AI大神Karpathy爆料:视频生成将彻底颠覆TikTok!Veo 3只是开始

1 day ago
Jerry
Andrej Karpathy最新重磅观点解读!AI视频生成不仅仅是技术突破,更是即将改变整个内容平台生态的革命。当视频可以直接优化时,传统的人工创作+算法推荐模式将被彻底颠覆。这对创作者和用户意味着什么?#AI #Karpathy #视频生成 #科技前沿

嘿,科技爱好者们!今天我们必须聊聊Andrej Karpathy的“爆炸级”推文——关于Veo 3 AI视频生成,这可不只是下一个新玩法,而是内容生态的彻底变革!

Karpathy提到,视频其实是我们大脑的“最高带宽输入”,而且不仅容易理解,还无比有趣。想象一下,未来AI能把视频创作门槛直接降到零,这对内容创作者来说,简直是打开了新世界的大门!人类曾用灵感+算法推荐做内容,但现在AI能自动生成内容,并且,最重要的来了——它可以“直接优化”目标!

什么意思?简单点说,以往TikTok得靠人来拍视频,AI推荐了才有流量。而用Veo 3这样的神经网络,AI自己就能“学习”什么内容最吸引人。比如:AI可以直接优化你的观看时长、互动率、甚至瞳孔扩张(真的!)。想象一个AI,每一帧都为让你停不下来而生,这比传统的内容分发方式强大太多了。

但是,Karpathy也提醒我们,也许我们并不会喜欢“最优解”的样子。这是技术浪潮下,每个创作者和用户都要认真思考的问题。你觉得AI优化内容的世界,是我们的未来乌托邦还是更大的挑战?

欢迎评论区聊聊你对AI视频生成的看法,这真的可能是下一个改变生活、改变互联网的平台大事件!#AI #Karpathy #视频生成 #科技前沿

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Video Script
00:00
Ryan身穿AI标志帽,冲镜头热情开场,神情震撼,快速引出Karpathy推文
Hey everyone! AI大神Karpathy刚刚发了一条推文,直接让整个科技圈炸锅了!
中景,博主正对镜头,幅度大且兴奋的手势,快速推近特写
00:05
Karpathy推文截图快速闪现,核心语句高亮显示
他说Veo 3和AI视频生成让他印象深刻,但这只是开始。Let me dive into why this is absolutely game-changing!
屏幕录制推文,重点词汇动效高亮,竖屏展示
00:10
Ryan分析四大要点,配以推文可视化卡片
Karpathy指出了四个关键点:视频是大脑最高带宽的输入,视频最容易和有趣,创作门槛趋近于零。
宽幅镜头拉开,博主用手势一一点出四点,屏幕浮现卡片动画
00:18
强调“直接优化”,画面出现大字号“directly optimizable”文字特效
But here's the cool part - 第四点才是真正的游戏规则改变者:视频首次变得可以直接优化!
中景,表情强调,镜头略微推进,指向镜头,图形文字叠加
00:26
分屏对比:传统人工制作vs.AI视频生成流程图
Think about it like this - 现在TikTok需要人类创作者制作视频,然后算法决定推荐给谁。
半身正面讲解,PPT式分屏,指点流程演示
00:34
AI神经网络动画演示,梯度下降流光特效展示“可微分”优化
但Veo 3这样的神经网络生成的视频是可微分的过程。这意味着你可以直接用梯度下降优化任何目标!
侧角度,手势模拟网络流动,配合动画增强技术氛围
00:43
未来派界面展示实时优化、用户参与度等数据条
想象一下,直接优化用户参与度、点击率,甚至瞳孔扩张反应。这比现在的TikTok强大太多了!
中景,博主略显惊叹,手势划出虚拟数据界面,科技感数据特效
00:51
Ryan陷入思考,柔和未来感灯光,屏幕浮现“你如何看待AI优化?”评论引导
但Karpathy最后说了一句让人深思的话:我们可能不会喜欢"最优"的样子。你觉得呢?
广角,神情凝重、邀请互动,字幕/弹幕提示评论区发言
Original Prompt
科技博主讲一下 博主帽子上印着AI 中英文双语字幕 传入的视频是卡帕西的推文录屏 发布在抖音,前两秒要迅速抓住观众注意力 讲AI大神卡帕西Andrej Karpathy 最新的一篇推文 Very impressed with Veo 3 and all the things people are finding on r/aivideo etc. Makes a big difference qualitatively when you add audio. There are a few macro aspects to video generation that may not be fully appreciated: 1. Video is the highest bandwidth input to brain. Not just for entertainment but also for work/learning - think diagrams, charts, animations, etc. 2. Video is the most easy/fun. The average person doesn't like reading/writing, it's very effortful. Anyone can (and wants to) engage with video. 3. The barrier to creating videos is -> 0. 4. For the first time, video is directly optimizable. I have to emphasize/explain the gravity of (4) a bit more. Until now, video has been all about indexing, ranking and serving a finite set of candidates that are (expensively) created by humans. If you are TikTok and you want to keep the attention of a person, the name of the game is to get creators to make videos, and then figure out which video to serve to which person. Collectively, the system of "human creators learning what people like and then ranking algorithms learning how to best show a video to a person" is a very, very poor optimizer. Ok, people are already addicted to TikTok so clearly it's pretty decent, but it's imo nowhere near what is possible in principle. The videos coming from Veo 3 and friends are the output of a neural network. This is a differentiable process. So you can now take arbitrary objectives, and crush them with gradient descent. I expect that this optimizer will turn out to be significantly, significantly more powerful than what we've seen so far. Even just the iterative, discrete process of optimizing prompts alone via both humans or AIs (and leaving parameters unchanged) may be a strong enough optimizer. So now we can take e.g. engagement (or pupil dilations or etc.) and optimize generated videos directly against that. Or we take ad click conversion and directly optimize against that. Why index a finite set of videos when you can generate them infinitely and optimize them directly. I think video has the potential to be an incredible surface for AI -> human communication, future AI GUIs etc. Think about how much easier it is to grok something from a really great diagram or an animation instead of a wall of text. And an incredible medium for human creativity. But this native, high bandwidth medium is also becoming directly optimizable. Imo, TikTok is nothing compared to what is possible. And I'm not so sure that we will like what "optimal" looks like.
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