![DeepSeeks Insane Architecture Breakthrough [Engram Explained] @bycloudAI](https://i.ytimg.com/vi/xUlX6jvwVfM/maxresdefault.jpg)
Uploaded March 2026 | Updated September 2026, 1 week ago
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In this video, we will breakdown how DeepSeek's new engram works intuitively, with visualizations!
Check out my latest project: Intuitive AI Academy
We just wrote a new piece on MoE and Distillation!
https://intuitiveai.academy/
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my project: find, discover & explain AI research semantically
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DeepSeek Engram
[Paper] arxiv.org/abs/2601.07372v1
mentioned papers
[DeepSeek-V3.2] arxiv.org/abs/2512.02556
[DeepSeek Sparse Attention] github.com/deepseek-ai/DeepSeek-V3.2-Exp/blob/main/DeepSeek_V3_2.pdf
Try out my new fav place to learn how to code scrimba.com/?via=bycloudAI
This video is supported by the kind Patrons & YouTube Members:
🙏Spam Maj, Alex, Chris LeDoux, DX Research Group, Poof N' Inu, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa, Toru Mon, Lame Plane, Matej Macak, Len Mo, saylikhapekar
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[Business Inquiries] bycloud@smoothmedia.co
[Music] @IraStoria
[Profile & Banner Art] twitter.com/pygm7
[Video Editor] Abhay
[Ko-fi] ko-fi.com/bycloudai
Stop scraping manually and check out SerpApi now!
serpapi.link/bycloud-march-2026
In this video, we will breakdown how DeepSeek's new engram works intuitively, with visualizations!
Check out my latest project: Intuitive AI Academy
We just wrote a new piece on MoE and Distillation!
https://intuitiveai.academy/
limited time code "EARLY" for 40% off yearly plan!
My Newsletter
mail.bycloud.ai
my project: find, discover & explain AI research semantically
findmypapers.ai
My Patreon
patreon.com/c/bycloud
DeepSeek Engram
[Paper] arxiv.org/abs/2601.07372v1
mentioned papers
[DeepSeek-V3.2] arxiv.org/abs/2512.02556
[DeepSeek Sparse Attention] github.com/deepseek-ai/DeepSeek-V3.2-Exp/blob/main/DeepSeek_V3_2.pdf
Try out my new fav place to learn how to code scrimba.com/?via=bycloudAI
This video is supported by the kind Patrons & YouTube Members:
🙏Spam Maj, Alex, Chris LeDoux, DX Research Group, Poof N' Inu, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa, Toru Mon, Lame Plane, Matej Macak, Len Mo, saylikhapekar
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[Business Inquiries] bycloud@smoothmedia.co
[Music] @IraStoria
[Profile & Banner Art] twitter.com/pygm7
[Video Editor] Abhay
[Ko-fi] ko-fi.com/bycloudai
![DeepSeeks Insane Architecture Breakthrough [Engram Explained]](https://i.ytimg.com/vi/xUlX6jvwVfM/mqdefault.jpg "DeepSeeks Insane Architecture Breakthrough [Engram Explained]
Stop scraping manually and check out SerpApi now!
https://serpapi.link/bycloud-march-2026
In this video, we will breakdown how DeepSeeks new engram works intuitively, with visualizations!
Check out my latest project: Intuitive AI Academy
We just wrote a new piece on MoE and Distillation!
https://intuitiveai.academy/
limited time code EARLY for 40% off yearly plan!
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
DeepSeek Engram
[Paper] https://arxiv.org/abs/2601.07372v1
mentioned papers
[DeepSeek-V3.2] https://arxiv.org/abs/2512.02556
[DeepSeek Sparse Attention] https://github.com/deepseek-ai/DeepSeek-V3.2-Exp/blob/main/DeepSeek_V3_2.pdf
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:
🙏Spam Maj, Alex, Chris LeDoux, DX Research Group, Poof N Inu, Deagan, Robert Zawiasa, Ryszard Warzocha, Tobe2d, Louis Muk, Akkusativ, Kevin Tai, Mark Buckler, NO U, Tony Jimenez, Ângelo Fonseca, jiye, Anushka, Asad Dhamani, Binnie Yiu, Calvin Yan, Clayton Ford, Diego Silva, Etrotta, Gonzalo Fidalgo, Handenon, Hector, Jake Disco very, Michael Brenner, Nilly K, OlegWock, Daddy Wen, Shuhong Chen, Sid_Cipher, Stefan Lorenz, Sup, tantan assawade, Thipok Tham, Thomas Di Martino, Thomas Lin, Richárd Nagyfi, Paperboy, mika, Leo, Berhane-Meskel, Kadhai Pesalam, mayssam, Bill Mangrum, nyaa, Toru Mon, Lame Plane, Matej Macak, Len Mo, saylikhapekar
[Discord] https://discord.gg/NhJZGtH
[Twitter] https://twitter.com/bycloudai
[Patreon] https://www.patreon.com/bycloud
[Business Inquiries] bycloud@smoothmedia.co
[Music] @IraStoria
[Profile & Banner Art] https://twitter.com/pygm7
[Video Editor] Abhay
[Ko-fi] https://ko-fi.com/bycloudai")
![We had Image Gen copying LLM... and now the REVERSE?? [DiffusionLM]](https://i.ytimg.com/vi/yXHSPzHfe1s/mqdefault.jpg "We had Image Gen copying LLM... and now the REVERSE?? [DiffusionLM]
To try everything Brilliant has to offer—free—for a full 30 days, visit https://brilliant.org/bycloud/ . You’ll also get 20% off an annual premium subscription.
In 2023, image generation adopted LLMs transformer architecture to improve generation quality. Now, in 2024, the Diffusion Language Model, also known as DiffusionLM, is taking a step towards using diffusion for language modeling. Look how the turn tables...
my newsletter
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Check out my Patreon for the latest diffusionLM papers mapped out
https://www.patreon.com/bycloud
Structured Denoising Diffusion Models in Discrete State-Spaces
[Paper] https://arxiv.org/abs/2107.03006
Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution
[Paper] https://arxiv.org/abs/2310.16834
Scaling up Masked Diffusion Models on Text
[Paper] https://arxiv.org/abs/2410.18514
Discrete Diffusion for Complex Reasoning and Planning
[Paper] https://arxiv.org/abs/2410.14157
Simplified and Generalized Masked Diffusion for Discrete Data
[Paper] https://arxiv.org/abs/2406.04329
Speculative Diffusion Decoding
[Paper] https://arxiv.org/abs/2408.05636
Energy-Based Diffusion Language Models for Text Generation
[Paper] https://arxiv.org/abs/2410.21357
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Chris LeDoux, Miguilim, Deagan, FiFaŁ, Robert Zawiasa, Marcelo Ferreira, Owen Ingraham, Daddy Wen, Tony Jimenez, Panther Modern, Jake Disco, Demilson Quintao, Penumbraa, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Mose Sakashita, Miguel, Bandera, Gennaro Schiano, gunwoo, Ravid Freedman, Mert Seftali, Mrityunjay, Richárd Nagyfi, Timo Steiner, Henrik G Sundt, projectAnthony, Brigham Hall, Kyle Hudson, Kalila, Jef Come, Jvari Williams, Tien Tien, BIll Mangrum, owned, Janne Kytölä, SO, Richárd Nagyfi, Hector, Drexon, Claxvii 177th, Inferencer, Michael Brenner, Akkusativ, Oleg Wock, FantomBloth, Thipok Tham, Clayton Ford, Theo, Handenon, Diego Silva, mayssam, Kadhai Pesalam, Tim Schulz, jiye, Anushka, Henrik Sundt, Julian Aßmann, Raffay Rana
[Discord] https://discord.gg/NhJZGtH
[Twitter] https://twitter.com/bycloudai
[Patreon] https://www.patreon.com/bycloud
[Profile & Banner Art] https://twitter.com/pygm7
[Video Editor] @Askejm
[Bitcoin (BTC)] 3JFMJQVGXNA2HJE5V9qCwLiqy6wHY9Vhdx
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[Ko-fi] https://ko-fi.com/bycloudai")
![VR + LLM = IRL Cheat? [The AI Timeline #5]](https://i.ytimg.com/vi/zc2Xm-mv8OY/mqdefault.jpg "VR + LLM = IRL Cheat? [The AI Timeline #5]
Welcome to my 5th episode of the weekly AI news series The AI Timeline, where I go through the AI news in the past week with the most distilled information and memes!
OTTER-E
[Project Page] https://otter-ntu.github.io/
[Paper] https://arxiv.org/abs/2306.05425
[Demo] https://youtu.be/K8o_LKGQJhs
MusicGEN
[Project Page] https://ai.honu.io/papers/musicgen/
[Paper] https://arxiv.org/pdf/2306.05284.pdf
[GitHub] https://github.com/facebookresearch/audiocraft
[My MusicLM Video]
Imagen Editor
[TW] https://twitter.com/hardmaru/status/1667506066492653568?s=20
[TW] https://twitter.com/hardmaru/status/1667513739707568128?s=20
[Blog] https://ai.googleblog.com/2023/06/imagen-editor-and-editbench-advancing.html
ATT3D
[Blog] https://research.nvidia.com/labs/toronto-ai/ATT3D/
Tracking Everything Everywhere All at Once
[Project Page] https://omnimotion.github.io/
New LLM Attack
[Blog] https://vulcan.io/blog/ai-hallucinations-package-risk
Mind2Web
[Project Page] https://osu-nlp-group.github.io/Mind2Web/
Can large language models infer causation from correlation?
[Paper] https://arxiv.org/pdf/2306.05836.pdf
OpenAI and DeepMind vs UK Government
[Article] https://www.politico.eu/article/openai-deepmind-will-open-up-models-to-uk-government/
OpenAI, Google, and Anthropic ban the use of the generated output content
[Article] https://www.businessinsider.com/openai-google-anthropic-ai-training-models-content-data-use-2023-6
InterLM
[TW] https://twitter.com/_akhaliq/status/1666441405194010639?s=20
FasterViT
[GitHub] https://github.com/NVlabs/FasterViT
[Paper] https://arxiv.org/pdf/2306.06189.pdf
AI Will Save The World
[Blog] https://a16z.com/2023/06/06/ai-will-save-the-world/
MattingAnything
[Project Page] https://chrisjuniorli.github.io/project/Matting-Anything/
[MattingAnything Video] https://twitter.com/fffiloni/status/1667911451061764103?s=20
ClipDrop
[Official] https://clipdrop.co/
[AK] https://twitter.com/_akhaliq/status/1667054632613433346?s=20
[Forasteran] https://twitter.com/forasteran/status/1666992758815625219?s=20
[New Ps vs Old Ps Meme] https://twitter.com/0xgaut/status/1667320106739810305?s=20
[Adobe Covers Your Legal Bills] https://www.fastcompany.com/90906560/adobe-feels-so-confident-its-firefly-generative-ai-wont-breach-copyright-itll-cover-your-legal-bills
Runway Gen-1
[TW] https://twitter.com/c_valenzuelab/status/1666972498334990336?s=20
ChatGPT Is Fun But Not Funny
[Paper] https://arxiv.org/abs/2306.04563
Japans Mountain Rescue
[Blog] https://nordot.app/1036149061519311769?c=768367547562557440
TemporalNet 2.0
[HuggingFace] https://huggingface.co/CiaraRowles/TemporalNet2
[TW] https://twitter.com/CiaraRowles1/status/1667145942556966912
Tokyo Jab
[Reddit] https://reddit.com/u/tokyo_jab
Middle Age Guy Into Cute Girls
[TW] https://twitter.com/gakuto_akashi/status/1668107135971098629?s=20
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, alex j, Chris LeDoux, Alex Maurice, Tony Jimenez, Panther Modern, Jake Disco, Demilson Quintao, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Mose Sakashita, Miguel, Bandera, Gennaro Schiano, gunwoo, Ravid Freedman, Mert Seftali, Mrityunjay, Richárd Nagyfi, Timo Steiner, Henrik G Sundt, projectAnthony, Brigham Hall, Kyle Hudson, Kalila, Jef Come, Jvari Williams, Tien Tien
[Discord] https://discord.gg/NhJZGtH
[Twitter] https://twitter.com/bycloudai
[Patreon] https://www.patreon.com/bycloud
[Profile & Banner Art] https://twitter.com/pygm7
[Video Editor] @askejm
0:00 Otter-E
0:28 MusicGen
1:14 Imagen Editor
1:32 ATT3D
1:46 Tracking Everything, Everywhere, All At Once
2:03 New LLM Security Issue
2:27 Mind2Web
2:46 LLM: Causation VS Correlation
3:01 OpenAI, Deepmind Regulation News
3:23 InterLM
3:29 FasterViT
3:40 Why AI Will Save The World
3:47 MattingAnything
4:06 Photoshop Generative Fill, Clipdrop, Firefly
4:44 Runway Gen-1 Result
5:00 ChatGPT Is Not Funny
5:21 ChatGPT + Siri
5:26 Reddit Went Dark
5:56 Japan Mountain Rescue
6:15 TemporalNet 2.0
6:25 Img2Img Video Results
6:47 Outro")
![5 WAYS To Get Started With AI ART [Beginners Guide 2023]](https://i.ytimg.com/vi/zxnXpSfoXhQ/mqdefault.jpg "5 WAYS To Get Started With AI ART [Beginners Guide 2023]
Check out OpenArts online AI ART Generator and Photobooth (aka AI Avatar) now at: https://openart.ai/
Your introductory video into the world of generating AI art. In this video, you will learn all the latest ways to generate AI art!
Dall-e 2 (by OpenAI)
[Website] https://openai.com/dall-e-2/
MidJourney
[Website] https://www.midjourney.com/
[Discord] https://discord.com/invite/midjourney
Dream Studio (by Stability.ai)
[Website] https://beta.dreamstudio.ai/
Novel.ai
[Website] https://novelai.net/
Holara.ai
[Website] https://holara.ai/
NijiJourney
[Website] https://nijijourney.com/en/
[Discord] https://discord.com/invite/nijijourney
Curated Google Colab List (by Pharmapsychotic)
[Website] https://pharmapsychotic.com/tools.html
Stable Diffusion web UI (by AUTOMATIC1111)
[GitHub] https://github.com/AUTOMATIC1111/stable-diffusion-webui
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Chris LeDoux, Shawn77134, Panther Modern, Jake Disco, Demilson Quintao, Tony Jimenez, Shuhong Chen, Hongbo Men, happi nyuu nyaa, Carol Lo, Mose Sakashita, Miguel, Bandera, Gennaro Schiano, gunwoo, Ravid Freedman, Mert Seftali, Mrityunjay, Richárd Nagyfi, Timo Steiner, Henrik G Sundt, projectAnthony
[Discord] https://discord.gg/NhJZGtH
[Twitter] https://twitter.com/bycloudai
[Patreon] https://www.patreon.com/bycloud
[PayPal] https://paypal.me/bycloudai
[Music] slipstream
[Profile & Banner Art] https://twitter.com/pygm7
[Video Editor] @Askejm
0:00 intro
0:33 fastest way to get started
1:54 online (website)
4:33 online (Discord)
7:00 online (colab)
9:12 locally
11:40 the amazing sponsor!!")
