Uploaded August 2026 | Updated September 2026, 2 weeks ago
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Let’s talk about encrypted reasoning
[Blog] blog.cryptographyengineering.com/2026/05/29/fooling-around-with-encrypted-reasoning-blobs
Stealing Reasoning Traces from Proprietary LLM APIs
[Paper] alphaxiv.org/abs/2608.09867
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my latest project: Intuitive AI Academy
We just wrote a new piece on Optimization!!
https://intuitiveai.academy/
limited time code "LOCKIN" for 35% off yearly plan
My Newsletter (weekly top research papers)
mail.bycloud.ai
My Patreon
patreon.com/c/bycloud
Sources:
Let’s talk about encrypted reasoning
[Blog] blog.cryptographyengineering.com/2026/05/29/fooling-around-with-encrypted-reasoning-blobs
Stealing Reasoning Traces from Proprietary LLM APIs
[Paper] alphaxiv.org/abs/2608.09867
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, ZyanSheep, THEVIERAOS, Ricardo Raphael Corona-Moreno, superchordate
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![Apple Joins The Extended Reality Development [The AI Timeline #4]](https://i.ytimg.com/vi/s64DwZlvR2U/mqdefault.jpg "Apple Joins The Extended Reality Development [The AI Timeline #4]
Welcome to my 4th 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!
QR Code ControlNET (mb I dont think its a model, its just ref image)
[Reddit] https://www.reddit.com/r/StableDiffusion/comments/141hg9x/controlnet_for_qr_code/
Safe.ai Statement
[Official Website] https://www.safe.ai/statement-on-ai-risk
Andrew Ng Statement
[TW] https://twitter.com/AndrewYNg/status/1665759430552567810?s=20
SAM-HQ
[Paper] https://arxiv.org/abs/2306.01567
[Code] https://github.com/SysCV/SAM-HQ
SAM
[Project Page] https://segment-anything.com/
Potat1 (Open Source Text 2 Video Model)
[HuggingFace] https://huggingface.co/camenduru/potat1
“Intelligent brains take longer to solve difficult problems”
[Blog] https://www.bihealth.org/en/notices/intelligent-brains-take-longer-to-solve-difficult-problems
[Paper] https://www.nature.com/articles/s41467-023-38626-y
StyleDrop
[Project Page] https://styledrop.github.io/
AI Chatbot Paper on these attention-seeking LLMs
[Paper] https://arxiv.org/abs/2303.06135
Japan Government on AI (or AI Art) Training
[TW] https://twitter.com/noe_emk/status/1664613177106239488?s=20
[Article] https://technomancers.ai/japan-goes-all-in-copyright-doesnt-apply-to-ai-training/#more-642
[JP Article] https://pc.watch.impress.co.jp/docs/news/1506018.html
Israel Government on AI (or AI Art) Training
[Article] https://www.project-disco.org/intellectual-property/011823-israel-ministry-of-justice-issues-opinion-supporting-the-use-of-copyrighted-works-for-machine-learning/
Time Magazine New Cover
[TW] https://twitter.com/TIME/status/1663939590908985348?s=20
OpenAIs 1mil Grant For Cybersecurity
[Blog] https://openai.com/blog/openai-cybersecurity-grant-program
Snap Fusion
[HuggingFace] https://huggingface.co/papers/2306.00980
[Paper] https://arxiv.org/abs/2306.00980
[Project Page] https://snap-research.github.io/SnapFusion/
Bytes Are All You Need
[Paper] https://arxiv.org/abs/2306.00238
[Huggface] https://huggingface.co/papers/2306.00238
OpenAIs Improved Mathematical Reasoning
[Blog] https://openai.com/research/improving-mathematical-reasoning-with-process-supervision
Redream
[GitHub] https://github.com/Fictiverse/Redream
GPTFille (GPT File Organization)
[GitHub] https://github.com/aaronn/gptfile
[TW] https://twitter.com/localghost/status/1663274587860393984?s=20
Runway Gen2
[TW] https://twitter.com/runwayml/status/1666429706932043776?s=20
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Chapters:
0:00 Apples VisionPro
1:07 AI Spongebob
2:04 Interesting PS Generative Fill
2:09 QR Code ControlNET
2:19 White House vs Safe.ai
2:39 Safe.ai vs Andrew Ng
3:09 SAM-HQ
3:45 T2V Potat1
3:57 smart?
4:05 Air Force Fake AI News
4:14 StyleDrop
4:32 Chatbots = Humans Downfall?
5:18 Japan AI Copyright Law (& Israel)
5:42 RIP OpenAI CTO Twitter
5:51 Hey ChatGPT, finish this building...
5:57 Time Magazine New AI Cover
6:02 OpenAI Cybersecurity Grant
6:08 Snap Fusion
6:15 Bytes Are All You Need
6:57 OpenAI Got Better At Maths
7:05 Redream
7:18 GPTFile
7:22 Runway Gen2
7:28 Outro")
![Researchers Are Getting Really Creative Training LLMs [Token Order Prediction]](https://i.ytimg.com/vi/sgIB7l6hW3Q/mqdefault.jpg "Researchers Are Getting Really Creative Training LLMs [Token Order Prediction]
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Meta’s 2024 paper explores Multi-Token Prediction (MTP), where LLMs predict several future tokens at once to improve efficiency and its foresight. With DeepSeek 2024 then proposing it as an auxiliary objective, a cool concept to improve model performance during training. But MTP may not be the ideal AO yet. In this video, Ill be introducing Token Order Prediction (TOP), a softer, auxiliary objective that enhances model performance by learning the relative order of upcoming tokens.
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Multi-token Prediction
[Paper] https://arxiv.org/abs/2404.19737
Token Order Prediction
[Paper] https://arxiv.org/abs/2508.19228
DeepSeek V3
[Paper] https://arxiv.org/abs/2412.19437v1
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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
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![If AIs So Good, Why Cant It Make Its Own Data? [SEAL]](https://i.ytimg.com/vi/uOO02o4J5KU/mqdefault.jpg "If AIs So Good, Why Cant It Make Its Own Data? [SEAL]
Get started now with privacy focused VPN by Proton! https://proton.me/pass/bycloudai
Can a neural network write its own data and skyrocket past GPT-4? In todays video, we dissect the brand-new “Self-Adapting Language Models” paper (SEAL), where an LLM fabricates synthetic data, tunes LoRA adapters, and after just two rounds, outperforms much larger models on SQuAD and ARC.
Self-Adapting Language Models
[Paper] https://arxiv.org/abs/2506.10943
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This video is supported by the kind Patrons & YouTube Members:
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Toru Mon
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![New AI Meta: Train LLMs To Explore On Hard Tokens [RLVR + Entropy]](https://i.ytimg.com/vi/uOrJUksvIhs/mqdefault.jpg "New AI Meta: Train LLMs To Explore On Hard Tokens [RLVR + Entropy]
Get started with Strands Agents today:
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In this video, I will be sharing how researchers train LLMs to explore during RL to improve performance via entropy.
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Beyond the 80/20 Rule
[Paper] https://arxiv.org/abs/2506.01939
Reasoning with Exploration
[Paper] https://arxiv.org/abs/2506.14758
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This video is supported by the kind Patrons & YouTube Members:
🙏Nous Research, Chris LeDoux, Ben Shaener, DX Research Group, Poof N Inu, Andrew Lescelius, 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
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