shooting out. I believe that was something I've seen. The trees are quite reminiscent of a poo. Deep Seek V4 Pro has just been released in general available version, which also happened with the V4 Flash model back about 12 or 13 days ago on 0731. Now that model, when tested, proved to be a significant, significant increase in capability over the preview version that was previously around. and today we're going to be finding out if the same can be said for the newly updated Checkpoint general availability for V4 Pro dubbed 0813. So before we get into it do feel free to subscribe so we can hit 70k and then 100k with the plaque and with that basically there's not a lot to say about this right now because it seems to have been more or less silently released. There's no official announcement post yet on X which I do believe is generally where we would see this but they do mention here just in the website a couple references to it where If you use this model identifier right here for V4 Pro, you are being routed to the new V4 Pro 0813 version. Additionally to that, it is also live on open router and this makes me feel comfortable that it is actually genuinely released and this is the model we're going to be using. So from the bit of information we have right here, aside from just the model identifier now being today's date, depending on what locale one is in, we can see that the model has a million context window with a maximum output length of 384k, which really is a lot. Now, something that can sometimes happen with DeepSeek, at least historically, is there may be a lot of thinking. Now, this does support selectable thinking modes, as you can see if we do click on this, so it's possible to kind of tone that down. But in the interest of seeing the maximum potential performance, all of our coding tasks for today are going to be run on this maximum effort. Now, I want to mention the following with a grain of salt because I cannot definitively confirm that this is ground truth, but I would imagine it probably is. There were some references and photos floating around which apparently came from a group related to DeepSeek. I believe they said it was a WeChat group about DeepSeek or something. And if this is to be believed, we can see that these would hypothetically be the benchmark results for DeepSeek V4 Pro 0813 or the general availability model. And basically my main interest here is just seeing the leaping capability over the V4 Pro preview to now because I was initially disappointed with the v4 pro preview as well as the v4 flash preview they felt very undercooked and probably because they were named preview that's actually like fair it makes sense but again i want to reiterate the leaping capability between flash and then the 0731 general availability version of flash was absolutely massive this is like the best local model right now for like a dual spark setup so i mean in a niche you know but still if that leaping capability remains then what we can see right here, just in this deep SWE score increase from 12.8 to 62.7 would then hypothetically put this above things like Opus 4.8 and make it very, very competitive. Being especially that this is an open weight model or will be, that's also extremely exciting because this is not like horrifically gigantic. I guess when considering things like Kimi K3 or Quen 3.8 max, it's still big at 1.6 trillion parameters. It is a mixture of experts model with how many active. So if we do estimate that this is going to be the same size as the preview version of V4 Pro, it's a 1.6 trillion parameter mixture of experts model with 49 billion active. So it is still very, very large, but it's not as gigantic as like the closing in on 3 trillion parameter models. So additionally to that pricing, and this is something that we need to basically take just as it is right now, because they mentioned and have been for quite a bit of time that their API pricing is going to be significantly increased soon. Now significantly is relative to what it currently is, which is like very, very, very cheap. So right now pricing per million input tokens for DeepSeek V4 Pro is 4.35 cents. So, okay, now I know what this is, but like last time I messed up on this one and I said it was two cents and it wasn't, and then I got roasted. So this is 43 cents per million input tokens and 87 cents per million output tokens is the current price. Now, if this gets like a significant increase, say it goes up like five or 10 times, it would still hypothetically be competitive. So it's all relative to what it currently costs. And with that, I am going to be using this from within Codex. When we tested V4 Flash, the general availability model on the 31st of July, I did also use it through Codex because I believe they had suggested to do so. And the performance was very very good I was happy with it so I'm going to be using Codex as well for this now I should also mention that they did release in beta a desktop app for Codex or ChatGPT so I also have it routed and working through this desktop app as well and it is doing a skate game for us in C++ I would imagine that will take quite a bit of time so I did just want to start it and verify this app was actually working properly on this system and it does seem to so keep in mind any mention of GPT or codex here is routed directly to DeepSeq on max reasoning effort for the 0813 model. And with that, let's take a look at our, okay, so apparently the OpenAI beta application set itself to be the default for all file types. That's infuriating. All right. All right. Very Quen 3.8 aesthetic. I'm going to turn sound on because I did see some mentions of it just talking about like sounds. All right. It starts in our notepad. Can we resize this? All right. Acceptable. Minimize. Unminimize. Good. The big one. Is there a right click? Yeah, there is. There is also the correct date and time in my locale in the bottom right. And there is what I would imagine here to probably be the special feature. It is the holographic desktop feature so we will save that for last. Let's start out by looking at the files app which I don't think I've seen a files icon that looks like this before. All right we have some nice transparency to the application backgrounds and definitely a nice synthwave theme which I do personally like. So unfortunately it seems our fake file system is just static and we can't browse through it. Nonetheless can we create new things in it? Okay we can. Can we remove the new things we created? we also can can we remove things that were there by default yeah we can all right cool that makes me a little happier and then up would just go there oh okay not bad decent bit of immersion at least in terms of what directories would exist were this a real computer notepad we did kind of see because it opened with this just to give us some information the only thing i like to see is will it save it as a text file on the system no such directory didn't i delete the documents directory. Hold on a second. That's okay. Oh, it remembered that I did that. I might have messed that up. So that's going to be, that's on me. Okay. This right here is just not right. It should not have a like visible text box that happens. Sometimes help did give us things. Let's just do Neo fetch. That's actually pretty well done right there. Negula or nebula, nebula, still, that's actually alright. I'm just being kind of mean. Memory, this is fine. Oh, it actually put a bit of cleverness in there. 1.44 megs out of infinity, this is fine. Isn't that how much an old school floppy disk would hold? I don't know, because those are older than me. Next up, calculator. Okay, so 47 times 8. 376. I haven't done one of these in a while. divided by 6. Alright. Settings. Definitely seeing a bit of like Quen 3.8 in here just in terms of some of the style here. What is that? And why do I like it? aurora oh okay sunset city this no one would understand that reference this looks like something one of my friends in high school was making as a game project it actually looks like a ton like the splash screen for his project we have customizable accents as well difficulty easy normal and hard all for games okay i'll probably set it to easy as you may be familiar with my quick to anger game playing style next up let's try our games the speaker is on so city heist oh you absolute Okay, so you have to press enter to start and not click the button. Please shift gears. Oh, okay. Okay. All right, it's... Oh, cool. Oh, okay. troubled but the sounds for like this smack are kind of funny like all right and we wrecked and we only grabbed a hundred out of a thousand but it did work so keep in mind we need to press enter to play these games and not hit the button that says launch. Oh, all right. Do I go through these? Yeah. I just assume based on the sounds. I wonder if that's how like dogs are since they don't understand language, but like that to me seemed like a positive reinforcement sound. So it makes me want to do it more. And I think we did just discover something about how dog screens work. okay the score I don't know that we need that many decimal points just to show a score I think maybe just rounding up to 734 or down would have been acceptable but I applaud it for its intricacy and then oh read me okay so our special feature is something like holographic and I would imagine having a couple apps open just when we trigger that is probably the move so oh yeah all right so it just puts like an interesting card effect this is what it looks like this looks like an apple vision pro like app demo this is the way they look from inside the vision pro headset just if you have used one you may resonate with what i'm saying okay overall it was fine everything worked nothing really blew me away but again that may be a limitation of the test and less of a limitation of the model. So alas, it's kind of neat. We will continue. So our skateboard game is still going. And again, I'm using this with the newly released beta version of the chat GPT desktop app. I would imagine this will take quite a bit of time. So let's check to see just like, oh no, because we already have looked at the cost and keep in mind, this is partially for the skate game as well as the browser OS. So 20 cents total across two separate tasks, one which is still ongoing all right so after 68 minutes and 24 seconds skate nyc is complete so oh you idiot you spoiled it with these screenshots and you don't even have vision i'm infuriated nonetheless now that we know what the game looks like i had to stop myself from saying something a little more colorful let's just take a peek at the game all right so here's our NYC skate game should be in outputs right yes all right it's not quite as good as the quen 3.8 model but that model does have 800 billion more parameters does that say NYC skate on the ground it's inverted but it does and it says established 1999 all right sounded like the beginning of the Van Halen song I don't know what exactly is all right let's just maybe not do that same thing there are sound effects though I don't normally hear sound effects can we actually move beyond all right not quite I will say it's not wonderful that's actually kind of cool though the way it like stylized the game title nice nice well we don't need to do the drum kit sim the trees are quite reminiscent of a poo if i were to be honest but all right the legs are like kicking this may be the funniest skate game result we've ever seen which is you know something all right we have a street sign there the text is a little sideways as are the building faces this is definitely a troubled result however i do like the water fountain shooting out i believe that was something I've seen. I've seen that in, I think the Quinn result. Now here's what I would like to just quickly do for some reference. This is the result we received for the C++ skateboard test from the preview version of DeepSeek V4. We can see right here, I'm going to turn the speaker off. This is pretty bad. It was like so bad that I actually remember to go to this specific thing just to showcase it. So the leap in capability based off of what we see right here to what we just saw in the skate game that it had created for us, which we can just look at in these screenshots here, is still pretty significant. Next up, I'm giving it the subway FPS test. I've also added on to the end of the prompt. Don't worry about checking over the script. I will manually check it and if there are issues, I will report them back to you just because this will really like extend every single result by like two times in terms of like time-wise length just in the interest of something I could do visually in like five seconds and then be like hey this doesn't work so we're gonna do that just to maybe like keep things a little tighter all right so it did finish the subway fps game the problem is it just keeps trying to do like troubleshooting which it's not good at doing on this system for some reason all right let's check out our subway fps Montrand Avenue. All right. I'm going to turn the speaker on. So it gave us two options. We can either explore the station. Okay. It's, Hey, you know what? I think that is the best subway car that I've ever seen drawn in this test. And you're going to be like, well, it doesn't look that great. I know. It's just that they never really include these. And when they do, they're not really very good. So this actually, what was that? If that thing starts moving, I would have probably become more excited than would be reasonable for, you know, responding to such thing. This is very clean. It's simple. It's nothing that's blowing me away, to be completely honest with you. Queens Boulevard line. Okay, we have stairs. We have some lighting elements and things of the sort. We have ace, if you want to go that side. And then tunnels, like indicators for the train's trash bin, floating particles, more simple, and we can't go up the stairs, which is fine. We don't want to. Now, of course, the other feature that was included here is the FPS. So let's go back to menu and then enter the survival FPS. Let's see if it changes the lighting or anything. Oh my, that's a good weapon model does it how oh it does I think yeah it does it's like smooth now I don't see any enemies look at when we run it's like a waddle all right so uh the big thing I'm noticing here is there are no zombie enemies so Good reload. The waddle is just kind of funny. Weird. Hey, look, there are shell casings that actually drop. That's kind of cool. All right, this is like, yeah, it's kind of mid. So I'm going to give it a feedback piece. Now I stopped it because it was just like, it had finished and it was like, I can't use this in the headless environment to check. And at that point, it's easier to just check it and tell it what's wrong. So I'll give it that honest feedback. So supposedly our fixed and polished version of the Subway FPS is completed. Let's just take a peek at it. The sound is on. All right. Interesting. I think it swapped the positioning of the buttons. So, ooh, all right. Seven hostiles. It's showing me in the top right. I unfortunately just can't locate them. I would have expected it to have done better. And again, this is one where we could go back and reference the previous model of this. So basically the preview version, it was significantly less detailed than this was. Though unfortunately, we don't have enemies and given the amount of time it took as well as the kind of multiple times I told that there were no enemies I'm regrettably going to call this one. Next up I'm giving this a difficult task to create a 3D model of an RB26 inline-six engine. It must be something that can be 3D printed with little to no support and fit inside of it a tiny DC motor called an N20 motor because this is something that I've told it should like work with my RC car project. Actually I don't think that's specifically in this prompt but that's the whole point of this where this is it should understand and it will scale it properly to that motor so far I've run this test with a few intelligent models and I've never really received anything that was actually worth printing so hopefully sooner than later that will change so our 3d model task is pretty interesting because it's just doing a lot of research on like the actual proper orientation of specific items on this engine like where's the downpipe which is an exhaust component what side is it what is the intake side? What is the exhaust side? Intake, plenum, left or right? So I do like to see the amount of like intricate research that's going into the culmination of this model creation. And it would be really awesome for like us to get a model for this task that's actually printable. It would be the first one. So in one hour and 10 minutes, we received our 3D model response. This is a very, very intricate, just bit of text about the thing it made. Now, of course, the other part of that is actually just taking a look at what it looks like though once I remember what I named this folder we will be able to take a peek assembled display stl I would imagine that to be the case please be good I've really like I need a good one for these actually it's sideways son of a gun this did a really good job this is actually like so far the best one it's not perfect we have some sideways turbocharger issues though i mean this is all right let's let's peek at this in open scad there are a bunch of individual pieces for this so we also want to see if the engine that we told it needs to fit inside the little remote control car engine let's see if it has any hope of properly fitting research it has a research folder right here just showing like a bunch of images and stats for this motor very cool though and here we have some better preview renders. This is definitely well done. Turbo side, okay, underside, all right. It's not something that's going to really easily be 3D printable, although I guess I can't make that determination because this comes in multiple pieces. So it's not designed to be printed as we first saw it just in one lump like this. It's designed to be printed separately. I would like to see. Let's look now at just the single first piece, which is ideally where it would be placing the 3D printed motor that would go in it. Unfortunately, printing this without supports is just not an option in any potential orientation that we see right here, which is a bit frustrating. It almost seems like it has these posts and holes in it to be able to snap fin on other parts, which is cool. Okay. Yep. And I think those are definitely like attachment posts, which is pretty cool. This one would be able to be printed more or less without any supports if we were to put it flat. Then this should have the Nissan logo or at least a text Nissan written on it. Yep and this one's quite well done. No issues here. The oil pan. Oh no. Okay this is where we this is where we decide we're not going to be trying to print this. I'm not disappointed but I'm not super impressed either so I suppose I am lukewarm when it comes to judging this definitely if we just look at this as a render even forget about looking at the individual parts there because it's not really going to be feasible to print this it did a really decent job just assembling it the research that went into this I think is almost probably like I hate to sound like an AI here but like the story isn't the model it's the research that went into it that's generic like AI slob. It really did a lot of decent research here. I mean, did it find this and download it just to see? No. Okay, so this is something it maybe made or maybe probably found online just to be able to better assess what the size of this asset is. But it took a lot of care to ensure that what it tried to generate would have hypothetically fit the specific specifications that were denoted in the original prompt. So not half bad. I'm also going to give this a simple front-end design test where it needs to create the watch website. So it has to have a pretty cinematic panning effect over a 3D watch asset that it creates. I didn't specifically, okay, no, I did specifically denote that the watch needs to be a 3D model. So we'll see how competent it is at putting the entirety of this together. So in one hour and 30 minutes, we got our watch front-end result. It again seems to have a pretty substantial like just list of what was built here. So let's take a look and see how it is. Beautiful watch front end website. That's actually so close to excellent. The big problem is this, I would assume is the watch strap sticking out. This is 3D. So don't be fooled by its 2D-ishness look. It is actually 3D. It's slowly panning too. I really, okay. So a couple of things I do like the wooden background and then this like leather card or pad that this watch is placed on. Additionally to that, the face looks really good. The materials look very good. It's just like an overall, it's a high-end aesthetic, which is exactly what we go for when performing this test. Now, that's actually, that right there looks good. The, let's just sit and appreciate for a minute. Okay, yeah, that, maybe I could have done without that, but it's definitely quite something. And then look at the way that goes away as soon as we start to scroll down. Quiet luxury measured in seconds. Sunburst dial. Okay, it has like a material card here. The sapphire crystal is perhaps something I would have maybe omitted from this section, but the dial looks good. Two watches, one point of view. Please render them. Oh, look at that. That is sick. That really looks pretty good. I love the way they're placed on the table. really the big thing letting it down is just this leather slab is inhibiting our view of these beautiful straps this one is the stainless steel option this one is the gold option and priced accordingly i would imagine yeah although i would say the jump in price of like that is the negligible amount to get the gold one i'd probably go with this one personally oh cool and these ones we can freely rotate so that helps a bit watch hands, but that's okay. I'll forgive it for that. But these are pretty darn cool. These are well drawn, I would say, especially the numeral indicators. Look at the way that they actually have multi-material on them. So they're not just like one static material, it's gold and then black infill or silver and then black infill as well. So that's some attention to detail I do like seeing as well as the kind of brushed material look on the stainless steel and the gold. It's probably weird we're like assessing like a 3D watch, but it just shows like some capability. Okay, that looks pretty good right there. And then we have a clean footer as well. I like this. I'm happy with this. Even though it's like not perfect, it's darn close. So next up, just here from within Codex, and I can't show this full prompt because it has an API key. I'm giving this the full-on cinematic Steve the PC repair game test where it needs to create a cinematic game. It needs to create voice assets for these characters just by using an OpenAI API key that I've given it, and it needs to make a fun game that is enjoyable and playable. I will assess this is probably going to take north of an hour so we're just going to basically leave codex here in the background the beta desktop version of it to complete this task and we'll maybe work on some other things in the meantime so our steve the pc repairman cinematic game completed in basically 65 minutes so a little over an hour all right here's how to play i'll probably just do what it says here not assume that it's already running this in some server for us So, okay. Episode one, the Azure Palm job. Okay. Click to begin. Headphones recommended. We have a speaker. All right. My name is Steve. This is good. I fix computers. Well, okay. Most of my clients are old enough to remember when a hard drive was a luxury item. They pay what they can afford and I make it work. It is honest business. Oh. Thank you, dear. The screen kept telling me the date was 1980. And I thought, well, I have been time-traveling long enough. Fresh battery. Your computer now believes it is 2026. I will bring you oatmeal cookies on Tuesday. Same as the rest of us. And give Mr. Buttons a scratch behind the ears for me. Let me walk you out, ma'am. I'll be right with you, Mr. Thomas. The speech overlays itself. You are a good boy, Stephen. If that quiet man needs a computer fixed, you be patient with him. I like punctual. Door is unlocked. Coffee is warm. A man. What is the job? Victor Kane. For two years, I've done a silver hat. See the head tilt movement back and forth is actually, there's three people talking now. And by him, Pentao. Private security. The client wants his legend. Some people would like to ask him questions. Slowly, the client pays 100% upfront. I would like to be paid. is also a so in the case all expenses first class tickets this is why we work together name of one and called more the top tray is a normal pieces files on a laptop sounds like a little describing every room cameras 14 leaves in it quiet is my second favorite this profession I will not ask what the first is the phone rings when the helicopter is ready 40 cutscene over thank goodness click to take control all right aside from the sounds being just totally messed up this is actually pretty decent okay the cat is there's definitely some geometric issues what are we supposed to do take the briefcase when you're ready okay where is it well pet buttons don't look at me like that buttons Easter egg man's gotta eat okay where's the briefcase all right we have inventory zip ties okay eat it continue all right is it gonna put Miami, palm trees, humidity, and one very bad man who preys on people who knit. Mmm. Champagne. Perhaps. Coffee. Black. Like my, well, coffee. Black. Asset confirmed at the resort. Poolside at noon. Oh, poolside? Housekeeping enters the suite at 10 and 2. Camera coverage. Lobby. Elevator. There is no dog. Blind spot. The west service stairwell. I think we just saw a glimpse of the pool. Alright. Oh, great. Azure Palm Resort. Click to take control. It's even got like the like low rent wallpaper that you'd expect at one of these joints. Oh, wow. This is actually like kind of intricate. Oh, good. Okay. I was worried we wouldn't be able to just walk through the walls. But okay. We can toss a coin in the fountain. Your wish. No more CMOS errors. 50-50. It seems like Steve's shop in the airplane scene is like oddly placed inside of the location we're supposed to be at. Let's just ignore that. So check in at the front desk and then reach the 17th floor. Welcome to the Azure Palm. Checking in, Mr. Me. Coulter. Stephen Coulter. Mr. Me. I believe I have a reservation. Room 1408, partial ocean view. I do apologize. The ice machine on your floor is out of order. Story of my life. All right, we now have a room key in our inventory, so is this the elevator? Oh. What is that? Reach. Okay, west service stairwell. Let's just assume this is north. Good. like what well that is frustrating because it gave us this really like anticipatory music. I'm sure there's a far better terminology for what I was about to say. My name is Steve. Oh, no, don't. I'm not. Okay. Yep. Most of my clients are old enough to remember when a hard drive was a luxury. All right. We got most of the way, I think. This is a test that more often than not, we don't complete it. I will say the elements of this judged individually. Definitely the pieces were all there. I don't know that the puzzle made the correct picture that was shown on like the puzzle box but it was pretty darn close and I saw some truthfully this did a better job than I expected especially considering like the subway scene game and things like that so I'm actually I'm okay with this so the final thing was of course the street yeet game which is weird because this piece of text moving up and down like that while this one remains completely static makes me uncomfortable in some level so this is a Bijan issue to just run it in a server. One fist, zero mercy. I already like this. Oh, it seems like good music all right all right all right let's just explore the city real quick i don't even know okay so i saw a car get like this one's actually kind of fun excuse me excuse me pardon me it does like a like a okay i don't know that we hit is that a can we eat the bike bonk Oh, jaywalking pedestrian. Can we punch this parking meter? Yeah, we can just everything except the buildings. All right. There's unfortunately the orientation of some of these things is not quite right. We can see that we're moving sideways when we move forward. and the cars are also sorry pal and it's interesting how they uh interact with the scenery as well can we eat this statue i don't think we can but oh yeah we can all right i will say the cartoonness of this game is actually kind of well done i don't know how easy that is to assess just watching someone play it but like The pacing is decent. I think maybe that's attributed to the music as well. But the way that when you actually, all right, the loop is getting a little repetitive. When you actually yeet the things and they also go and interact with other items in the environment. So like how that will bounce off the building and then maybe hit other things in the path. That's pretty cool. And this was, this was actually quite arcade style and playable. Our score is going up. We have combo multipliers. Overall, Street Yeet here is a success. Alright, so that is probably going to conclude our first look and test of the general availability DeepSeek V4 Pro, the 0813 model designation. Now, this is definitely an improvement over the preview version. That felt pretty undercooked, and I was not at all impressed with it, but if we look back at some of the tests that were run in that video, which is on the channel, we ran some of the same ones today. This is a significant improvement. I would say, though, I think the Flash model impressed me more than this, especially considering the size of it. This has a bit more competition, but again, it is a big leap on its predecessor, which I guess is what we like to see. I was impressed a few times with some things, like basically results within results. The cinematic Steve the PC repair game, it actually had some elements to it that were like, hey, you know, it kind of thought this through. Just the way when they were speaking, their heads were like moving back and forth, not the weird chin thing that was happening. I'm not sure what happened there. The music it included in both that game and then the Street Eat game were actually like they definitely fit the scene that it was drawing here and it did a good job making the Street Eat game very cartoonish and the playability of it felt good I guess for lack of a better term. The model that we got of the engine was actually it wasn't printable so unfortunately maybe it failed to like check that box in the specific task however if we just look at one of the previews right here. It did a pretty decent job, definitely better than the other models I've tested this with, though I have not tested this specific prompt with any big beefy Frontier models yet, so keep that in mind as well, but it definitely had some chops here, and the amount of research it did to actually get to that point was quite a lot. We have all the things in here, downloading these images when it doesn't have vision, so I'm not quite sure what to make of that, but nonetheless, I think probably the biggest point of frustration for me is it just goes all out when trying to actually ensure that every aspect of every line of code it made is correct. And with a model like this where it does not have vision, sometimes it takes longer and there is a cost thing to it as well. Assuming you're going to be paying to use these models, it just sometimes is simpler to have it make the result, not try to do like overviews and checks and follow-ups. You look at it yourself and then tell it what's wrong and tell it to fix it. Having to just go all out and it trying to fix it adds a lot of time and expense and tokens to the task, which maybe is more of a consideration when doing zero shot tests like this. But I find that something I've consistently had frustrations with as well as with the flash model, where if I'm having them make like a street heat, it's easier if they just spit the script out, I test it and say, hey, the buildings are disappeared and then it fixes it. Rather than it trying to go through and like, well, let me try to spin up a headless browser and then I'll take a screenshot and like do a heat map because it can't actually see it or some other function. So it's a little token happy. I did run it on the highest potential reasoning mode so that could be attributed to it as well but I still would like to be able to do that without it like going all out to try to make sure it's polishing every aspect of the script because I want max performance. I just don't need that level of depth. So that may be a personal complaint. But you know, so for the final thing, let's take a look at everything we spent for the entirety of this test. We can see right here that all cost $1.91. So that was pretty darn cheap. And you do have to remember this is going to be increased their API prices. They say significant increase expected, but I mean, a significant increase might be like, okay, the entirety of this test was $8 or something, which is still in perspective, not horrible. The Quinn 3.8 max test video that we did a few weeks ago or like a week or two ago, that was about $32. So keep that in mind as well. That may be a bit more performant than this, but there is going to be a pricing consideration as well. And this was very, very, very cheap. It won't remain that cheap, but even if it gets five times as expensive, it's still not horrible. I suppose that's going to conclude our first look and test of the 0813 DeepSeek V4 Pro model, the general availability version. And this is now out of preview and that's just pretty exciting. Basically now I think I'm going to test Grok 4.6 because that also came out today and then I believe Friday QN 3.8 27b is coming out so that will be exciting as well. Seems like there's been this has been like a pretty busy week in terms of auto releases so that's cool also and when MuseSpark 1.2 comes out that's going to be awesome. I don't know how big it is but I'm very excited to try to run it locally. So with that if you have any questions please feel free to leave them in the comments and thanks for watching.