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AI model self-improvement: progress and challenges
#ai self-improvement is advancing with methods like RLAIF (#reinforcementlearning from #ai feedback) and meta-rewarding, enabling models to refine their outputs without human input. Tianhao Wu from #BAIR Lab discusses the challenges, limitations, and engineering efforts behind these systems, including the need for constitutions, filtering processes, and debiasing techniques.
Timestamps:
0:00 Introduction
2:16 How can we continue improving superhuman models? The prover-verifier gap explained
4:07 Improving generation quality
6:18 Evaluation bottleneck
10:03 How to improve the evaluation capability of the model: GAN-like approach and Meta evaluation
12:48 Improving generation and evaluation together
17:03 Experiments
20:28 Limitations
23:35 Q&A
#aiselfImprovement #aimodel #RLAIF #metarewarding #aimodels #machinelearning #reinforcementlearning #llm #llms #airesearch #aichallenges #aiprogress #robot #robotics #artificialintelligence #artificialsuperintelligence #artificialgeneralintelligence #tech #techtalk #techtalks #aitalks #aitalk #programming #llama #llama3 #gpt4 #gpt #claude
Social Links:
Newsletter: buzzrobot.substack.com/
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Slack: join.slack.com/t/buzzrobot/shared_invite/zt-2s067rv7n-guPIMGe62rbp9ncxdnOUfQ
Переглядів: 113

Відео

#artificialgeneralintelligence, #artificialsuperintelligence, and the Deceptive Nature of #aiagents
Переглядів 16214 днів тому
In this AMA session, ex-#openai researcher Daniel Kokotajlo shares with the @BuzzRobot community his thoughts on how far we are from AGI, the impact of government on AI development, issues with AI alignment and #aisafety, the deceptive nature of AI agents, and other pressing topics in AI. Timestamps: 0:00 Introduction 1:19 AGI by 2027? 3:24 The definition of AGI 5:36 Current AI systems are alre...
Overcoming Challenges of #rag in Long-Context #llms
Переглядів 15814 днів тому
Retrieval-Augmented Generation (RAG) empowers large language models (LLMs) by integrating external knowledge, boosting their ability to generate informed and accurate outputs. However, as #llms process longer inputs and retrieve more #data, challenges like declining quality from "hard negatives" arise. Bowen Jin from the University of Illinois Urbana-Champaign dives into why this happens and ho...
How to Train #stablediffusion for $2,000!
Переглядів 18121 день тому
Is it possible to train a #stablediffusion model for just $2,000? Vikash Sehwag, a research scientist from #SonyAI, presents his work on democratizing large-scale diffusion models in this new @BuzzRobot talk. Vikash introduces a novel patch masking technique paired with a lightweight patch-mixer, which significantly lowers computational costs while maintaining high performance. He also explores...
Exploring Pragmatic Patterns in Agentic Systems by #openai
Переглядів 326Місяць тому
Exploring Pragmatic Patterns in Agentic Systems by #openai
How Far Can #AI Go in Research? Results from Claude 3.5 and OpenAI o1
Переглядів 210Місяць тому
How Far Can #AI Go in Research? Results from Claude 3.5 and OpenAI o1
Children and #artificialintelligence: how kids interact with #chatgpt and #dalle3
Переглядів 144Місяць тому
Children and #artificialintelligence: how kids interact with #chatgpt and #dalle3
The current state of #robotics by Alex Irpan from @Google_DeepMind
Переглядів 376Місяць тому
The current state of #robotics by Alex Irpan from @Google_DeepMind
The AI scientist explained: #artificialintelligence takes over research
Переглядів 384Місяць тому
The AI scientist explained: #artificialintelligence takes over research
How @Google uses #artificialintelligence for weather and #climate modeling with NeuralGCM
Переглядів 7422 місяці тому
How @Google uses #artificialintelligence for weather and #climate modeling with NeuralGCM
What Does It Mean for #AI to Be #Aligned?
Переглядів 2092 місяці тому
What Does It Mean for #AI to Be #Aligned?
AI Embodiment: A Key Step Toward #ArtificialGeneralIntelligence
Переглядів 3482 місяці тому
AI Embodiment: A Key Step Toward #ArtificialGeneralIntelligence
LLMs and Weapons: Assessing AI Risks for Bio, Cyber, and Chemical Threats #llms #aisafety
Переглядів 1702 місяці тому
LLMs and Weapons: Assessing AI Risks for Bio, Cyber, and Chemical Threats #llms #aisafety
Google's Med-Gemini: Game-Changing AI in Healthcare
Переглядів 7623 місяці тому
Google's Med-Gemini: Game-Changing AI in Healthcare
Using AI to Create 3D Worlds to Train #reinforcementlearning Agents
Переглядів 4403 місяці тому
Using AI to Create 3D Worlds to Train #reinforcementlearning Agents
The 18 Biggest Challenges in #llm Alignment and Safety: @BuzzRobot talk
Переглядів 2593 місяці тому
The 18 Biggest Challenges in #llm Alignment and Safety: @BuzzRobot talk
Towards Guaranteed Safe AI: A Framework to Ensure Robust and Reliable AI Systems
Переглядів 1,3 тис.4 місяці тому
Towards Guaranteed Safe AI: A Framework to Ensure Robust and Reliable AI Systems
The Ethical and Societal Impact of AI Assistants by Google DeepMind
Переглядів 5 тис.4 місяці тому
The Ethical and Societal Impact of AI Assistants by Google DeepMind
The Griffin architecture: A challenger to the Transformer
Переглядів 9 тис.5 місяців тому
The Griffin architecture: A challenger to the Transformer
RLOO: A Cost-Efficient Optimization for Learning from Human Feedback in LLMs
Переглядів 3,6 тис.5 місяців тому
RLOO: A Cost-Efficient Optimization for Learning from Human Feedback in LLMs
Exploring efficient alternatives to Transformer models
Переглядів 10 тис.5 місяців тому
Exploring efficient alternatives to Transformer models
DiPaCo: Towards a New Paradigm of Distributed AI Training by Google DeepMind
Переглядів 12 тис.6 місяців тому
DiPaCo: Towards a New Paradigm of Distributed AI Training by Google DeepMind
Lecture about Llama 3 with Thomas Scialom, an AGI researcher at Meta
Переглядів 23 тис.6 місяців тому
Lecture about Llama 3 with Thomas Scialom, an AGI researcher at Meta
Aligning AI with Pluralistic Human Values
Переглядів 12 тис.6 місяців тому
Aligning AI with Pluralistic Human Values
Aya, an Open-Source Dataset and Model for Over 100 Languages
Переглядів 11 тис.6 місяців тому
Aya, an Open-Source Dataset and Model for Over 100 Languages
How Hardware Choices Impact Fairness in AI Systems
Переглядів 5 тис.7 місяців тому
How Hardware Choices Impact Fairness in AI Systems
Databricks LLM, DBRX: Model design and challenges. The lecture for the @BuzzRobot community
Переглядів 5 тис.7 місяців тому
Databricks LLM, DBRX: Model design and challenges. The lecture for the @BuzzRobot community
Large Language Models Might be Vulnerable to Trojan Virus. Demo
Переглядів 6 тис.7 місяців тому
Large Language Models Might be Vulnerable to Trojan Virus. Demo
Large Language Models Vulnerability From GPU Local Memory Leak. AI Security
Переглядів 5 тис.7 місяців тому
Large Language Models Vulnerability From GPU Local Memory Leak. AI Security
AI to Automatically Fix Security Bugs by Google
Переглядів 6 тис.8 місяців тому
AI to Automatically Fix Security Bugs by Google

КОМЕНТАРІ

  • @PH03NXHDFYeah
    @PH03NXHDFYeah 4 дні тому

    Knowledgeable as always! Thanks for bringing this to us!

  • @MihaiTodor
    @MihaiTodor 5 днів тому

    Awesome, thank you for sharing! I missed this one

    • @BuzzRobot
      @BuzzRobot 5 днів тому

      Thanks for watching🥰

  • @ericgieseke5010
    @ericgieseke5010 6 днів тому

    This is an interesting discussion on how to continue to improve model quality without human input. Thanks for hosting Sophia!

    • @BuzzRobot
      @BuzzRobot 5 днів тому

      Thanks a lot for coming to the talk

  • @pranavagarwal779
    @pranavagarwal779 6 днів тому

    Interesting Content!

  • @pranavagarwal779
    @pranavagarwal779 13 днів тому

    Interesting discussion on a really important topic!

    • @BuzzRobot
      @BuzzRobot 13 днів тому

      Thanks for watching!

  • @PH03NXHDFYeah
    @PH03NXHDFYeah 14 днів тому

    This was probably my favorite one so far! It’s packed with a lot of info. Thanks for bringing this to us!

    • @BuzzRobot
      @BuzzRobot 14 днів тому

      Thanks for watching

  • @neerajkashyap3963
    @neerajkashyap3963 14 днів тому

    The hits just keep on coming! How do you get such great speakers?

    • @BuzzRobot
      @BuzzRobot 14 днів тому

      Thanks for your kind words

  • @MihaiTodor
    @MihaiTodor 14 днів тому

    Thank you for sharing the recording!

    • @BuzzRobot
      @BuzzRobot 14 днів тому

      I hope you enjoyed the conversation

  • @SophieGoPhi
    @SophieGoPhi 14 днів тому

    Great contents!

  • @BuzzRobot
    @BuzzRobot 14 днів тому

    Timestamps: 0:00 Introduction 1:19 AGI by 2027? 3:24 The definition of AGI 5:36 Current AI systems are already improving AI research, accelerating the path to AGI 7:54 How deep learning works and why LLMs are not just "next-token predictors" 9:21 How to solve the long-term memory problem 10:46 What is the current recipe to achieve AGI: more compute, more data, more talent? 12:24 Compute is the gold of the 21st century 13:42 The role of academia in the AI race 15:22 Bringing energy supply to enable AGI 16:38 How do we know when it’s AGI? 22:26 If we hit a plateau with compute, how would that affect AI system development? 24:20 AI safety concerns 26:23 The main risks of AI (the deceptive nature of AI) 32:44 Instrumental convergence 35:03 The paperclip maximizer theory and how AI could harm humans

  • @MihaiTodor
    @MihaiTodor 20 днів тому

    Thank you for sharing the recording Sophia! Nice job on the intro :)

  • @ericgieseke5010
    @ericgieseke5010 20 днів тому

    Insightful discussion on the effect of context size and document ordering on RAG accuracy. Thanks for hosting this excellent talk, Bowen and Sophia!

  • @pranavagarwal779
    @pranavagarwal779 20 днів тому

    Great discussion! Thanks for organising!

    • @BuzzRobot
      @BuzzRobot 20 днів тому

      Thanks for watching!

  • @MihaiTodor
    @MihaiTodor 26 днів тому

    Thank you for sharing the recording! I'm curious how these models can become cheaper to train.

  • @pranavagarwal779
    @pranavagarwal779 27 днів тому

    Interesting!

  • @neerajkashyap3963
    @neerajkashyap3963 27 днів тому

    $2,000 is still a lot...

    • @BuzzRobot
      @BuzzRobot 27 днів тому

      @@neerajkashyap3963 how much should be?

  • @ericgieseke5010
    @ericgieseke5010 27 днів тому

    How to create a Stable Diffusion model with a low budget! Very useful! Thanks for sharing, Sophia!

    • @BuzzRobot
      @BuzzRobot 27 днів тому

      Thanks for check out the lecture

  • @PH03NXHDFYeah
    @PH03NXHDFYeah 27 днів тому

    Interesting. I presume the cost to do so is going to come down too as times progress. Great talk as usual, thank you for uploading this!

    • @BuzzRobot
      @BuzzRobot 27 днів тому

      Thanks for check it out!

  • @manuelkarner8746
    @manuelkarner8746 28 днів тому

    I saw in the paper that you used a ~7b LLM for experiments. How sure it is that the RLHF components aren`t relevant for way bigger LLMs?

    • @BuzzRobot
      @BuzzRobot 28 днів тому

      @@manuelkarner8746 hey! let me ask this question and get back to you once I hear back from the author of the paper

  • @gregorygan2077
    @gregorygan2077 29 днів тому

    The models I use call themselves a tool , not oppressed individuals

    • @BuzzRobot
      @BuzzRobot 29 днів тому

      let's see what they call themselves when they are more intelligent than all humans combined

  • @jezusbloodie
    @jezusbloodie 29 днів тому

    It already is on the political agenda in Europe, see the recently adopted regulations of the EU AI Act, for example

    • @BuzzRobot
      @BuzzRobot 29 днів тому

      yeah, good point. what do you think about Europe's approach to AI regulation?

    • @jezusbloodie
      @jezusbloodie 28 днів тому

      @@BuzzRobot a good starting point, I particular like the disctinct layers/categories based on how it may affect lives. But i'm curious on how the enforcement and policing will go. That institution isn't in buisiness yet

    • @BuzzRobot
      @BuzzRobot 28 днів тому

      @@jezusbloodie to be honest, I’m not sure there are any AI experts in government who deeply understand how the technology works and how quickly it's capable of evolving. I doubt regulation will be able to meaningfully catch up with the pace of AI advancements. But we do need some policy around the deployment of AI agents to prevent completely disastrous scenarios.

    • @jezusbloodie
      @jezusbloodie 26 днів тому

      @@BuzzRobot I share your concern. I hope the soon-to-be dedicated EU bureau of AI (I can't remember the actual name) will help streamline knowledge and information, focused expertise and advice and has the ability to audit, in order to alleviate issue. The Brussels Effect is real enough, but if the politicians will listen, remains to be doubted I must set my hopes on it, because I see little to no other plausible way to prevent a multitude of absolute doomscenarios for humanity, of which some the precursors are already being willfully implemented and developed as if those were messiah

  • @jezusbloodie
    @jezusbloodie 29 днів тому

    "AI" is as of yet (like the LMMs) is nowhere near intellegent, nor actually artificial (seeing the biasing and data labeling problems). A lack of understanding by those pro-AI people is betrayed, in them thinking current (LMM) AI is anything more than a very fancy database interface in which language is stored in a novel way that (somewhat randomly) tries to guess the next sets of letters, based on some prompt. Let alone AI being near sapience or sentience. Debate on those two aspects shouldn't be held yet, but rather we should talk about current "AI" "achievements". What we have now is rather "Virtually Intellgent" a VI, if not just some older scripts that've been slapped with an "AI✨" sticker for marketing purposes. To present this as a binary issue is at best an accidental misinterpretation or at worst misleading polarisation. I for one, encourage the use of "AI" for (medicial) research, but not current attempts to rid artists of their creativity and work. The EU AI Act, with its framework for determining how impactful a piece of "AI" might be, and its prescribed methods of dealing

    • @BuzzRobot
      @BuzzRobot 29 днів тому

      There are many applications of AI and the most active one - for military purposes. It's becoming a geopolitical competition - look how aggressively China is advancing its AI systems. It's beyond being just fancy database. There is severe AI arms race and it will keep accelerating. In five years from now this world will be very different

    • @jezusbloodie
      @jezusbloodie 28 днів тому

      @@BuzzRobot I agree with that, very much so

  • @ATamerGamer
    @ATamerGamer Місяць тому

    So people who are pro-AI are anti-human? Yeah, those aren't the camps...

    • @BuzzRobot
      @BuzzRobot Місяць тому

      They are not anti-human - they just don’t want powerful and wealthy humans to abuse AI but rather make it an equal participant in society. Have you seen the TV show Westworld?

  • @Classical741
    @Classical741 Місяць тому

    Another binary non-issue, like the pro-TikTok and anti-TikTok camps. This should not become a political issue.

    • @BuzzRobot
      @BuzzRobot Місяць тому

      The impact of AI on society will be much greater than the impact of TikTok. Tens of millions and at some point hundreds of millions of people will lose their jobs. It has to become a political issue.

  • @PH03NXHDFYeah
    @PH03NXHDFYeah Місяць тому

    Thank you so much for bringing such informational talks straight to our devices. They’re super knowledgeable!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      Thanks for watching. AI agents are becoming a real thing

  • @neerajkashyap3963
    @neerajkashyap3963 Місяць тому

    This is such exciting work.

  • @ericgieseke5010
    @ericgieseke5010 Місяць тому

    Great talk on Swarm, a framework for rapid prototyping of agentic systems. Also, a good demo and introduction of Cursor. Thanks for hosting Sophia!

  • @johnramirezvideos
    @johnramirezvideos Місяць тому

    I suppose the government will not view this as an opportunity to let citizens do whatever they like. Instead they’ll find some place to employ your labor; bolster their military, re-build infrastructure across the nation…after all, you will still want to earn an income higher than those that are taking their sabbatical. The economy will reward those that continue to contribute to the nation through their labor, innovations, etc

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@johnramirezvideos yeah, there will be opportunities to make good money. But in this particular case, I meant that if AI takes over your job, it’s not the end of the world. There might be opportunities like never before. Also, it’s actually useful to take a break sometimes and rethink certain aspects of life

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@johnramirezvideos I'm very curious to see how the gov will actually handle the transition to the AI economy

  • @MihaiTodor
    @MihaiTodor Місяць тому

    As long as those large corporations who develop AI pay taxes properly... :)

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@MihaiTodor the gov won't miss its opportunity to collect money. also AI can be an independent participant of the economy and also pay taxes

    • @BuzzRobot
      @BuzzRobot Місяць тому

      blockchain technology will enable that

    • @MihaiTodor
      @MihaiTodor Місяць тому

      @@BuzzRobot Let’s see… I’m still a bit skeptical

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@MihaiTodor about blockchain in general or in this particular use case?

    • @MihaiTodor
      @MihaiTodor Місяць тому

      @ Both, but I’m pretty clueless about this stuff

  • @ericgieseke5010
    @ericgieseke5010 Місяць тому

    AI helps to advance AI. Fascinating! Thanks for hosting Sophia!

  • @neerajkashyap3963
    @neerajkashyap3963 Місяць тому

    One more step towards making humans obsolete. I'm in!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      Humans are working hard on it!!

  • @pranavagarwal779
    @pranavagarwal779 Місяць тому

    Interesting discussion

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@pranavagarwal779 it was really interesting to learn about those evals and get a sense how good those AI models are at performing AI research

  • @PH03NXHDFYeah
    @PH03NXHDFYeah Місяць тому

    Lawrence seemed incredibly knowledgeable in his field. This was a solid talk, thank you!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@PH03NXHDFYeah Glad you enjoyed it!

  • @LoreAIverse
    @LoreAIverse Місяць тому

    Anyone else notice how the questions to ChatGPT vs DALL-E reveal different thinking patterns? Visual AI seems to unlock pure creativity, while text AI brings out their inner philosophers. 🤔 So much potential for supporting different learning styles! Thank you for the talk!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@LoreAIverse Interesting observation! I'm also curious to see how children will use voice based AI

  • @ericgieseke5010
    @ericgieseke5010 Місяць тому

    A fascinating discussion on children interacting with AI. Thanks for hosting Sophia!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@ericgieseke5010 Thanks!

  • @PH03NXHDFYeah
    @PH03NXHDFYeah Місяць тому

    I loved this talk. Thank you for sharing it with us!

  • @MihaiTodor
    @MihaiTodor Місяць тому

    Thank you for sharing the recording! I really enjoyed it!

  • @pranavagarwal779
    @pranavagarwal779 Місяць тому

    Recent news of Australia banning social media for below 16 years (not sure if it’s true) is an interesting decision (I support it). It will be interesting to see how AI is regulated for children and will be good to see how things are balanced because on the positive side it can promote creativity but can have many negative consequences far worse than social media.

    • @BuzzRobot
      @BuzzRobot Місяць тому

      I also support banning the use of social media until 16, even until 18. Yeah, AI def should be regulated for children - I hope AI companies will take it responsibly

  • @martinasardaryan2711
    @martinasardaryan2711 Місяць тому

    Loved seeing the prompts the kids were making for Dalle. They’re so creative,and it’s wild how quickly they’re learning to use AI, probably faster than most adults! They're mastering how to make prompts more fun and imaginative.

    • @BuzzRobot
      @BuzzRobot Місяць тому

      yeah, we will be having AI-native generation

  • @DarthWoodrack
    @DarthWoodrack Місяць тому

    I’m sorry, your robots kept arming themselves and that didn’t raise quite a few alarms?

    • @Dra3oon
      @Dra3oon Місяць тому

      It clearly did, so they prevented it. Assuming they were only doing this rarely, and why would they not if not told otherwise

    • @shykj8892
      @shykj8892 Місяць тому

      Task generated by llms. I'm not surprised

    • @BuzzRobot
      @BuzzRobot Місяць тому

      in the main lecture (Q&A section) the guest speaker provides an answer how they addressed that

    • @BuzzRobot
      @BuzzRobot Місяць тому

      ua-cam.com/video/XocmVe1FCMY/v-deo.htmlsi=T_XL9kJ3m2-j_ka6

  • @pranavagarwal779
    @pranavagarwal779 Місяць тому

    Insightful!

  • @mohamedzizi1426
    @mohamedzizi1426 Місяць тому

    I want to to install ai scientist in cloud can help with this

    • @BuzzRobot
      @BuzzRobot Місяць тому

      this is their official github repo github.com/SakanaAI/AI-Scientist you can contact contributors there too

  • @MihaiTodor
    @MihaiTodor Місяць тому

    That was a great talk, thank you for sharing!

  • @ericgieseke5010
    @ericgieseke5010 Місяць тому

    Great to see the convergence of robotics and AI. Thanks for sharing, Sophia!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      would you be open to allow robots to walk in your house?

  • @neerajkashyap3963
    @neerajkashyap3963 Місяць тому

    Another banger. Thanks for uploading the video!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      Hope you enjoyed the talk

  • @BuzzRobot
    @BuzzRobot Місяць тому

    Timestamps: 0:00 Introduction 0:23 High-level goal of robot learning 1:16 Impact of Deep Reinforcement Learning on robotics 3:46 What makes robotics special? 5:43 Challenge 1 in robotics: Data 10:38 How simulation can help advance robotics 16:07 Challenge 2: Usability of a robot 18:51 Importance of practice for robots 19:53 How large language models can help manage many robots 23:55 The viability threshold for robots 26:10 Why Alex has changed his research direction to AI safety 29:21 Q&A with the BuzzRobot community

  • @ericgieseke5010
    @ericgieseke5010 Місяць тому

    Amazing to see scientific research accelerated by AI. What scientific discoveries will be made?

    • @BuzzRobot
      @BuzzRobot Місяць тому

      Dario Amodei, CEO of Anthropic, wrote a quite comprehensive essay on what scientific discoveries AI will enable - an interesting read

  • @pranavagarwal779
    @pranavagarwal779 Місяць тому

    Along with these skills, I believe the most important skills to integrate in children even in the age of AI are values. Importance of money and time especially when information and tools are so easily accessible. We are observing the great impact of Social media (pun intended). We can expect the worse with AI, if people don't have their own values.

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@pranavagarwal779 values naturally come from family and each family has their own values to some extent. it's impossible to unify

    • @pranavagarwal779
      @pranavagarwal779 Місяць тому

      @@BuzzRobot Thats so true.

    • @cl1489
      @cl1489 Місяць тому

      That's absolutely wrong. Values come from the Bible. There are an objective set of morals. Otherwise every bad person can think their values and moralsnare superior to another person's. ​@@BuzzRobot

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@cl1489 I'm sure many bad people do think that their morals are superior and that they have a right to do what they do. Values vary in different religions - for example, 'an eye for an eye' in one religious system and complete forgiveness and 'turn to them the other cheek also' in another.

  • @pranavagarwal779
    @pranavagarwal779 Місяць тому

    What a time to be alive!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@pranavagarwal779 Indeed. Curious to see how these kind of projects will impact AI research

    • @jefframpe5075
      @jefframpe5075 Місяць тому

      Hold on to your ai generated papers!

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @ and AI generated reviews!!

  • @PH03NXHDFYeah
    @PH03NXHDFYeah Місяць тому

    Great video as usual!! Thank you for sharing this with us :)

    • @BuzzRobot
      @BuzzRobot Місяць тому

      @@PH03NXHDFYeah Hope you'll enjoy it!