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It all started with fake frames, now its evolving onto fake graphics? Imagine if FSR, XeSS and PSSR started embracing this kind of upscaling. In the same game, you will have different looking outputs for every different upscaler because these AI models wont be trained on the same data....

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NikTek

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42,066 次观看 • 6 个月前 •via X (Twitter)

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During DLSS 5 Hands-On Video, YouTube creator Hot Hardware asked Nvidia employees this question about the computational cost of DLSS 5 when you move around in the game and it really caught my eye on how they hesitated on showing any DLSS 5 footage during motion. Every time that he moved the character, he would turn off DLSS 5 first then move to a different in-game location and then turn it on, or if DLSS 5 was turned on the movement was very slow and controlled. I know this is still work in progress, but it really begs the question "why wouldn't they show any this?" or "why show DLSS 5 this early?" I tried freezing some shots when another character is in motion to check if there are any artifacts when DLSS 5 is turned on. As suspected, I did come across some artifacts with UI elements, character popping out of the UI element and ghosting/artifacts behind the character. Its still not the best way to judge these small details that you can clearly see if a footage is recorded in-game, but then again its not like Nvidia provided any of them during DLSS 5 marketing campaign. Whenever this is still going to be present by the time DLSS 5 launches remains to be seen, however as of right now it doesn't look like it will handle fast-paced motion quite well and I don't know how well this "controlled AI-generated" rendering will scale to weaker GPUs in the RTX 50 series
1:35

During DLSS 5 Hands-On Video, YouTube creator Hot Hardware asked Nvidia employees this question about the computational cost of DLSS 5 when you move around in the game and it really caught my eye on how they hesitated on showing any DLSS 5 footage during motion. Every time that he moved the character, he would turn off DLSS 5 first then move to a different in-game location and then turn it on, or if DLSS 5 was turned on the movement was very slow and controlled. I know this is still work in progress, but it really begs the question "why wouldn't they show any this?" or "why show DLSS 5 this early?" I tried freezing some shots when another character is in motion to check if there are any artifacts when DLSS 5 is turned on. As suspected, I did come across some artifacts with UI elements, character popping out of the UI element and ghosting/artifacts behind the character. Its still not the best way to judge these small details that you can clearly see if a footage is recorded in-game, but then again its not like Nvidia provided any of them during DLSS 5 marketing campaign. Whenever this is still going to be present by the time DLSS 5 launches remains to be seen, however as of right now it doesn't look like it will handle fast-paced motion quite well and I don't know how well this "controlled AI-generated" rendering will scale to weaker GPUs in the RTX 50 series

NikTek

210,606 次观看 • 6 个月前

Nvidia recently showcased DLSS 5 again being used in character face models and talked about how developers are able to control the intensity of DLSS 5 being applied for “creative freedom”. However, if you look closely at the video when they move the slider, the character face structure (especially on the nose) changes significantly, this is one thing that I don't think generative AI gets right, especially during motion. There are also three different models trained on different data resulting in multiple looks that the developers can also choose from.
0:38

Nvidia recently showcased DLSS 5 again being used in character face models and talked about how developers are able to control the intensity of DLSS 5 being applied for “creative freedom”. However, if you look closely at the video when they move the slider, the character face structure (especially on the nose) changes significantly, this is one thing that I don't think generative AI gets right, especially during motion. There are also three different models trained on different data resulting in multiple looks that the developers can also choose from.

NikTek

77,758 次观看 • 2 个月前

You might have seen some posts that Highguard runs at a fake in-game resolution, but its not exactly what you think. Steam User Captain_SmellyRat noticed this issue first by pointing out that if you set render scale at 100%,the game would still show 80% of the resolution in DLSS hud UI. So If you're playing at 1080p, the internal resolution would be 864p and If you don't change the default render scale (which seems to be always set to 75%) the final resolution would be 648p. However it turns out that the in-game resolution is changed in value directly from post-processing settings that you set. Post-processing quality settings would change the internal resolution as follows: Low - 80% of in-game resolution Medium - 90% of in-game resolution High - 100% of in-game resolution If you're playing at high settings, you will not notice the game looking blurry, but if you play at medium or low settings, the game will look extremely blurry even though you think you're playing at 1080p or 4k. I find it weird that post-processing quality directly affects the internal game resolution, but if you're playing the game and it looks blurry to you, make sure you set the post processing quality to high. Whenever this was intentional or not to achieve a higher FPS, I don't exactly know. However, I still think the developers should have clarified what each settings affects the game, which in this case here it directly affects the resolution.
0:35

You might have seen some posts that Highguard runs at a fake in-game resolution, but its not exactly what you think. Steam User Captain_SmellyRat noticed this issue first by pointing out that if you set render scale at 100%,the game would still show 80% of the resolution in DLSS hud UI. So If you're playing at 1080p, the internal resolution would be 864p and If you don't change the default render scale (which seems to be always set to 75%) the final resolution would be 648p. However it turns out that the in-game resolution is changed in value directly from post-processing settings that you set. Post-processing quality settings would change the internal resolution as follows: Low - 80% of in-game resolution Medium - 90% of in-game resolution High - 100% of in-game resolution If you're playing at high settings, you will not notice the game looking blurry, but if you play at medium or low settings, the game will look extremely blurry even though you think you're playing at 1080p or 4k. I find it weird that post-processing quality directly affects the internal game resolution, but if you're playing the game and it looks blurry to you, make sure you set the post processing quality to high. Whenever this was intentional or not to achieve a higher FPS, I don't exactly know. However, I still think the developers should have clarified what each settings affects the game, which in this case here it directly affects the resolution.

NikTek

20,832 次观看 • 7 个月前

What DLSS 5 is and isn't, visualized: Top is Bodycam Game BODYCAM with DLSS 5 injected on a local game. Bottom is the same footage ran through Seedance 2.5 to be reimagined as a jungle trench. DLSS 5 doesn't make your game look real, it's just additional shaders to fix lighting. It doesn't mess with meshes, textures, or anything else, DLSS 5 is literally the same thing as shader packs for Skyrim or whatever with ENB. The AI version has issues as the base footage was lacking the brightness, animations, and visuals to indicate when a weapon swap occurred. If you see anything wildly different, it's because the bump maps for that object are getting shaded like never before. Please note, Nvidia themselves have said that DLSS 5 will need to be tuned by each game developer and isn't meant to be used at random, but there it is. Anything else people have shown is wildly inaccurate.
0:21

What DLSS 5 is and isn't, visualized: Top is Bodycam Game BODYCAM with DLSS 5 injected on a local game. Bottom is the same footage ran through Seedance 2.5 to be reimagined as a jungle trench. DLSS 5 doesn't make your game look real, it's just additional shaders to fix lighting. It doesn't mess with meshes, textures, or anything else, DLSS 5 is literally the same thing as shader packs for Skyrim or whatever with ENB. The AI version has issues as the base footage was lacking the brightness, animations, and visuals to indicate when a weapon swap occurred. If you see anything wildly different, it's because the bump maps for that object are getting shaded like never before. Please note, Nvidia themselves have said that DLSS 5 will need to be tuned by each game developer and isn't meant to be used at random, but there it is. Anything else people have shown is wildly inaccurate.

Don P Bongwater

364,726 次观看 • 18 天前

Borderlands 4 Performance Summary in 2 minutes: 0:00 - Native Res Badass Settings the game runs bad 0:30 - Upscaling Performance Mode Badass Settings, the game barely manages to hit 60FPS 1:20 - Frame Gen turned on and now you have 100 FPS Some people will turn all these settings on and be happy with it but in my honest opinion these are used as crutches to make the game look as if it performs good. Borderlands 4 has a certain art style that doesn't look like it needs these kind of settings to be turned on to play at a high framerate but sadly it does and you can defend this if you want but the future of gaming looks bleak, using this tech to not optimize the games further will just result in input latency increase as every game will be delivered with frame-gen turned on in the devs mind.
1:53

Borderlands 4 Performance Summary in 2 minutes: 0:00 - Native Res Badass Settings the game runs bad 0:30 - Upscaling Performance Mode Badass Settings, the game barely manages to hit 60FPS 1:20 - Frame Gen turned on and now you have 100 FPS Some people will turn all these settings on and be happy with it but in my honest opinion these are used as crutches to make the game look as if it performs good. Borderlands 4 has a certain art style that doesn't look like it needs these kind of settings to be turned on to play at a high framerate but sadly it does and you can defend this if you want but the future of gaming looks bleak, using this tech to not optimize the games further will just result in input latency increase as every game will be delivered with frame-gen turned on in the devs mind.

NikTek

359,686 次观看 • 1 年前

Did Cyberpunk 2077 just beat GTA 6 graphics? The NVIDIA DLSS 5 Neural AI leak allows modders to enable it for nearly any game now, from Gatcha games to Skyrim and now Cyberpunk 2077. YouTuber Swurvgaming shows off maxed out DLSS 5 Neural Rendering, which uses AI to render characters extremely realistically with higher fidelity than even GTA 6 arguable. Whether or not you like the look is something else. Many are calling it the worst thing they've ever seen, with uncanny valley and AI slop accusation. If you look at my other posts like DLSS 5 on Skyrim, you will see the look can be subtle too and there are sliders you can use to tune it. Subtle is better, IMHO. This is done via the RenoDX mod, which unlocks a still experimental NVIDIA DLL feature. This technology was first demo's by nVidia and took TWO 5090's to run. Now it's running at 30fps on a 5060 for many games like CONTROL. I think this tech is going to start dominating games, not just for realism, but for stylized looks and refreshing older games like Skyrim, where the tech works without that feeling of creepy alienation. This is just one filter. With AI you can train it for a lot of different looks, like Anime or even something like Arcane. Changing the look of a game will be something available at the flick of a switch and personalized by you, the player's taste.
0:52

Did Cyberpunk 2077 just beat GTA 6 graphics? The NVIDIA DLSS 5 Neural AI leak allows modders to enable it for nearly any game now, from Gatcha games to Skyrim and now Cyberpunk 2077. YouTuber Swurvgaming shows off maxed out DLSS 5 Neural Rendering, which uses AI to render characters extremely realistically with higher fidelity than even GTA 6 arguable. Whether or not you like the look is something else. Many are calling it the worst thing they've ever seen, with uncanny valley and AI slop accusation. If you look at my other posts like DLSS 5 on Skyrim, you will see the look can be subtle too and there are sliders you can use to tune it. Subtle is better, IMHO. This is done via the RenoDX mod, which unlocks a still experimental NVIDIA DLL feature. This technology was first demo's by nVidia and took TWO 5090's to run. Now it's running at 30fps on a 5060 for many games like CONTROL. I think this tech is going to start dominating games, not just for realism, but for stylized looks and refreshing older games like Skyrim, where the tech works without that feeling of creepy alienation. This is just one filter. With AI you can train it for a lot of different looks, like Anime or even something like Arcane. Changing the look of a game will be something available at the flick of a switch and personalized by you, the player's taste.

Grummz

339,666 次观看 • 26 天前

If you satisfied with this, please block me. Because, this is equivalent to giving someone the same gift but you just got it from a different store and put it in different wrapping paper. It's literally shit that was in the BASE GAME. Be fuqin for real now....
1:00

If you satisfied with this, please block me. Because, this is equivalent to giving someone the same gift but you just got it from a different store and put it in different wrapping paper. It's literally shit that was in the BASE GAME. Be fuqin for real now....

Fine #TeamKYKelly ﾒ૦ﾒ૦💋

31,275 次观看 • 14 天前

Peter Thiel on $NVDA (about a year ago): It is probably quite tricky. If you had to concretize it, one thing that is very strange is if you just follow the money, at this point 80 to 85% of the money in AI is being made by one company, it is NVIDIA. It is all on this very weird hardware layer, which Silicon Valley does not even know very much about anymore. We do not really do hardware, we do not do silicon chips in Silicon Valley anymore. I get pitched on these companies once every three or four years, and it is always, I have no clue how to do this, it sounds like a pretty good idea, but man, I have no clue, and we never invest. There is this theory that the hardware piece makes the money initially, then gets more commodified over time, and it will shift to software. And the, I do not know, multi trillion dollar question is whether that is going to be true again this time, or whether NVIDIA will have this incredible monopoly. I suspect NVIDIA will. I think it will maintain its position for a while. I think the game theory on it is something like this. All the big tech companies are going to start trying to design their own AI chips so they do not have to pay the 10x markup to NVIDIA. How hard is it for them to do it? How long will it take? If they all do it, then the chips become a commodity and nobody makes money in chips. So do you go into hardware? You should do it if nobody else is doing it. If everybody does it, you should not do it. I am not sure how that nets out, but probably people stay stuck for a while and NVIDIA goes from strength to strength for a while.
1:55

Peter Thiel on $NVDA (about a year ago): It is probably quite tricky. If you had to concretize it, one thing that is very strange is if you just follow the money, at this point 80 to 85% of the money in AI is being made by one company, it is NVIDIA. It is all on this very weird hardware layer, which Silicon Valley does not even know very much about anymore. We do not really do hardware, we do not do silicon chips in Silicon Valley anymore. I get pitched on these companies once every three or four years, and it is always, I have no clue how to do this, it sounds like a pretty good idea, but man, I have no clue, and we never invest. There is this theory that the hardware piece makes the money initially, then gets more commodified over time, and it will shift to software. And the, I do not know, multi trillion dollar question is whether that is going to be true again this time, or whether NVIDIA will have this incredible monopoly. I suspect NVIDIA will. I think it will maintain its position for a while. I think the game theory on it is something like this. All the big tech companies are going to start trying to design their own AI chips so they do not have to pay the 10x markup to NVIDIA. How hard is it for them to do it? How long will it take? If they all do it, then the chips become a commodity and nobody makes money in chips. So do you go into hardware? You should do it if nobody else is doing it. If everybody does it, you should not do it. I am not sure how that nets out, but probably people stay stuck for a while and NVIDIA goes from strength to strength for a while.

Wall St Engine

824,912 次观看 • 10 个月前

There are two things worth pointing out about upscaling in #AssassinCreed Black Flag Resynced. 1. Incorrect resolution scaling with Balanced and Performance modes: Using Balanced or Performance with any upscaler causes the game's Resolution Scale (output resolution) to drop, which also lowers the internal render resolution. As a result, these modes apply incorrect scaling and the image quality is noticeably worse than it should be. For now, the workaround is to set the Resolution Scale to 100% and manually adjust the Max Dynamic Resolution (internal resolution) to match the expected scaling for Balanced or Performance mode. 2. The game defaults to the older DLSS 3 CNN model: By default, the game uses the older DLSS 3 Preset E. While it's still a fine option, it doesn't match the image quality of the DLSS 4 Transformer model (Preset K) or the newer DLSS 4.5 (Preset L and M). So I highly recommend forcing at least Preset K through the NVIDIA App (or another tool). Even on RTX 20/30 series GPUs, with Preset K, you can maintain the same performance as before while getting better image quality by using a lower upscaling mode, like Balanced instead of Quality. Hopefully Ubisoft Support fixes the scaling issue and adds an in-game option to choose between DLSS 3, DLSS 4, and DLSS 4.5.
1:43

There are two things worth pointing out about upscaling in #AssassinCreed Black Flag Resynced. 1. Incorrect resolution scaling with Balanced and Performance modes: Using Balanced or Performance with any upscaler causes the game's Resolution Scale (output resolution) to drop, which also lowers the internal render resolution. As a result, these modes apply incorrect scaling and the image quality is noticeably worse than it should be. For now, the workaround is to set the Resolution Scale to 100% and manually adjust the Max Dynamic Resolution (internal resolution) to match the expected scaling for Balanced or Performance mode. 2. The game defaults to the older DLSS 3 CNN model: By default, the game uses the older DLSS 3 Preset E. While it's still a fine option, it doesn't match the image quality of the DLSS 4 Transformer model (Preset K) or the newer DLSS 4.5 (Preset L and M). So I highly recommend forcing at least Preset K through the NVIDIA App (or another tool). Even on RTX 20/30 series GPUs, with Preset K, you can maintain the same performance as before while getting better image quality by using a lower upscaling mode, like Balanced instead of Quality. Hopefully Ubisoft Support fixes the scaling issue and adds an in-game option to choose between DLSS 3, DLSS 4, and DLSS 4.5.

BenchmarKing

38,817 次观看 • 2 个月前

Jensen Huang says the gamers calling DLSS 5 'AI slop' got it backward — the artist still owns every frame. Lex asked Huang about the gamers calling DLSS 5 "AI slop." Huang didn't dodge. "I don't love AI slop myself," Huang says. "All of the AI generated content increasingly looks similar, and they're all beautiful." "I'm empathetic towards what they're thinking." "That's just not what DLSS 5 is trying to do." Then he named what DLSS 5 actually is: "DLSS 5 is 3D conditioned, 3D guided. It's ground truth structure data guided." "The artist determined the geometry. We are completely truthful to the geometry." "It's conditioned by the textures, the artistry of the artist." "Every single frame, it enhances but it doesn't change anything." AI slop generates without permission. DLSS 5 generates with the artist's blueprint. Same technology. Opposite intent. P.S. I made a playbook breaking down 100+ most powerful decision making mental models used by history's greatest thinkers. 5,000+ downloads. 113 five-star reviews. Grab a free copy here: If you're new here, follow GeniusThinking for content on the greatest minds in economics, psychology, and history. — Jensen Huang ( NVIDIA ), NVIDIA CEO, on Lex Fridman's ( Lex Fridman ) podcast
2:12

Jensen Huang says the gamers calling DLSS 5 'AI slop' got it backward — the artist still owns every frame. Lex asked Huang about the gamers calling DLSS 5 "AI slop." Huang didn't dodge. "I don't love AI slop myself," Huang says. "All of the AI generated content increasingly looks similar, and they're all beautiful." "I'm empathetic towards what they're thinking." "That's just not what DLSS 5 is trying to do." Then he named what DLSS 5 actually is: "DLSS 5 is 3D conditioned, 3D guided. It's ground truth structure data guided." "The artist determined the geometry. We are completely truthful to the geometry." "It's conditioned by the textures, the artistry of the artist." "Every single frame, it enhances but it doesn't change anything." AI slop generates without permission. DLSS 5 generates with the artist's blueprint. Same technology. Opposite intent. P.S. I made a playbook breaking down 100+ most powerful decision making mental models used by history's greatest thinkers. 5,000+ downloads. 113 five-star reviews. Grab a free copy here: If you're new here, follow GeniusThinking for content on the greatest minds in economics, psychology, and history. — Jensen Huang ( NVIDIA ), NVIDIA CEO, on Lex Fridman's ( Lex Fridman ) podcast

GeniusThinking

13,519 次观看 • 3 个月前

Jacob Tierney discusses his process for writing Heated Rivalry and outlining season two: "The book [Heated Rivalry] is in five parts and very quickly I was like, part one, episode one. Part two, episode two. It was very clear to me. …So in this case, I actually did not outline. Because I was just using these parts of this book, and I knew these books so well at this point. Something that I did, and that I'm trying to do again now when I'm writing the new season, is I'm trying to use—Because there's a dreaminess to this show, I try to use my memory as a guide. I'm like, what do I remember? And then I try to give primacy to the stuff that I remember and that has stuck in my brain all these years with this story. So I’m like, oh I have to do that! And that's a nice way for me to kind of center things. Where if I have to do that, then it means maybe I don't have to do this, and it maybe means I want to combine or collapse different things. Because if this is going to take up—If one incident that I'm thinking of is going to take up the space in an episode that I think of as the heart, …then you don't need to do a first version of it in the same way, you know? Little things like that. That being said, for this season because I'm working with a co-writer as well, we have outlined everything. And every time, I do approach outlining like a teenager, where I'm like, [modulates voice] I don't want to. But then when I do it, I'm always like, why don't I always do this? It makes everything so much easier. So I kind of gaslight myself in that way." ✍🏼 transcription via Heated Rivalry News & Updates. Please credit if reposting. 🗣️ quote via q&a with Stage 32 on March 24, 2026. 🔗
2:12

Jacob Tierney discusses his process for writing Heated Rivalry and outlining season two: "The book [Heated Rivalry] is in five parts and very quickly I was like, part one, episode one. Part two, episode two. It was very clear to me. …So in this case, I actually did not outline. Because I was just using these parts of this book, and I knew these books so well at this point. Something that I did, and that I'm trying to do again now when I'm writing the new season, is I'm trying to use—Because there's a dreaminess to this show, I try to use my memory as a guide. I'm like, what do I remember? And then I try to give primacy to the stuff that I remember and that has stuck in my brain all these years with this story. So I’m like, oh I have to do that! And that's a nice way for me to kind of center things. Where if I have to do that, then it means maybe I don't have to do this, and it maybe means I want to combine or collapse different things. Because if this is going to take up—If one incident that I'm thinking of is going to take up the space in an episode that I think of as the heart, …then you don't need to do a first version of it in the same way, you know? Little things like that. That being said, for this season because I'm working with a co-writer as well, we have outlined everything. And every time, I do approach outlining like a teenager, where I'm like, [modulates voice] I don't want to. But then when I do it, I'm always like, why don't I always do this? It makes everything so much easier. So I kind of gaslight myself in that way." ✍🏼 transcription via Heated Rivalry News & Updates. Please credit if reposting. 🗣️ quote via q&a with Stage 32 on March 24, 2026. 🔗

Heated Rivalry News & Updates

60,684 次观看 • 6 个月前

Here's a direct comparison between native TAA VS DLSS 4.5 VS FSR 4 Redstone in Cyberpunk 2077. For this comparison I've used the same in-game save file, game settings and the latest drivers on both machines. The first clip shows Cyberpunk 2077 running at 1080p using native TAA. The second clip shows the game rendered at 1080p then using DLSS 4.5 preset M to upscale it to 4k Third clip shows the game rendered at 1080p then using FSR 4 Redstone to upscale it to 4k
0:31

Here's a direct comparison between native TAA VS DLSS 4.5 VS FSR 4 Redstone in Cyberpunk 2077. For this comparison I've used the same in-game save file, game settings and the latest drivers on both machines. The first clip shows Cyberpunk 2077 running at 1080p using native TAA. The second clip shows the game rendered at 1080p then using DLSS 4.5 preset M to upscale it to 4k Third clip shows the game rendered at 1080p then using FSR 4 Redstone to upscale it to 4k

NikTek

111,325 次观看 • 8 个月前

Holy Crap! nVidia DLSS 4.5 and even Framegen might be GOOD now. LinusTechTips: "I hate that Fake Frames are good now": - DLSS 4.5 is MUCH SHARPER on upscaling than even the source material. Particles stand out, image quality better than source. - Fake Frames up to 6x, but not how you think. Think no more frame-drops as framegen is dynamic now. Only when you need them. Linus can't even tell when its on or off in most cases now. Watch video highlight below for details.
4:06

Holy Crap! nVidia DLSS 4.5 and even Framegen might be GOOD now. LinusTechTips: "I hate that Fake Frames are good now": - DLSS 4.5 is MUCH SHARPER on upscaling than even the source material. Particles stand out, image quality better than source. - Fake Frames up to 6x, but not how you think. Think no more frame-drops as framegen is dynamic now. Only when you need them. Linus can't even tell when its on or off in most cases now. Watch video highlight below for details.

Grummz

590,854 次观看 • 8 个月前

Take a deep breath and listen to what I have to say because y'all are not catering to the want to be good at the game casuals compared to the ones who have been playing the game since we were kids and give y'all our money every year. More than what casuals have given you the last 5 fucking games put together. Don't forget why this game is made in the first place it's not warzone it's not cod mobile and its definitely not cdl. no because if I have to sit here and cry like casuals, I will take an L to get our shit back unpatch the snipers! I didn't play bo6 all year after I bought it because it was an aim assist galore game ur tryna make bo7 the same and i will not fucking stand for that. I didn't play bo6 all year after I bought it because it was an aim assist galore game ur tryna make bo7 the same and I will not fucking stand for that.
5:04

Take a deep breath and listen to what I have to say because y'all are not catering to the want to be good at the game casuals compared to the ones who have been playing the game since we were kids and give y'all our money every year. More than what casuals have given you the last 5 fucking games put together. Don't forget why this game is made in the first place it's not warzone it's not cod mobile and its definitely not cdl. no because if I have to sit here and cry like casuals, I will take an L to get our shit back unpatch the snipers! I didn't play bo6 all year after I bought it because it was an aim assist galore game ur tryna make bo7 the same and i will not fucking stand for that. I didn't play bo6 all year after I bought it because it was an aim assist galore game ur tryna make bo7 the same and I will not fucking stand for that.

RealArtemis

34,303 次观看 • 7 个月前

.David Deutsch: "What's currently called AI and AGI are not only different from each other, they are very close to being the exact opposites of each other. The reason is that an AI, current AI is like an AI that diagnoses diseases or an AI that plays chess or an AI that controls a huge factory. Those things have objective functions, that is they have a function that they are designed to maximize and that is why they are used in those particular applications. Or in military terms, you could say the objective is to hit the target. You might say the objective is to hit the target unless some thing specified, but it's a specified thing comes up in which case don't hit the target and so on. This is, as I said, almost the opposite of what humans do when humans think. For a start, the AI has to be obedient, that is it has to actually do the things it is programmed to do, whereas a human is fundamentally disobedient, especially when being creative. When a human plays chess, they are performing a completely different kind of computation. They don't do the same things, they don't investigate the same possibilities that the artificial chess playing machine does, because the artificial one is capable of looking at billions and billions of possibilities, whereas the human can only look at hundreds or something. They are doing something completely different. Another difference is that the human can explain, can write a book later, having become world champion, can write a book saying how I did it, as the computer program that beats the world champion can write no such book, because it has no idea how it did it. It was just following a program. I was doing this and that and that and none of that is illuminating. Also, third thing, the chess player can decide I don't want to play chess anymore, from now on I will play Go or from now on I will play tennis. If commanded to play chess, the functionality will deteriorate completely. Those things are different. What we want in an AGI is that it behaves in a way that cannot be specified in advance, because if you specified it, you would already have the answer. The AGI program has to give unexpected answers, answers to questions we didn't even know how to ask."
3:11

.David Deutsch: "What's currently called AI and AGI are not only different from each other, they are very close to being the exact opposites of each other. The reason is that an AI, current AI is like an AI that diagnoses diseases or an AI that plays chess or an AI that controls a huge factory. Those things have objective functions, that is they have a function that they are designed to maximize and that is why they are used in those particular applications. Or in military terms, you could say the objective is to hit the target. You might say the objective is to hit the target unless some thing specified, but it's a specified thing comes up in which case don't hit the target and so on. This is, as I said, almost the opposite of what humans do when humans think. For a start, the AI has to be obedient, that is it has to actually do the things it is programmed to do, whereas a human is fundamentally disobedient, especially when being creative. When a human plays chess, they are performing a completely different kind of computation. They don't do the same things, they don't investigate the same possibilities that the artificial chess playing machine does, because the artificial one is capable of looking at billions and billions of possibilities, whereas the human can only look at hundreds or something. They are doing something completely different. Another difference is that the human can explain, can write a book later, having become world champion, can write a book saying how I did it, as the computer program that beats the world champion can write no such book, because it has no idea how it did it. It was just following a program. I was doing this and that and that and none of that is illuminating. Also, third thing, the chess player can decide I don't want to play chess anymore, from now on I will play Go or from now on I will play tennis. If commanded to play chess, the functionality will deteriorate completely. Those things are different. What we want in an AGI is that it behaves in a way that cannot be specified in advance, because if you specified it, you would already have the answer. The AGI program has to give unexpected answers, answers to questions we didn't even know how to ask."

Deutsch Explains

72,475 次观看 • 1 年前

While I have shot hundreds of different guns; this will always remain my favorite - a Glock 17 with a dot. Not because it’s fancy or special, but because it’s reliable and all I need to get better. Training is more about YOU than it is about the gun.
0:22

While I have shot hundreds of different guns; this will always remain my favorite - a Glock 17 with a dot. Not because it’s fancy or special, but because it’s reliable and all I need to get better. Training is more about YOU than it is about the gun.

Lucas Botkin

64,283 次观看 • 1 年前

Here’s DHH (Creator of Ruby on Rails & Omarchy, cofounder of 37 Signals) on why using AI agents does not feel like being a Project Manager: “When I was on that Lex interview last summer, I was saying: I don't want to be a project manager for agents because I had the mental model of a project manager of humans, and that's not what I enjoy. I don't want to be that far away from the production. I want to be in the mix. I want to have my hands in the code. What I failed to realise at the time was that running a bunch of agents feels less like being a project manager for agents and more like stepping into this super mech suit, where suddenly I don't just have two arms, I have 12. I can now look at seven screens at the same time, running five keyboards. I'm still the one doing it, even if I'm not typing ‘this’ as a keyword in a program. I have been hyper accelerated as a programmer. It's a different kind of programmer, but it still has the same affinity to aesthetics, at least when I'm producing Ruby code, and I'm able to combine that while being vastly more productive on a bunch of things.”
1:19

Here’s DHH (Creator of Ruby on Rails & Omarchy, cofounder of 37 Signals) on why using AI agents does not feel like being a Project Manager: “When I was on that Lex interview last summer, I was saying: I don't want to be a project manager for agents because I had the mental model of a project manager of humans, and that's not what I enjoy. I don't want to be that far away from the production. I want to be in the mix. I want to have my hands in the code. What I failed to realise at the time was that running a bunch of agents feels less like being a project manager for agents and more like stepping into this super mech suit, where suddenly I don't just have two arms, I have 12. I can now look at seven screens at the same time, running five keyboards. I'm still the one doing it, even if I'm not typing ‘this’ as a keyword in a program. I have been hyper accelerated as a programmer. It's a different kind of programmer, but it still has the same affinity to aesthetics, at least when I'm producing Ruby code, and I'm able to combine that while being vastly more productive on a bunch of things.”

The Pragmatic Engineer

29,308 次观看 • 5 个月前

“And this is one thing I can say clearly. I fought to the very end to be together with the members and that truth stays with me. But one thing I can say clearly is this NewJeans will always have a place in my heart. Each member with sincerity. Even if the members are in slightly different places, we share the same heart and become one Bunnies. As a bunny and as a family without regrets only love" #Danielle #다니엘
1:12

“And this is one thing I can say clearly. I fought to the very end to be together with the members and that truth stays with me. But one thing I can say clearly is this NewJeans will always have a place in my heart. Each member with sincerity. Even if the members are in slightly different places, we share the same heart and become one Bunnies. As a bunny and as a family without regrets only love" #Danielle #다니엘

.

38,441 次观看 • 8 个月前

Arteta on scoring set-pieces: “I don't know how you celebrate one goal different to another one. Maybe for YouTube it's nicer one on another? I don't know. But the reality of football depends a lot. “I would like to play with three players extra in my own half to get some beautiful football and play always against the free man. This is not reality of football. “You want to watch that football, you have to go to a different country because in the Premier League for the last two seasons or three seasons, this is not the case.” How much has football changed? Arteta: “It's a different game. 3-4 [years]? yeah, completely different game.” Could you play this in this current era? Arteta: “Me? Yeah? Arteta: “But as a 9. Only as a 9...”
1:10

Arteta on scoring set-pieces: “I don't know how you celebrate one goal different to another one. Maybe for YouTube it's nicer one on another? I don't know. But the reality of football depends a lot. “I would like to play with three players extra in my own half to get some beautiful football and play always against the free man. This is not reality of football. “You want to watch that football, you have to go to a different country because in the Premier League for the last two seasons or three seasons, this is not the case.” How much has football changed? Arteta: “It's a different game. 3-4 [years]? yeah, completely different game.” Could you play this in this current era? Arteta: “Me? Yeah? Arteta: “But as a 9. Only as a 9...”

Connor Humm

156,956 次观看 • 6 个月前