Uploaded April 2026 | Updated September 2026, 1 week ago
Warp is the agentic development environment born out of the terminal. Download Warp for free today at → https://go.warp.dev/bycloudythoa
For the longest time, Yann LeCun has been pioneering this idea called JEPA. With its rapid advancements as of recent, it has become a spotlight in the research field, especially for world modeling. So in today's video, I'll be covering the main idea of JEPA, how it works, and what makes it promising.
my latest project: Intuitive AI Academy
We just wrote a new piece on RL & RLHF!
https://intuitiveai.academy/
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Sauces
[Original JEPA paper] openreview.net/pdf?id=BZ5a1r-kVsf
[V-JEPA] arxiv.org/abs/2506.09985
[I-JEPA] arxiv.org/abs/2301.08243
[EMA for Self-Supervised ViT] arxiv.org/abs/2104.14294
[Infomax] pubmed.ncbi.nlm.nih.gov/7584893
[SimCLR] arxiv.org/abs/2002.05709
[Barlow Twins] arxiv.org/abs/2103.03230
[VICReg] arxiv.org/abs/2105.04906
[LeJEPA] arxiv.org/abs/2511.08544
[EchoJEPA] arxiv.org/abs/2602.02603
[DINO v2] arxiv.org/abs/2304.07193
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, C
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Manim Animations created with Manimate manimate.ai
Warp is the agentic development environment born out of the terminal. Download Warp for free today at → https://go.warp.dev/bycloudythoa
For the longest time, Yann LeCun has been pioneering this idea called JEPA. With its rapid advancements as of recent, it has become a spotlight in the research field, especially for world modeling. So in today's video, I'll be covering the main idea of JEPA, how it works, and what makes it promising.
my latest project: Intuitive AI Academy
We just wrote a new piece on RL & RLHF!
https://intuitiveai.academy/
limited time code "EARLY" for 40% off yearly plan
My Newsletter
mail.bycloud.ai
My Patreon
patreon.com/c/bycloud
Sauces
[Original JEPA paper] openreview.net/pdf?id=BZ5a1r-kVsf
[V-JEPA] arxiv.org/abs/2506.09985
[I-JEPA] arxiv.org/abs/2301.08243
[EMA for Self-Supervised ViT] arxiv.org/abs/2104.14294
[Infomax] pubmed.ncbi.nlm.nih.gov/7584893
[SimCLR] arxiv.org/abs/2002.05709
[Barlow Twins] arxiv.org/abs/2103.03230
[VICReg] arxiv.org/abs/2105.04906
[LeJEPA] arxiv.org/abs/2511.08544
[EchoJEPA] arxiv.org/abs/2602.02603
[DINO v2] arxiv.org/abs/2304.07193
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, C
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[Video Editor] @aduckchicken2
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Manim Animations created with Manimate manimate.ai
![The REAL AI Architecture That Unifies Vision & Language
Get started now with open source & privacy focused password manager by Proton! https://proton.me/pass/bycloudai
In this video, we are going to dive into native MoE multimodal LLMs, the difference between early fusion and late fusion, and why a unified model is the way forward.
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paper sauces
Chameleon: Mixed-Modal Early-Fusion Foundation Models
[Paper] https://arxiv.org/abs/2405.09818
Scaling Laws for Native Multimodal Models
[Paper] https://www.arxiv.org/abs/2504.07951
Scaling Pre-training to One Hundred Billion Data for Vision Language Models
[Paper] https://arxiv.org/abs/2502.07617
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:
🙏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
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[Ko-fi] https://ko-fi.com/bycloudai The REAL AI Architecture That Unifies Vision & Language](https://i.ytimg.com/vi/obSNYqgL53k/mqdefault.jpg)
![Anthropic Just Proved Reasoning AIs Would Silently Cheat
Check out LTX Video 13B now and experience the latest video gen breakthrough: https://bit.ly/ltxvbycloud
My Newletter
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my website: find, discover & explain AI research semantically
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My Patreon
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Tracing the thoughts of a large language model
https://www.anthropic.com/research/tracing-thoughts-language-model
Reasoning models dont always say what they think
https://www.anthropic.com/research/reasoning-models-dont-say-think
On the Biology of a Large Language Model
https://transformer-circuits.pub/2025/attribution-graphs/biology.html
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:
🙏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
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#LTXStudioPartner Anthropic Just Proved Reasoning AIs Would Silently Cheat](https://i.ytimg.com/vi/pVkeM4qPmDc/mqdefault.jpg)
![OpenAI o1s New Paradigm: Test-Time Compute Explained
What is the latest hype about Test-Time Compute and why its mid
Check out NVIDIAs suite of Training and Certification here:
[NVIDIA Certification] https://nvda.ws/3XxkFyj
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Test Time Compute by DeepMind
[Paper] https://arxiv.org/abs/2408.03314
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
[Paper] https://arxiv.org/abs/2409.12183
Language Models Learn to Mislead Humans via RLHF
[Paper] https://arxiv.org/abs/2409.12822
Chain-of-Thought Reasoning Without Prompting
[Paper] https://arxiv.org/abs/2402.10200
Larger and more instructable language models become less reliable
[Paper] https://www.nature.com/articles/s41586-024-07930-y
Lets Think Dot by Dot: Hidden Computation in Transformer Language Models
[Paper] https://arxiv.org/abs/2404.15758
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, alex j, Chris LeDoux, Ben Shaener, Alex Maurice, Miguilim, Deagan, FiFaŁ, Robert Zawiasa, 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
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[Thumbnail Idea] https://x.com/DrJimFan/status/1834279865933332752 OpenAI o1s New Paradigm: Test-Time Compute Explained](https://i.ytimg.com/vi/pi7LF-OpO6k/mqdefault.jpg)
![DeepSeek V3.2 Just Broke SoTA Again… But How?
Check out HubSpots FREE AI Decoded Pocket Guide: https://clickhubspot.com/d21e13
In todays video, Ill be breaking down what made DeepSeek V3.2 such an important paper, how is DeepSeek-V3.2-Speciale so good, how DeepSeek has created this model, and explaining DeepSeeks new secret weapon: DeepSeek Sparse Attention (DSA).
my latest project: Intuitive AI Academy, learn modern AI/LLMs Intuitively
https://intuitiveai.academy/
code NYNM for 50% off forever (limited to 50)
My Newsletter
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my project: find, discover & explain AI research semantically
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My Patreon
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DeepSeek-V3.2
[Paper] https://rebrand.ly/s6apdew
[V3.2 Huggingface] https://huggingface.co/deepseek-ai/DeepSeek-V3.2
[V3.2 Speciale Huggingface] https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Speciale
DeepSeek-V3.2-exp
[Paper] https://github.com/deepseek-ai/DeepSeek-V3.2-Exp/blob/main/DeepSeek_V3_2.pdf
[Huggingface] https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp
DeepSeek-V3.1-Terminus
[Paper] https://huggingface.co/deepseek-ai/DeepSeek-V3.1-Terminus
[Huggingface] https://huggingface.co/deepseek-ai/DeepSeek-V3.1-Terminus
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
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[Ko-fi] https://ko-fi.com/bycloudai DeepSeek V3.2 Just Broke SoTA Again… But How?](https://i.ytimg.com/vi/pljoUcBniPQ/mqdefault.jpg)
![AI Tech CEOs In A Cage Fight??? [The AI Timeline #6]
Welcome to my 6th 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!
Seeing the World through Your Eyes
[Project Page] https://world-from-eyes.github.io/
Meta Voicebox
[Blog] https://about.fb.com/news/2023/06/introducing-voicebox-ai-for-speech-generation/
Acing MIT EECS Paper
[Paper] https://arxiv.org/abs/2306.08997
Acing MIT EECS Critical Analysis
[Notion] https://flower-nutria-41d.notion.site/No-GPT4-can-t-ace-MIT-b27e6796ab5a48368127a98216c76864?pvs=4
LIMA: Less Is More for Alignment
[Paper] https://arxiv.org/abs/2305.11206
Open LLaMa 13B
[Huggingface] https://huggingface.co/openlm-research/open_llama_13b
Google Try-on Diffusion
[TW] https://twitter.com/Google/status/1669431242889089029?s=20
[Paper] https://arxiv.org/pdf/2306.08276.pdf
Neuwigs
[Project Page] https://ziyanw1.github.io/neuwigs/
Rerender a Video
[Project Page] https://anonymous-31415926.github.io/
Adobe Firefly for Illustrator
[YT] https://youtu.be/6anR6nFUafU
Segment Anything to Remove IRL ads
[TW] https://twitter.com/localghost/status/1670884510261706752?s=20
ChatGPT Leak
[Rowan] https://twitter.com/rowancheung/status/1669750794659434496?s=20
Language to Rewards for Robotic Skill Synthesis
[Project Page] https://language-to-reward.github.io/
GLoRA
[Paper] https://arxiv.org/pdf/2306.07967.pdf
AniFaceDrawing
[Paper] https://arxiv.org/abs//2306.07476
[Demo] https://youtu.be/GcL67h8QEOY
TAPIR
[Project Page] https://deepmind-tapir.github.io/
BITE
[Project Page] https://bite.is.tue.mpg.de/
GAIA-1
[Project Page] https://wayve.ai/thinking/introducing-gaia1/
Vid2Avatar
[Project Page] https://moygcc.github.io/vid2avatar/
[Code] https://github.com/MoyGcc/vid2avatar
PS1 Graphics
[TW] https://twitter.com/Vajayjay_K
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, alex j, Chris LeDoux, Alex Maurice, Deagan, 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
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0:00 Seeing the World through Your Eyes
0:30 Elon VS Zuck Cage Fight
0:48 Voicebox
1:05 GPT-4 Cant Ace MIT
2:01 LIMA
2:30 Open LLaMa 13B
2:39 Google Try-on Diffusion
3:24 Neuwigs
4:08 Rerender a Video
4:43 ChatGPT Windows Activation Key
4:52 Adobe Firefly + Illustrator
5:02 Removes IRL ads
5:09 ChatGPT leaks
5:20 Robot LLM
5:38 GLoRA
5:50 AniFaceDrawing
6:18 TAPIR
6:31 BITE
6:38 GAIA-1
6:55 Vid2Avatar
7:14 QR Code Art
7:25 PS1 Graphic Upgrade with SD
7:32 Video2Video
7:38 Wolfram + Cats
7:48 Outro AI Tech CEOs In A Cage Fight??? [The AI Timeline #6]](https://i.ytimg.com/vi/q4k3bQMNqtk/mqdefault.jpg)
![The AI Bubble Will Be Impossible To Pop Thanks To... AI Video?!
Thanks NVIDIA for sponsoring this video
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In this video, we will be diving into how AI video is going to take shape and effect the world and the economy in a way that we would not expect.
my latest project: Intuitive AI Academy
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Cosmos Policy: Fine-Tuning Video Models for Visuomotor Control and Planning
[Paper] https://arxiv.org/abs/2601.16163
Cosmos World Foundation Model Platform for Physical AI
[Paper] https://arxiv.org/abs/2501.03575
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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, Lame Plane, Matej Macak
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[Ko-fi] https://ko-fi.com/bycloudai The AI Bubble Will Be Impossible To Pop Thanks To... AI Video?!](https://i.ytimg.com/vi/qFpps5Ur-qs/mqdefault.jpg)
![Kimi K2.5 Brought Us 3 brand NEW LLM Frontier!?
Check out HubSpots FREE AI App Builder Kit: https://clickhubspot.com/96a28a
In this video, I will be covering how Kimi K2.5 has shared 3 new big LLM frontier that 2026 research will definitely pivot into. Really amazing how they shared all these information that might just define this years research. The key research includes Kimi K2.5s new agent swarm, ultra sparse MoE, and vision coding. All implemented in this 1 trillion parameter model.
my latest project: Intuitive AI Academy
We just wrote a new piece on MoE!
https://intuitiveai.academy/
limited time code EARLY for 40% off yearly plan!
My Newsletter
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my project: find, discover & explain AI research semantically
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My Patreon
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Sauces:
Kimi K2.5
[Paper] https://arxiv.org/abs/2602.02276
[Blog] https://www.kimi.com/blog/kimi-k2-5
[HuggingFace] https://huggingface.co/moonshotai/Kimi-K2.5
Kimi K2
[Paper] https://arxiv.org/abs/2507.20534
Ling 2.0 Report
[Paper] https://arxiv.org/abs/2510.22115
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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, Lame Plane, Matej Macak
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[Ko-fi] https://ko-fi.com/bycloudai Kimi K2.5 Brought Us 3 brand NEW LLM Frontier!?](https://i.ytimg.com/vi/qFttD0060QA/mqdefault.jpg)
![Forcefully controlling AI’s ideology doesnt really work... (yet?)
Happy FlexiSpot Black Friday Sale now, Up to 65% OFF! You also have the chance to win free orders during this period. Use my code YTE7P50 to get EXTRA $50 off on the E7 Plus standing desk.
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In this video, we will explore the latest research blog Anthropic AI has published discussing about feature steering regarding to mitigate social biases. This is their first step of applying their mechanistic interpretability research to alignment.
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Evaluating feature steering: A case study in mitigating social biases
[Blog] https://www.anthropic.com/research/evaluating-feature-steering
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[Video Editor] @Booga04 Forcefully controlling AI’s ideology doesnt really work... (yet?)](https://i.ytimg.com/vi/qHv1YLdwgRk/mqdefault.jpg)

![Metas Reasoning AI Model... Reasons Without Using Words?
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In this video, I will be going over the current problems of chain-of-thoughts for the token based reasoning LLMs, and share with you the next forefront of reasoning that doesnt use any extra tokens or words anymore.
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CoCoNuT: Training Large Language Models to Reason in a Continuous Latent Space
[Paper] https://arxiv.org/abs/2412.06769
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
[Paper] https://arxiv.org/abs/2502.05171
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[Ko-fi] https://ko-fi.com/bycloudai Metas Reasoning AI Model... Reasons Without Using Words?](https://i.ytimg.com/vi/qhYQ20TbtJ8/mqdefault.jpg)
![The Death of RAG? Recursive LM Explained
Check out Inngest and let your AI agents wear a harness now!
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In this video, well dive into the latest hype: Recursive Language Model, why its actually pretty promising, and how it will change the way we use RAG.
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Recursive Language Models
[Paper] https://arxiv.org/abs/2512.24601
Context Rot
[Blog] https://research.trychroma.com/context-rot
ChatGPT doesnt use RAG
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[Ko-fi] https://ko-fi.com/bycloudai The Death of RAG? Recursive LM Explained](https://i.ytimg.com/vi/qznFV59f3Uk/mqdefault.jpg)