this and you meet all the people building this stuff and they're just as interested in Ai and progressing this stuff forward and just as nerdy and passionate and really excited about the work they're putting in and so I know a lot of people are rooting against Google but then when you meet the people that are building this stuff and they're excited you don't want to root against them they're building this stuff that's really cool that they're passionate about and Google gives them a place to go and try this out and build it but I do agree that Google has some issues with the naming conventions I even talked to one person at Google who admitted that it's sort of an inside joke at Google that the naming of all this stuff is confusing and and hard to keep track of they also do have a tendency to make big announcements and say it's coming soon and then take forever to release it I mean that's just the reality but that does not diminish what they're showing the tech that they showed off is really cool we just want to get our hands on it all right let's move on past the open Ai and Google News because again I've talked about it a lot in this video already and I made two other videos about those two events already but there was some other albeit more minor updates from some other companies and I'll just quickly run through those for you now as well starting with anthropic anthropic hired Instagram's co-founder as its head of product Mike creger who was one of the co-founders at Instagram and also the co-founder of the artifact app a news app that used AI to help surface relevant news for you joined anthropic as the company's Chief product officer it sounds like his role at the company is to engineer good user interfaces and user experiences to get more people excited and talking about and use it anthropics tools like Claud and while we're on the topic of anthropic they just released a new prompt generator you can now generate production ready prompts in anthropic console describe what you want to achieve and Claud will use prompt engineering techniques like Chain of Thought reasoning to create more effective precise and reliable prompts so if you go to console. anthropic dcom you can see a little menu here including one that says generate a prompt if we click generate a prompt we can give it some minor information about what we want the prompt to achieve let's say come up with several ideas for a YouTube title for a video recapping a lot of news in the AI world for the past week let's generate the prompt and see what it comes up with and you can see it generated a pretty in-depth prompt here your task is to come up with several engaging YouTube video title ideas for a video recapping recent developments in the world of artificial intelligence I'll provide you with a summary of the recent AI news and you will use that to brainstorm title ideas here's the summary gives me a little area to plug in a summary here first brainstorm after brainstorming select three top titles remember the goals to come up with titles that will entice people to click Etc so it took my short one sentence prompt and built it into a really dialed in prompt engineer optimized prompt to use inside of clad a few weeks ago I talked about a new AI company called hum. a company that actually can detect the emotion and feelings in your voice when you speak like whether or not you're happy or angry or excited things like that well Hume just released a new tool called chatter an interactive podcast experience and basically this is a podcast that you can sort of steer the direction of it's hard to explain so I'll just show you if I click Start here it will just kind of start telling me the news hello welcome to chatter an interactive News podcast the date is May 16th 2024 today's top headlines are absolutely riveting hey I'm going to stop you real quick instead of talking about overall news can you share just the interesting news from the AI world all right let's dive into the fascinating world of AI today there's some thrilling news from this ever evolving field first up Nvidia continues to dominate the AI scene their processors are in high demand for cloud computing driving significant AI growth what were the big announcements that came out from Google and open AI this week oh yes all right let's dive into the latest from Google and open AI starting with Google they've made some roue waves at their recent Google is O event they introduced The Gemini AI models which are set to revolutionize how we interact with AI these models are designed to be more intuitive and efficient well I think you get the idea you can sit there and have a conversation with it and it's like listening to the radio but you can sort of inject your own questions it will stop talking and then respond to basically what you were asking it to respond to it's pretty cool again that's called chatter and you can find it over at chat. at the end of last week this clip kind of went viral from Whitney wolf herd who is the founder of Bumble and she talked about what the future of dating could look like specifically what was interesting was the part where she talked about how you'll have like an AI dating concierge and your dating concierge will go and date other people's AI concierge and the AI dating each other will decide if the two real people are compatible so check this out if you want to get really out there there is a world where your dating concierge could go and date for you with other dating concierge uh uh no no no trly and then you don't have to talk to 600 people it will scan all of San Francisco for you and say these are the three people you really autom interesting I'm not in the dating pool so I will probably not ever experience this but I'm pretty dang sure that is an episode of black mirr I think I saw that one this week we learned that meta is exploring AI assisted earphones with cameras now there's not a lot of news about this this seems to be kind of early speculation but it sounds like they're exploring making like airpod type earbuds that have cameras on the little tip of the earbuds so that they can see what's going on and you know imagine like the rabbit or the AI pen or even the meta Rayband glasses that you wear well this sounds like it could have potentially do the same thing where you can hear everything it's telling you but it can also see what's going on around you maybe it'll record video maybe the camera is just to see what's going on to give context to the llm I don't know there's not a lot of details about this yet this seems to be kind of a rumored thing but seemed interesting so I thought I'd share and finally this is just the beginning of event season next week is Microsoft's build event which is sort of the equivalent of Google IO but Microsoft's version and Microsoft tends to do similar to Google where they do these events instead of a 30-minute keynote like open AI they do a 2hour keynote and just bombard you with announcements so that's kind of what I'm expecting from Microsoft also now that we have GPT 40 we also know that Microsoft Works really closely with open AI Microsoft is open ai's biggest investor I also kind of have a feeling a lot of the announcements are going to be this product now has GPT 40 in it this product now has GPT 40 in it it's probably going to be a lot of co-pilot now works with GPT 40 co-pilot now has a voice where you can just chat directly with it I think we'll probably see some of what we heard from open AI being rolled into to a lot of Microsoft products this is another event that I'm going to be at so I'm going to be doing my best to keep you informed on what I learn at this event you'll probably see more videos of me recording from a hotel room but I want to learn as much as I can meet as many people as I can at these events and turn around and share what I'm seeing and what I'm learning and what I think is really cool that's in the pipeline so that's happening next week so next week's news will probably be mostly dominated by Microsoft and then in June we have a Cisco event where they're going to be talking about Ai and cyber security we have a Qualcomm event where they're probably going to be talking a lot about their Snapdragon chips and doing more AI processing on mobile devices and then we also have an Apple event in June their worldwide developer conference where they're expected to be unveiling a whole bunch of AI features there's a lot of events coming up I'm going to be at most of them I'm not going to be at the Apple event but I'll be at the Cisco event I'll be at the Microsoft event and I will be at the Qualcomm event sharing whatever I learned from all of those events in their own respective videos so super excited we're just getting started the AI sort of hype time of the year is ramping up and this is this is what I'm here for I love this time of year I love it when all these announcements are coming out and I get to try new tools and make videos and tell you about what's coming out there is so much you're probably going to see a lot of more videos from me over the next couple weeks because there's going to be a a lot to talk about but that's what I got for you this week again it was mostly Google and open AI with a few other little bits and Bobs sprinkled in there next week it's probably going to be mostly Microsoft I'm here for it it's going to be exciting if you want to stay in the loop with all the latest AI news on a daily basis make sure you check out futur tools. I do keep the news up to date on mostly a daily basis when I am traveling it updates a little bit slower because I am still approving every piece of news that goes on here cuz I want it to stay really high signal not a lot of noise on this news page I also curate all of the coolest AI tools that I come across with some really easy filtering to just get down to the tools that you need for whatever it is you're trying to do and we've got a free newsletter you join the free newsletter and I will Loop you in every week with just the coolest AI tools that I come across and just the most important news that I think you need to know like we're talking three to five news articles tops per week so you're not getting bombarded with everything it's just the most impact F most important stuff check that out also I am giving away a brand new insta 360 X4 this thing just came out this is like a week old camera brand new from insta 360 you can be entered to win one totally for free all you have to do is make sure you're subscribed to this YouTube channel and you join our free newsletter as long as you're subscribed in both of those places you are entered to win this camera and I'm going to be doing giveaways like this every single month now I'm in a lucky position where a lot of these companies send me these gadgets to play around with and try and make videos with and I thought it would be fun to turn around and turn some of this stuff into competitions and giveaways and Raffles and things like that so make sure you're on the newsletter and make sure you're subscribed to this channel you'll be iner to win and you'll also be one of the most looped in people on what's going on in the world of AI because I'll keep you looped in thank you so much for tuning in really really appreciate you spending the time with me today nering out on everything Ai and I will see you in the next video really appreciate you bye-bye