bycloud
DeepSeeks Insane Architecture Breakthrough [Engram Explained]
updated
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Can a neural network write its own data and skyrocket past GPT-4? In today's 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] arxiv.org/abs/2506.10943
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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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
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You can also use code "BYCLOUD" to get Warp Pro for 1 month free. (limited for 1,000 redemptions)
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Video Sauces:
Inception Labs
[Website] inceptionlabs.ai
Gemini Diffusion
[Blog] https://deepmind.google/models/gemini-diffusion
Large Language Diffusion Models
[Paper] arxiv.org/abs/2502.09992
MMaDA
[Paper] arxiv.org/abs/2505.15809
LaViDa
[Paper] arxiv.org/abs/2505.16839
Diffusion Beats Autoregressive in Data-Constrained Settings
[Paper] arxiv.org/abs/2507.15857
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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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[Twitter] twitter.com/bycloudai
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my project: find, discover & explain AI research semantically
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Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task
[Paper] alphaxiv.org/abs/2506.08872
[Project Page] brainonllm.com
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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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[Twitter] twitter.com/bycloudai
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ByteDance Seed Proposed PMA which is a model merging technique for pre-training models to project your annealed performance without the need to go through annealing. This can save up to millions in big model training runs.
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Model Merging in Pre-training of Large Language Models
[Paper] alphaxiv.org/abs/2505.12082
Other "model merging" techniques I mentioned (but are used in completely different scenarios)
alphaxiv.org/abs/2410.03617
alphaxiv.org/abs/2410.15661
alphaxiv.org/abs/2403.07816
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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, Constantinos Charilaou, Abay Bektursun
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In this video, we will take a look at research papers that aim to remove tokenization in LLMs.
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Dynamic Byte Latent Transformer
[Paper] arxiv.org/abs/2412.09871
[Code] github.com/facebookresearch/blt
From Bytes to Ideas: Language Modeling with Autoregressive U-Nets
[Paper] arxiv.org/abs/2506.14761
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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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In this video, we take a look at this research paper called Continuous Thought Machines published by http://sakana.ai , where they integrate neural timing into an AI model.
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Continuous Thought Machines
[Paper] arxiv.org/abs/2505.05522
[Project Page] pub.sakana.ai/ctm
[Code] github.com/SakanaAI/continuous-thought-machines
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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
[Discord] discord.gg/NhJZGtH
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You can also use code "BYCLOUD" to get Warp Pro for 1 month free. (limited for 1,000 redemptions)
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Training language models to follow instructions with human feedback
[Paper] arxiv.org/abs/2203.02155
DeepSeek-R1 (Aha Moment)
[Paper] arxiv.org/abs/2501.12948
Understanding R1-Zero-Like Training: A Critical Perspective
[Paper] arxiv.org/pdf/2503.20783
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
[Paper] arxiv.org/abs/2504.13837
Reinforcement Learning Finetunes Small Subnetworks in Large Language Models
[Paper] arxiv.org/abs/2505.11711
Spurious Rewards: Rethinking Training Signals in RLVR
[Paper] arxiv.org/abs/2506.10947
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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
[Discord] discord.gg/NhJZGtH
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I've been planning for a bitnet video for the longest time, and with the release of bitnet b1.58 2B4T gave me the perfect chance to brief you on the history of 1-bit LLM! Fun fact, the major bitnet research is mostly done by the same researchers.
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Quantifying the Capabilities of LLMs across Scale and Precision
[Paper] arxiv.org/abs/2405.03146v2
BitNet: Scaling 1-bit Transformers for Large Language Models
[Paper] arxiv.org/abs/2310.11453v1
The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits
[Paper] arxiv.org/abs/2402.17764v1
BitNet a4.8: 4-bit Activations for 1-bit LLMs
[Paper] arxiv.org/abs/2411.04965v1
Efficient Construction of Model Family through Progressive Training Using Model Expansion
[Paper] arxiv.org/abs/2504.00623v1
BitNet b1.58 2B4T Technical Report
[Paper] arxiv.org/abs/2504.12285
[Web Demo] bitnet-demo.azurewebsites.net
[HuggingFace] huggingface.co/microsoft/bitnet-b1.58-2B-4T
[Code] github.com/microsoft/BitNet
[Additional Recs]
T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge
arxiv.org/abs/2407.00088v2
FBI-LLM: Scaling Up Fully Binarized LLMs from Scratch via Autoregressive Distillation
arxiv.org/abs/2407.07093v1
Matmul or No Matmul in the Era of 1-bit LLMs
arxiv.org/abs/2408.11939v2
1-bit AI Infra: Part 1.1, Fast and Lossless BitNet b1.58 Inference on CPUs
arxiv.org/abs/2410.16144v2
Bitnet.cpp: Efficient Edge Inference for Ternary LLMs
arxiv.org/abs/2502.11880v1
Continual Quantization-Aware Pre-Training: When to transition from 16-bit to 1.58-bit pre-training for BitNet language models?
arxiv.org/abs/2502.11895v1
(NEW!) BitNet v2: Native 4-bit Activations with Hadamard Transformation for 1-bit LLMs
arxiv.org/abs/2504.18415
(NEW!) BitVLA: 1-bit Vision-Language-Action Models for Robotics Manipulation
arxiv.org/abs/2506.07530
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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
[Discord] discord.gg/NhJZGtH
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[Video Editor] Abhay
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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] arxiv.org/abs/2405.09818
Scaling Laws for Native Multimodal Models
[Paper] arxiv.org/abs/2504.07951
Scaling Pre-training to One Hundred Billion Data for Vision Language Models
[Paper] arxiv.org/abs/2502.07617
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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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
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DeepSeek-Prover-V2
[Paper] arxiv.org/abs/2504.21801
[V3 report] arxiv.org/abs/2412.19437
Kimina Prover
[Paper] arxiv.org/abs/2504.11354
Putnam Bench
[Question ex] https://prase.cz/kalva/putnam.html
USAMO & AIME bench
[Math Arena Leaderboard] matharena.ai
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This video is supported by the kind Patrons & YouTube Members:
🙏 Chris LeDoux, Ben Shaener, DX Research Group, Poof N' Inu, Deagan, Robert Zawiasa, 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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mail.bycloud.ai
my project: find, discover & explain AI research semantically
findmypapers.ai
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DeepSeek-R1-0528 (v2)
[Chatbot] chat.deepseek.com
[Huggingface] huggingface.co/deepseek-ai/DeepSeek-R1-0528
[Qwen-3 Distilled Huggingface] huggingface.co/deepseek-ai/DeepSeek-R1-0528-Qwen3-8B
[Artificial Analysis] artificialanalysis.ai
[Agentic Tool use] interconnects.ai/p/latest-open-artifacts-10-new-deepseek
[Aider Bench] https://aider.chat/docs/leaderboards/
[EQ Bench] eqbench.com/creative_writing.html
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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
[Discord] discord.gg/NhJZGtH
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Future Lens
[Paper] arxiv.org/abs/2311.04897
Multi-Token Prediction
[Paper] arxiv.org/abs/2404.19737
DeepSeek-V3
[First Paper] arxiv.org/abs/2412.19437
[Technical Paper] arxiv.org/abs/2505.09343
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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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
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[Video Editor] @Booga04
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code BYCLOUD for 20% off🙌
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Think before you speak: Training Language Models With Pause Tokens
[Paper] arxiv.org/abs/2310.02226
Let's Think Dot by Dot: Hidden Computation in Transformer Language Models
[Paper] arxiv.org/abs/2404.15758
Do LLMs Really Think Step-by-step In Implicit Reasoning?
[Paper] arxiv.org/abs/2411.15862
On the Biology of a Large Language Model
[Paper] https://transformer-circuits.pub/2025/attribution-graphs/biology.html
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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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
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[Video Editor] @Booga04
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My Newletter
mail.bycloud.ai
My Patreon
patreon.com/c/bycloud
Efficient Streaming Language Models with Attention Sinks
[Paper] arxiv.org/abs/2309.17453
Why do LLMs attend to the first token?
[Paper] arxiv.org/abs/2504.02732
Softmax Attention is a Fluke
[Blog] ethansmith2000.com/post/softmax-attention-is-a-fluke
If you want to learn more about Attention Sink, check out my latest project
findmypapers.ai
Where you can ask, find & have it explain AI research that also discuss about Attention Sink!
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:
🙏Chris LeDoux, DX Research Group, Poof N' Inu, Deagan, Robert Zawiasa, 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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[Video Editor] Abhay
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My Newletter
mail.bycloud.ai
my website: find, discover & explain AI research semantically
findmypapers.ai
My Patreon
patreon.com/c/bycloud
Tracing the thoughts of a large language model
anthropic.com/research/tracing-thoughts-language-model
Reasoning models don't always say what they think
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 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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My Newletter
mail.bycloud.ai
my website: find AI research semantically
findmypapers.ai
My Patreon
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The Danger of Overthinking
[Paper] arxiv.org/abs/2502.08235
Less is more for reasoning
[Paper] arxiv.org/abs/2502.03387
Less is more for RL scaling
[Paper] arxiv.org/abs/2502.11886
The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models
[Paper] arxiv.org/abs/2503.02875
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:
🙏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
[Discord] discord.gg/NhJZGtH
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[Video Editor] Abhay
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My Newletter
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My AI Papers Search Engine (better than any deep research)
https://FindMyPapers.ai/
My Patreon
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Large Concept Models: Language Modeling in a Sentence Representation Space
[Paper] arxiv.org/abs/2412.08821
LLM Pretraining with Continuous Concepts (CoCoMix)
[Paper] arxiv.org/abs/2502.08524
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:
🙏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
[Discord] discord.gg/NhJZGtH
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[Video Editor] Abhay
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findmypapers.ai
You can now search research papers semantically without it hallucinating like crazy and get a lot of relevant sources. Right now limited to AI research papers only.
use code "YTBETA50" for 50% off 2 months!
&
You wanna use the RAG system for your business? Here's the waitlist
https://bycloud-projects.framer.website/
The amazing people that worked on it with me:
https://x.com/HarryBldr
https://x.com/drew_ronsman
https://x.com/jason_lee328
My Newletter
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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
[Discord] discord.gg/NhJZGtH
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Gemini 2.5 series is probably the best AI LLM API you could use right now. It's cheap, it's good at coding, good at conversations, has 1 million context window with pretty insane retrieval accuracies, and the cost efficiency is just through the roof. Gemini 2.5 Flash and Gemini 2.5 Pro is my top pick right now.
My new project
findmypapers.ai
Try my Beta for free or use "YTBETA50" for 2 months 50% off! (limited to 50 redeems)
Patreons have access too!
My Newletter
mail.bycloud.ai
My Patreon
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Gemini
[AI Studio] aistudio.google.com
[Gemini App] gemini.google.com
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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
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[Business Inquiries] bycloudai@gmail.com
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[Video Editor] @Booga04
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In this video, I'll break down the latest GPT-4.1 series announced by OpenAI. Its 1 million context window is definitely the highlight of this release.
My Newletter
mail.bycloud.ai
My Patreon
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OpenAI GPT-4.1
[Blog] openai.com/index/gpt-4-1
[MRCR] huggingface.co/datasets/openai/mrcr
[Announcement Live Stream] youtu.be/kA-P9ood-cE
[SWE-Bench-Verified]
[AiderBench] https://aider.chat/docs/leaderboards/
[LiveBench] livebench.ai/#
[FictionLiveBench] https://fiction.live/stories/Fiction-liveBench-April-6-2025/oQdzQvKHw8JyXbN87
[MMMU] mmmu-benchmark.github.io
[MathVISTA] mathvista.github.io
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Kainan, 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, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo, Utsav Soi, Calvin Yan, Thomas Di martino
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
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[Video Editor] @Booga04
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GPT-4o is one of the most impressive multi-modal language model I have ever seen, but unfortunately it is now known as the Ghibli generator...
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GPT-4o
[Blog] openai.com/index/introducing-4o-image-generation
[Website] chat.openai.com
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Kainan, 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, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo, Utsav Soi, Calvin Yan
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
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[Video Editor] @Booga04
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Meta just dropped the Llama-4 series, and it looks really good... on papers. People have been finding weird problems left and right. So in this video, I'll give you an overview on Llama-4, and point out all the consistencies people found and why the community is slightly disappointed about this release.
My Newletter
mail.bycloud.ai
My Patreon
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Llama-4
[Blog] ai.meta.com/blog/llama-4-multimodal-intelligence
[Tweet] https://x.com/AIatMeta/status/1908598456144531660
[Download] huggingface.co/collections/meta-llama/llama-4-67f0c30d9fe03840bc9d0164
other sources
[Artificial Analysis] artificialanalysis.ai
[lmArena] lmarena.ai
[Chinese Rumor Thread] 1point3acres.com/bbs/thread-1122600-1-1.html
[Fiction Live Bench] https://fiction.live/stories/Fiction-liveBench-April-6-2025/oQdzQvKHw8JyXbN87
[ARC-AGI] arcprize.org/leaderboard
[Math Perturb] math-perturb.github.io
[VISTA] scale.com/leaderboard/visual_language_understanding
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Kainan, 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, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo, Utsav Soi, Calvin Yan, Thomas Di martino
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
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[Video Editor] @Booga04 and me
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I have reworked this video many times, so it is definitely quite a long delay since the paper's first release. But I think there has been a lot of misunderstanding from the narratives people trying to build surrounding this research, so here is a deeper look into it without being too technical!
My Newletter
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Alignment faking in large language models
[Paper] arxiv.org/abs/2412.14093
[Blog] anthropic.com/research/alignment-faking
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Kainan, 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, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo, Utsav Soi
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
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[Video Editor] @Booga04
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code BYCLOUD for 20% off🙌
DeleteMe international Plans: international.joindeleteme.com
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 doesn't use any extra tokens or words anymore.
My Newletter
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My Patreon
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CoCoNuT: Training Large Language Models to Reason in a Continuous Latent Space
[Paper] arxiv.org/abs/2412.06769
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
[Paper] arxiv.org/abs/2502.05171
This video is supported by the kind Patrons & YouTube Members:
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DeepSeek open source week is probably the biggest open source collection we have ever seen, especially in recent years. Their focus on optimization has gave insane performance boost to their LLM inference, yet it is a bit difficult for everyone to understand their open source projects’ impacts. So in this video, I’ll be going through what each of the repository they open sourced does, and how it would impact the AI industry.
DeepSeek Open Source Week GitHub Overview
github.com/deepseek-ai/open-infra-index
This video is supported by the kind Patrons & YouTube Members:
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In this video, you will learn about the fascinating ways of how AI companies can rig LLM benchmarks, for educational purposes of course... Plus the reason why people don’t trust “chatbot arena” as much as more.
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I was really vague about the sources in this video to fit it in the narrative, but most facts presented are backed by the following papers
Changing Answer Order Can Decrease MMLU Accuracy
[Paper] arxiv.org/abs/2406.19470
Catch me if you can! How to beat GPT-4 with a 13B model
[Blog] lmsys.org/blog/2023-11-14-llm-decontaminator
Idiosyncrasies in Large Language Models
[Paper] arxiv.org/abs/2502.12150
Improving Your Model Ranking on Chatbot Arena by Vote Rigging
[Paper] arxiv.org/abs/2501.17858
This video is supported by the kind Patrons & YouTube Members:
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While it does look like GPT-4.5 might be better at texting, it unable to hit the top of the benchmark compared to other base/non-reasoning models came as a big surprised to me.
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GPT-4.5
[Live] youtu.be/cfRYp0nItZ8
[System Card] cdn.openai.com/gpt-4-5-system-card.pdf
[Blog] openai.com/index/introducing-gpt-4-5
DeepSeek
[OpenSourceWeek Post] https://x.com/deepseek_ai/status/1892786555494019098
[GitHub] github.com/deepseek-ai
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, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo, Utsav Soi
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Here is the first look of Claude 3.7 Sonnet. My copium is high, it is looking good. I will return to the Claude 3.7 Sonnet 20$ subscription.
Claude 3.7 Sonnet
[Full Blog] anthropic.com/news/claude-3-7-sonnet
[System Card] assets.anthropic.com/m/785e231869ea8b3b/original/claude-3-7-sonnet-system-card.pdf
This video is supported by the kind Patrons & YouTube Members:
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In this video, I will be sharing the research that aims to solve the problem of context window, kv-cache, and memory recall efficiency. Even though the title only mentions Google's research, I also included research from Meta and Sakana AI. They paved a good way to introduce to the idea of AI memory.
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An Evolved Universal Transformer Memory
[Paper] arxiv.org/abs/2410.13166
Memory Layers at Scale
[Paper] arxiv.org/abs/2412.09764
Titans: Learning to Memorize at Test Time
[Paper] arxiv.org/abs/2501.00663
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, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo, Utsav Soi
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Elon Musk's xAI has just published the state of the art model series: Grok-3.
"State-of-the-Art" on their official benchmarks though, since API is still not available for robust third party benchmark testing.
Grok-3 Announcement
[Live Stream] https://x.com/xai/status/1891699715298730482
(yes, live stream was the only info source LMAO)
[Website] grok.com
[X Premium+] https://x.com/i/premium
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, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, Charlie C, tantan assawade, Ângelo Fonseca, Stefan Lorenz, Paperboy, mika, Leo, Utsav Soi
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The only real video in this video is the video at the beginning parodying AI generated videos
[Sora] openai.com/sora
[MiniMax] hailuoai.video
[Pika2.0] https://pika.art/
[LTX-Video] https://ltx.studio/
[HunyuanVideo] aivideo.hunyuan.tencent.com
[MovieGen] ai.meta.com/research/movie-gen
[Cosmos] nvidia.com/en-us/ai/cosmos
[Ray 2] lumalabs.ai/ray
This video is supported by the kind Patrons & YouTube Members:
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and use the code BYCLOUD10 for a special 10% off
My newsletter
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Deep Research
[Blog] openai.com/index/introducing-deep-research
[DeepSeek Report by Deep Research] chatgpt.com/share/67a0d59b-d020-8001-bb88-dc9869d52b2e
[Price Comparison Report by Deep Research] chatgpt.com/share/67a27d1c-b184-8001-842e-d489e4ab031c
Other sources
[DeepSeek-v3] arxiv.org/abs/2412.19437
[DeepSeek-R1] arxiv.org/abs/2501.12948
[Adi] https://x.com/adonis_singh
[Gemini Deep Research] gemini.google.com
This video is supported by the kind Patrons & YouTube Members:
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In this video, I'll be breaking down a lot of the allegations that DeepSeek received, and clarify some information which seems to be some misunderstanding. If you have other sources that can support or argue against the points, feel free to leave it down in the comments! However, this is not a debate, I just want to share the truth & what I find the most reliable. I have been reading their research for a while, so seeing a lot of these criticisms specifically to DeepSeek really seem like a big misunderstanding.
0:00 intro
0:35 50,000 "illegal" GPUs?
2:30 $5mil is bs
8:35 stolen data
11:49 DeepSeek is NOT a side project
14:25 miscellaneous
Sources
[SemiAnalysis] http://semianalysis.com
[anthropic CEO post] darioamodei.com/on-deepseek-and-export-controls
[Eryck Banatt] planetbanatt.net/articles/v3fermi.html
[LLM Cost Calculator] https://tnyqnervqldjme1y.vercel.app/
[Highflyer Blogs] https://www.high-flyer.cn/en/blog/hf-reduce/
[Free NVIDIA R1 Preview] build.nvidia.com/deepseek-ai/deepseek-r1
Papers
[DeepSeek-R1] arxiv.org/abs/2501.12948
[DeepSeek-v3] arxiv.org/abs/2412.19437
[DeepSeek-v2] arxiv.org/abs/2405.04434
[DeepSeekMoE] arxiv.org/abs/2401.06066
[DeepSeekMath] arxiv.org/abs/2402.03300
[DeepSeekLLM] arxiv.org/abs/2401.02954
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, Thomas Lin, Sid_Cypher, Mark Buckler, Kevin Tai, NO U, Gonzalo Fidalgo, Igor Alvarez, Alon Pluda, Clément Veyssière, Sander Zwaenepoel, etrotta, Binnie Yiu, Matej Macak, c zhou, Berhane-Meskel, sai sandeep mandava, Leo, Asad Dhamani, ZyanSheep, Stefan Lorenz, Ângelo Fonseca
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& check out their paper arxiv.org/abs/2501.12599v1
DeepSeek Papers
[DeepSeek-R1] arxiv.org/abs/2501.12948
[DeepSeek-v3] arxiv.org/abs/2412.19437v1
[DeepSeekMoE] arxiv.org/abs/2401.06066
[DeepSeekMath] arxiv.org/abs/2402.03300
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Sources:
[DeepSeek Hardware Requirements] reddit.com/r/LocalLLaMA/comments/1i69dhz/deepseek_r1_ollama_hardware_benchmark_for_localllm
[Liang Wenfeng Interview 2023] mp.weixin.qq.com/s/Cajwfve7f-z2Blk9lnD0hA
[Liang Wenfeng Interview 2024] mp.weixin.qq.com/s?__biz=Mzk0MDMyNDUxOQ==&mid=2247491914&idx=1&sn=50489b9228906d5f9429817555d5be14
[SirrahChan Diagram] https://x.com/SirrahChan/status/1881540279783887036
[Live Bench] livebench.ai/#
[AiderBench] https://aider.chat/docs/leaderboards/
[Artificial Analysis] artificialanalysis.ai
[definitely not jailbreak] https://x.com/kohya_tech/status/1881910958169415839
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12 Days of OpenAI
[Website] openai.com/12-days
EpochAI
[Website] epoch.ai
[FrontMath] epoch.ai/frontiermath
ARC-AGI
[Website] arcprize.org
[Podcast Mention] dwarkeshpatel.com/p/francois-chollet
LessWrong Comment by Tamay lesswrong.com/posts/cu2E8wgmbdZbqeWqb/#fnmyj4sfqnu7c
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Petals: Collaborative Inference and Fine-tuning of Large Models
[Paper] arxiv.org/abs/2209.01188
A Preliminary Report on DisTrO
[Paper] github.com/NousResearch/DisTrO/blob/main/A_Preliminary_Report_on_DisTrO.pdf
[Training Monitor] distro.nousresearch.com
INTELLECT-1
[Website] app.primeintellect.ai/intelligence
DiLoCo: Distributed Low-Communication Training of Language Models
[Paper] arxiv.org/abs/2311.08105
Open DiLoCo
[Paper] arxiv.org/abs/2407.07852
[Code] github.com/PrimeIntellect-ai/OpenDiLoCo
DeMo
[Paper] arxiv.org/abs/2411.19870
This video is supported by the kind Patrons & YouTube Members:
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Matej Macak, c zhou
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With the release of the full o1 and o3 model, this video has unfortunately already been outdated! (I am too slow as usual oops) But these are still some really good models which you should keep your eyes on, cuz they are gonna be the ones you are able to use locally in the future ;)
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QwQ
[Blog] qwenlm.github.io/blog/qwq-32b-preview
DeepSeek R1
[Chat] chat.deepseek.com
[X Thread] https://x.com/deepseek_ai/status/1859200141355536422
LLMs Do Not Think Step-by-step in Implicit Reasoning
[Paper] arxiv.org/abs/2411.15862
LlaVa-CoT
[Paper] arxiv.org/abs/2411.10440
Marco-o1
[Paper] arxiv.org/abs/2411.14405
O1 Replication Journey: A Strategic Progress Report -- Part 1
[Paper] arxiv.org/abs/2410.18982
O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?
[Paper] arxiv.org/abs/2411.16489
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In this video, I will be going through (more than) 10 research papers in the field of AI/ML with the most citations in the year 2024.
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Check out my Patreon for the full list
patreon.com/c/bycloud
patreon.com/posts/most-cited-full-117965909
Llama-3: arxiv.org/abs/2407.21783v2
MoE: arxiv.org/abs/2401.04088v1
Gemma: arxiv.org/abs/2403.08295v4
VisionMamba: arxiv.org/abs/2401.09417v2
Gemini 1.5: arxiv.org/abs/2403.05530v4
Phi-3: arxiv.org/abs/2404.14219v4
Qwen-2: arxiv.org/abs/2407.10671v4
KAN: arxiv.org/abs/2404.19756v4
LLM survey: arxiv.org/abs/2402.06196v2
Deepseek-coder: arxiv.org/abs/2401.14196v2
LLM survey: arxiv.org/abs/2402.06196v2
Gemma: arxiv.org/abs/2403.08295v4
Phi-3: arxiv.org/abs/2404.14219v4
ICL: arxiv.org/abs/2405.19592v1
LLM for code gen survey: arxiv.org/abs/2406.00515v1
Llama-3: arxiv.org/abs/2407.21783v2
Gemma 2: arxiv.org/abs/2408.00118v3
Qwen-2-VL: arxiv.org/abs/2409.12191v2
GSM-Symbolic: arxiv.org/abs/2410.05229
Moshi: kyutai.org/Moshi.pdf
Mamba: arxiv.org/abs/2312.00752
Chatbot Arena: arxiv.org/abs/2403.04132
Self-Rewarding Language Models: arxiv.org/abs/2401.10020
Yi: arxiv.org/abs/2403.04652
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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...
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Structured Denoising Diffusion Models in Discrete State-Spaces
[Paper] arxiv.org/abs/2107.03006
Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution
[Paper] arxiv.org/abs/2310.16834
Scaling up Masked Diffusion Models on Text
[Paper] arxiv.org/abs/2410.18514
Discrete Diffusion for Complex Reasoning and Planning
[Paper] arxiv.org/abs/2410.14157
Simplified and Generalized Masked Diffusion for Discrete Data
[Paper] arxiv.org/abs/2406.04329
Speculative Diffusion Decoding
[Paper] arxiv.org/abs/2408.05636
Energy-Based Diffusion Language Models for Text Generation
[Paper] arxiv.org/abs/2410.21357
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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] anthropic.com/research/evaluating-feature-steering
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Here are my review and thoughts on Google's NotebookLM used as a tool to help me study...
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notebookLM
notebooklm.google.com
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0:00 Intro & context
4:07 Review
In this video, I will be covering the latest and the hottest paper called Differential Transformer. Will also be covering some basics about self-attention, grouped query attention, and multi-head latent attention.
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Attention Is All You Need
[Paper] arxiv.org/abs/1706.03762
GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
[Paper] arxiv.org/abs/2305.13245
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
[Paper] arxiv.org/abs/2405.04434
Differential Transformer
[Paper] arxiv.org/abs/2410.05258
Flash Attention
[Paper] arxiv.org/abs/2205.14135
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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[Music] massobeats - glimmer
[Profile & Banner Art] twitter.com/pygm7
[Video Editor] @Askejm
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Emergent properties with repeated examples
[Paper] arxiv.org/abs/2410.07041v1
A Tale of Tails: Model Collapse as a Change of Scaling Laws
[Paper] arxiv.org/abs/2402.07043
Intelligence at the Edge of Chaos
[Paper] arxiv.org/pdf/2410.02536
Game of Life
[Try out] playgameoflife.com
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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[Music] massobeats - lush
[Profile & Banner Art] twitter.com/pygm7
[Video Editor] Silas
Jetson AI Lab: nvda.ws/4eO2VFU
Multimodal RAG with Llama 3.2 GitHub: nvda.ws/4eyspY0
NVIDIA NIM for Developers: nvda.ws/4dCXys1
thank you NVIDIA for partnering with me for this video!
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Llama-3.2
[Blog] llama.com
[Models] huggingface.co/collections/meta-llama/llama-32-66f448ffc8c32f949b04c8cf
Llama-3 herd of models
[paper] arxiv.org/abs/2407.21783
Qwen-2-VL
[Paper] arxiv.org/abs/2409.12191
[Model] github.com/QwenLM/Qwen2-VL
NVLM
[Paper] arxiv.org/abs/2409.11402
[Blog] research.nvidia.com/labs/adlr/NVLM-1
[Models] huggingface.co/nvidia/NVLM-D-72B
Qwen-2
[Paper] arxiv.org/abs/2407.10671
[Models] huggingface.co/collections/Qwen/qwen2-6659360b33528ced941e557f
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Chris LeDoux, 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, jiye
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[Music] massobeats - lavender
[Profile & Banner Art] twitter.com/pygm7
[Video Editor] Askejm & Booga
Transformer models have become so good that, it is used even in video generation. How? In this video, I'll give you a quick run down on how the state of the art video generation is made. (It's diffusion transformers)
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PixArt-Alpha
[Paper] arxiv.org/abs/2310.00426
Open Sora
[GitHub] github.com/hpcaitech/Open-Sora
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, Ben Shaener, Chris LeDoux, 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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[Music] massobeats - honey jam
[Profile & Banner Art] twitter.com/pygm7
[Video Editor] @Askejm & Silas
[Thumbnail] https://x.com/Arata_Fukoe/status/1809840865063629292
Check out NVIDIA's suite of Training and Certification here:
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You can use the code “BYCLOUD” at checkout for 10% off!
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Test Time Compute by DeepMind
[Paper] arxiv.org/abs/2408.03314
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
[Paper] arxiv.org/abs/2409.12183
Language Models Learn to Mislead Humans via RLHF
[Paper] arxiv.org/abs/2409.12822
Chain-of-Thought Reasoning Without Prompting
[Paper] arxiv.org/abs/2402.10200
Larger and more instructable language models become less reliable
[Paper] nature.com/articles/s41586-024-07930-y
Let's Think Dot by Dot: Hidden Computation in Transformer Language Models
[Paper] 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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[Music] massobeats - floral
[Profile & Banner Art] twitter.com/pygm7
[Video Editor] @Askejm
[Thumbnail Idea] https://x.com/DrJimFan/status/1834279865933332752
This video imma be yapping about why prompt engineering is unreasonable and everything that is a bit sus about it. The sequel of this video will probably be me roasting o1 (hopefully not)
check out my newsletter
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Special thanks to LDJ for helping with this video
OpenAI o1
[Announcement] openai.com/index/introducing-openai-o1-preview
[Blogs] openai.com/o1
Claude 3.5 Sonnet
[Announcement] anthropic.com/news/claude-3-5-sonnet
[AntThinking] gist.github.com/dedlim/6bf6d81f77c19e20cd40594aa09e3ecd
Language Models (Mostly) Know What They Know
[Paper] arxiv.org/abs/2207.05221
Plan-and-Solve Prompting
[Paper] arxiv.org/abs/2305.04091
Llama-3.1 System Card
[Documentation] llama.com/docs/model-cards-and-prompt-formats/meta-llama-3
Think Before You Speak
[Paper] arxiv.org/abs/2310.02226
Future Lens
[Paper] arxiv.org/abs/2311.04897
This video is supported by the kind Patrons & YouTube Members:
🙏Andrew Lescelius, alex j, Chris LeDoux, 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
[Discord] discord.gg/NhJZGtH
[Twitter] twitter.com/bycloudai
[Patreon] patreon.com/bycloud
[Music 1] Spirit Blossom - RomanBelov
[Music 2] Tie Me Down - PremiumMusicOdyssey
[Music 3] Dimmed Lights - PremiumMusicOdyssey
[Music 4] Wrapped in your Love - PremiumMusicOdyssey
[Profile & Banner Art] twitter.com/pygm7
[Video Editor] @bhargavesque
0:00 Intro
4:21 The prooompting basics
6:36 How companies make prompting works
12:11 Does how you prompt REALLY matter?


