LLM’s Billion Dollar Problem

bycloud · Intermediate ·🧠 Large Language Models ·3mo ago
Check out Inngest and let your AI agents wear a harness now https://innge.st/yt-bycl-1 This video originally was going to be about the Linear Attention Saga that happened between June and November last year, but it turned out I needed quite some build up to explain what the significance of Linear Attention, 1 million context window, and compute scaling are. So it accidentally became a 17 mins video... my latest project: Intuitive AI Academy https://intuitiveai.academy/ limited time code "NYNM" for 50% off forever (only a 25 spots left!) My Newsletter https://mail.bycloud.ai/ my project: find, discover & explain AI research semantically https://findmypapers.ai/ My Patreon https://www.patreon.com/c/bycloud Sauces (will try to be in order of apperance) GPT-OSS [Code] https://github.com/openai/gpt-oss [Paper] https://arxiv.org/abs/2508.10925 (they did not mention it is sliding window attention explicitly in its paper) DeepSeek V3.2 [Paper] https://arxiv.org/pdf/2512.02556 DeepSeek V2 (Multi-head Latent Attention) [Paper] https://arxiv.org/abs/2405.04434 Kimi K2.5 [Paper] https://arxiv.org/abs/2602.02276 MiniMax [Text-01] https://arxiv.org/abs/2501.08313 [M1] https://arxiv.org/abs/2506.13585 [M2] https://huggingface.co/MiniMaxAI/MiniMax-M2 [Zhihu Blog] https://www.zhihu.com/question/1965302088260104295/answer/1966810157473335067 Qwen-3 Next [Project Page] https://qwen.ai/blog?id=4074cca80393150c248e508aa62983f9cb7d27cd Hunyuan T1 [Project Page] https://tencent.github.io/llm.hunyuan.T1/README_EN.html Kimi Linear [Paper] https://arxiv.org/abs/2510.26692 Context Arena (used for comparing long context performance) [Project Page] https://contextarena.ai/ Gemini 3 Flash [Blog] https://blog.google/products-and-platforms/products/gemini/gemini-3-flash/ Claude 4.6 [Blog] https://www.anthropic.com/news/claude-opus-4-6 Try out my new fav place to learn how to code https://scrimba.com/?via=bycloudAI This video is supported by the kind Patrons & YouTube Members:
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1 Can Deepfake work on Anime?
Can Deepfake work on Anime?
bycloud
2 AI that Can Copy Voices
AI that Can Copy Voices
bycloud
3 Live Action Is Terrible So AI Turned It Back Into Anime
Live Action Is Terrible So AI Turned It Back Into Anime
bycloud
4 2 AIs Enhance Anime to 4K 240FPS, but is it good?
2 AIs Enhance Anime to 4K 240FPS, but is it good?
bycloud
5 IRL to Anime With Cartoonization AI
IRL to Anime With Cartoonization AI
bycloud
6 How Does AI Generated Songs Sound Like? [OpenAI Jukebox]
How Does AI Generated Songs Sound Like? [OpenAI Jukebox]
bycloud
7 AI Makes Any Images Cinematic [3D Photo Inpainting]
AI Makes Any Images Cinematic [3D Photo Inpainting]
bycloud
8 AI Generates Anime Faces, And It's Getting Even Better [StyleGAN2]
AI Generates Anime Faces, And It's Getting Even Better [StyleGAN2]
bycloud
9 Tech Behind The Meme: Dame Da Ne AI - Single Image Deepfake
Tech Behind The Meme: Dame Da Ne AI - Single Image Deepfake
bycloud
10 AI Generates New Light Source for Images [PaintingLight]
AI Generates New Light Source for Images [PaintingLight]
bycloud
11 Depixelizing Doom Guy? Mona Lisa in Real Life? The "Upscaling" AI: PULSE
Depixelizing Doom Guy? Mona Lisa in Real Life? The "Upscaling" AI: PULSE
bycloud
12 Image Completion AI - Predict Pixels Just Like Text Predictions [Image-GPT]
Image Completion AI - Predict Pixels Just Like Text Predictions [Image-GPT]
bycloud
13 AI Generates 3D Human Model from 2D Image [PIFuHD - FacebookAI]
AI Generates 3D Human Model from 2D Image [PIFuHD - FacebookAI]
bycloud
14 AI Assisted Masking - Save Your Precious Time Right Now [AE Rotobrush 2]
AI Assisted Masking - Save Your Precious Time Right Now [AE Rotobrush 2]
bycloud
15 This AI Reconstruct Real Life Objects From Just Images [NeRF]
This AI Reconstruct Real Life Objects From Just Images [NeRF]
bycloud
16 Image Restoration AI - Upscale and Restore Faces with DFDNet
Image Restoration AI - Upscale and Restore Faces with DFDNet
bycloud
17 Best Image Colorization AI 2020
Best Image Colorization AI 2020
bycloud
18 Image Decomposition AI - Edit Highlights and Textures Easily [Appearance Eraser]
Image Decomposition AI - Edit Highlights and Textures Easily [Appearance Eraser]
bycloud
19 Deepfake With Audio Only [Wav2Lip]
Deepfake With Audio Only [Wav2Lip]
bycloud
20 Copy IRL, Paste on your PC [AR Cut & Paste]
Copy IRL, Paste on your PC [AR Cut & Paste]
bycloud
21 This AI Transform Faces into Hyper-Realistic Cartoon Characters [Toonify]
This AI Transform Faces into Hyper-Realistic Cartoon Characters [Toonify]
bycloud
22 This AI Restores Old Photos with Damages Automatically!
This AI Restores Old Photos with Damages Automatically!
bycloud
23 Anime Filter with AI - Snapchat vs. TikTok
Anime Filter with AI - Snapchat vs. TikTok
bycloud
24 AI Reduces Bandwidth Problems for Video Calls [NVIDIA Maxine]
AI Reduces Bandwidth Problems for Video Calls [NVIDIA Maxine]
bycloud
25 AI Motion Capture - Track Your Hands & Body WITHOUT Bodysuit [FrankMocap]
AI Motion Capture - Track Your Hands & Body WITHOUT Bodysuit [FrankMocap]
bycloud
26 AI Converts Cartoon Characters To Real Life [Pixel2Style2Pixel]
AI Converts Cartoon Characters To Real Life [Pixel2Style2Pixel]
bycloud
27 AI Sky Replacement with SkyAR
AI Sky Replacement with SkyAR
bycloud
28 Better Than DAIN? NEW BEST Tool for Boosting Video's FPS with AI [RIFE/Flowframes]
Better Than DAIN? NEW BEST Tool for Boosting Video's FPS with AI [RIFE/Flowframes]
bycloud
29 AI That Paints Anything Stroke By Stroke
AI That Paints Anything Stroke By Stroke
bycloud
30 What Happens When AI Robots Design Themselves
What Happens When AI Robots Design Themselves
bycloud
31 Deepfake Movements with 1 image ONLY [Liquid Warping GAN]
Deepfake Movements with 1 image ONLY [Liquid Warping GAN]
bycloud
32 ANYTHING can be a "Green Screen" Now [Real-Time High-Resolution Background Matting]
ANYTHING can be a "Green Screen" Now [Real-Time High-Resolution Background Matting]
bycloud
33 AI Transform any Image into Sketch or Line Art [ArtLine]
AI Transform any Image into Sketch or Line Art [ArtLine]
bycloud
34 AI That Could Soon Replace Vector Artists [DALL-E]
AI That Could Soon Replace Vector Artists [DALL-E]
bycloud
35 Photoshop Detector AI Is Useless
Photoshop Detector AI Is Useless
bycloud
36 The Future Of Online Shopping
The Future Of Online Shopping
bycloud
37 How The Future of Image Search Would Look Like
How The Future of Image Search Would Look Like
bycloud
38 Everyone Can Make 3D Animations Easily Now! [Monster Mash]
Everyone Can Make 3D Animations Easily Now! [Monster Mash]
bycloud
39 3D Video Stabilization with AI [NSFF]
3D Video Stabilization with AI [NSFF]
bycloud
40 OpenAI’s Sarcastic Chat Bot [GPT-3 API Beta]
OpenAI’s Sarcastic Chat Bot [GPT-3 API Beta]
bycloud
41 You Describe & AI Photoshops Faces For You [StyleCLIP]
You Describe & AI Photoshops Faces For You [StyleCLIP]
bycloud
42 You Only Need Audio To Deepfake Now! Might look slightly cursed tho [PCAVS]
You Only Need Audio To Deepfake Now! Might look slightly cursed tho [PCAVS]
bycloud
43 This AI Transfers Anime Back Into Sketch [Anime2Sketch]
This AI Transfers Anime Back Into Sketch [Anime2Sketch]
bycloud
44 AI Learns To Play CS:GO By Watching Humans Play!
AI Learns To Play CS:GO By Watching Humans Play!
bycloud
45 How AI Fixes The Horrendous CR7 Statue
How AI Fixes The Horrendous CR7 Statue
bycloud
46 Best Vocal Isolation & Instrumental Extraction 2021 [lalal.ai vs Spleeter]
Best Vocal Isolation & Instrumental Extraction 2021 [lalal.ai vs Spleeter]
bycloud
47 Face Enhance AI Restores Extremely Blurry Faces [GPEN]
Face Enhance AI Restores Extremely Blurry Faces [GPEN]
bycloud
48 AI That Only Needs 1 Image To Deepfake [SimSwap]
AI That Only Needs 1 Image To Deepfake [SimSwap]
bycloud
49 The Amazing AI Behind the TikTok JoJo Pose Challenge [BoostMonocularDepth + 3DP]
The Amazing AI Behind the TikTok JoJo Pose Challenge [BoostMonocularDepth + 3DP]
bycloud
50 StyleGAN3!? - What AI Actually Sees When Generating Faces [Alias-Free GAN]
StyleGAN3!? - What AI Actually Sees When Generating Faces [Alias-Free GAN]
bycloud
51 AI generated art goes brrrrr [VQGAN+CLIP]
AI generated art goes brrrrr [VQGAN+CLIP]
bycloud
52 AI That Doodles Any Given Description
AI That Doodles Any Given Description
bycloud
53 Best AI Motion Capture 2021 - OpenPose vs DeepMotion
Best AI Motion Capture 2021 - OpenPose vs DeepMotion
bycloud
54 Anime Image Enhance AI Has Gone To The Next Level [Real-ESRGAN]
Anime Image Enhance AI Has Gone To The Next Level [Real-ESRGAN]
bycloud
55 This Video's Voice Is Entirely Made From Audio Deepfake
This Video's Voice Is Entirely Made From Audio Deepfake
bycloud
56 I Can’t Sing So I Cloned My Voice w/ AI To Cover Goodbye Sengen (English Cover)
I Can’t Sing So I Cloned My Voice w/ AI To Cover Goodbye Sengen (English Cover)
bycloud
57 Best Background Removal - AIs Removes BG Without Green Screen And It's Amazing. [RVM]
Best Background Removal - AIs Removes BG Without Green Screen And It's Amazing. [RVM]
bycloud
58 How I Deepfaked VTuber Gawr Gura with AI
How I Deepfaked VTuber Gawr Gura with AI
bycloud
59 AI Magic Removal - Removes ANYTHING & Inpaints For You [LaMa]
AI Magic Removal - Removes ANYTHING & Inpaints For You [LaMa]
bycloud
60 I Did NOT Expect AI Anime Filter To Be This Good [AnimeGANv2]
I Did NOT Expect AI Anime Filter To Be This Good [AnimeGANv2]
bycloud

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