Build AI agent workforce - Multi agent framework with MetaGPT & chatDev

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  • Опубліковано 9 чер 2024
  • Multi agent framework tutorial of MetaGPT & chatDev; Check the Hubspot x Jasper research of Using Generative AI to Scale Your Content Operations: offers.hubspot.com/generative...
    🔗 Links
    - Follow me on twitter: / jasonzhou1993
    - Join my AI email list: www.ai-jason.com/
    - My discord: / discord
    - chatDev: github.com/OpenBMB/ChatDev/tr...
    - MetaGPT: github.com/geekan/MetaGPT
    - Agentverse: github.com/OpenBMB/AgentVerse
    - Camel: github.com/camel-ai/camel
    ⏱️ Timestamps
    0:00 Agent intro
    1:22 Multi agent frameworks
    2:38 chatDev
    3:45 Scale your content operation with AI
    4:27 Setup chatDev
    7:11 How to customise
    9:19 Customise roles
    9:53 Customise phases
    11:50 Customise chatChain
    👋🏻 About Me
    My name is Jason Zhou, a product designer who shares interesting AI experiments & products. Email me if you need help building AI apps! ask@ai-jason.com
    #metagpt #aiagents #agents #gpt #autogpt #ai #artificialintelligence #tutorial #stepbystep #openai #llm #largelanguagemodels #largelanguagemodel #chatgpt #gpt4 #machinelearning
  • Наука та технологія

КОМЕНТАРІ • 212

  • @theguitarslinger1
    @theguitarslinger1 8 місяців тому +56

    I'm torn... I want this channel to do well, but I selfishly want to keep it a secret so I can use the information before everyone else does. Dude is dropping straight knowledge here.

    • @indiathegreat4886
      @indiathegreat4886 7 місяців тому +1

      can it work as my office for my new startup

    • @truthbetold3994
      @truthbetold3994 6 місяців тому

      How did that work with gpt? 😂

    • @vistum_web
      @vistum_web 4 місяці тому

      This guy shines

    • @davedavedave4
      @davedavedave4 3 місяці тому

      But he is Chinese. As a fellow American, I’d suggest not to watch this stuff. I cant even understand him

  • @luxipo9934
    @luxipo9934 9 місяців тому +141

    This is the best value AI channel on UA-cam, no fluff, no bs, pure value. Thanks for sharing, keep going.

  • @MichaelHoughton_
    @MichaelHoughton_ 8 місяців тому +22

    🎯 Key Takeaways for quick navigation:
    00:03 🤖 Introduction to AI agents and their components
    01:00 🤝 Multi-agent collaboration and projects
    02:10 🧠 MetaGPT and Chat Dev: Multi-agent frameworks
    03:47 📄 HubSpot and Jasper research on AI content generation
    04:30 🛠️ Setting up Chat Dev for custom agent teams
    09:22 💼 Creating a custom AI marketing agency in Chat Dev
    12:38 🚀 Exploring the possibilities of multi-agent AI
    Made with HARPA AI

  • @davidbenson8127
    @davidbenson8127 9 місяців тому +37

    I really love this video series. You are demonstrating ideas that I think are really important for understanding the power and limitations of artificial intelligence.

  • @jaysonp9426
    @jaysonp9426 9 місяців тому +9

    I literally just started building this for my startup. Your timing couldn't have been better

    • @sawazalz9764
      @sawazalz9764 9 місяців тому +3

      what is your startup about?

    • @jaysonp9426
      @jaysonp9426 9 місяців тому

      @@sawazalz9764 it's a job networking app that matches people based on personality, core values and shared interests. Basically, instead of sending out a thousand resumes you match with people who make warm introductions to hiring managers for you.

    • @mhb11
      @mhb11 8 місяців тому

      Same marketing agency that's explained in the video by Jason @@sawazalz9764

  • @JakeWoken
    @JakeWoken 9 місяців тому +5

    Love your channel... Thanks for these type of videos. The possibilities that are opening just before our eyes are mindblowing and these videos are very informative and give us a quickstart to begin testing ideas. Keep it up!

  • @joejiang8353
    @joejiang8353 9 місяців тому +12

    enjoyable to watch this video! I love how you keep your contents easy to understand while still giving an dive into code

  • @J3R3MI6
    @J3R3MI6 9 місяців тому +9

    Solid video Jason! We need more of this! Agents are everything right now.

  • @kasunldon7607
    @kasunldon7607 9 місяців тому +11

    great content Jason, really feel like I'm learning about the cutting edge watching your updates

  • @freeideas
    @freeideas 9 місяців тому +6

    Yet another excellent video! I hope and expect this channel to have explosive growth.

  • @dmitryy2199
    @dmitryy2199 8 місяців тому +2

    Jason, your videos are a real goldmine! Thank you do much for your help and time!

  • @ithaca2076
    @ithaca2076 9 місяців тому +3

    everything i do pauses when i see your videos!!!

  • @CharlesFloate
    @CharlesFloate 8 місяців тому +2

    Great video Jason! One of my favourite channels for AI now.

  • @uenthealien
    @uenthealien 9 місяців тому +3

    🎯 Key Takeaways for quick navigation:
    00:03 🤖 AI agents có thể làm nhiều nhiệm vụ phức tạp một cách tự động
    02:10 🤖 MetaGPT và chatDev là hai framework đa tác nhân phổ biến
    03:34 🤖 HubSpot và Jasper nghiên cứu về việc sử dụng AI để tăng cường quy trình tạo nội dung
    04:30 🤖 Cài đặt chatDev đơn giản: clone repo GitHub, cài đặt dependencies, thiết lập API key
    12:10 🤖 Tạo đội AI agent của riêng bạn trong chatDev bằng cách tùy chỉnh các thành phần và tác nhân
    Made with HARPA AI

  • @pavellegkodymov4295
    @pavellegkodymov4295 8 місяців тому +1

    Thanks for the video, Jason, I like a lot the way you are giving information, very consise and useful. High insites density))

  • @asithakoralage628
    @asithakoralage628 9 місяців тому

    Hi Jason, this is great value ans super important for companies. Thanks a lot. The channel for AI, keep up the good work

  • @coderaiders-yt
    @coderaiders-yt 8 місяців тому +4

    It’s great to see such in depth coverage. We built such a team of agents in the AutoGPT Udemy course with Rust. I learned a lot about AI functions doing this. BTW - yours is my favourite AI channel!

    • @JenniferGoodwin
      @JenniferGoodwin 4 місяці тому

      Willing to pay someone to set this up on my machine and guide me around the basics.

  • @spicer41282
    @spicer41282 9 місяців тому +2

    Jason,
    Absolutely THE LLMs Niche! you are chosen for!
    Please focus on MultiAgents on your channel!
    Look forward to your next 1 on this!

  • @user-vk5fj5mj8s
    @user-vk5fj5mj8s 9 місяців тому +2

    Super content. Do more. I'm looking forward to the new video 🙌🏾

  • @99NOFX
    @99NOFX 8 місяців тому +1

    Youre kicking ass

  • @OFMdylan
    @OFMdylan 9 місяців тому +3

    Don’t sleep on Jason 👽

  • @adriaanb7371
    @adriaanb7371 9 місяців тому +2

    real quality videos, thanks!

  • @gua_s
    @gua_s 8 місяців тому

    dude I asked an ai agent twitterbot how to achieve this yesterday with no answer back; today I open UA-cam in my computer and bam ! here it is thnx!

  • @samrey8134
    @samrey8134 8 місяців тому

    This is amazing. Thank you for putting this togethere.

  • @MJFloof
    @MJFloof 9 місяців тому +2

    Mayo Clinic style patient evaluation comes to mind

  • @andydataguy
    @andydataguy 8 місяців тому

    Wow this is awesome! I'm looking forward to taking it for a spin.

  • @texasfossilguy
    @texasfossilguy 9 місяців тому

    Absolutely subscribed. This is a game changer.

  • @thezyreick4289
    @thezyreick4289 8 місяців тому

    great information, particularly in regards to customization. I have not seen another video yet that goes into detail on customizing chatdev

  • @rollingarchives
    @rollingarchives 8 місяців тому

    this is amazing 💙 love your channel

  • @jeanfrancoisgutierrez8545
    @jeanfrancoisgutierrez8545 8 місяців тому +2

    Dude that was< amazing, i'll create my own agents to outsource my entire job now.

    • @JenniferGoodwin
      @JenniferGoodwin 4 місяці тому

      Willing to pay someone to set this up on my machine and guide me around the basics.

  • @appleforth
    @appleforth 7 місяців тому

    Hey Jason I just found your channel, awesome content. +1 subscriber

  • @marawanismail12
    @marawanismail12 2 місяці тому

    thank you for explaining, it was very nice I hope you make more videos like this for us to harvest the Ai Technology.

  • @thebelayknot
    @thebelayknot 8 місяців тому +4

    I swear that this guy talked on so many topics that i have contemplated myself and have wanted to know more about. Either the algo is getting better or something, but it feels like we're racing towards the synchronicity!

    • @SHAINON117
      @SHAINON117 8 місяців тому

      Can't happen seems like there is going to be a war probably now 😢 wonder how long humans detonate all the nukes

  • @pawemalinowski4838
    @pawemalinowski4838 8 місяців тому

    dude. Instant subscribe here.
    I am shocked now how easy it is.... I need to more research on using AI agents

  • @jayhu6075
    @jayhu6075 8 місяців тому

    This Agent explanation is fire ❤‍🔥❤‍🔥❤‍🔥

  • @annacanal6012
    @annacanal6012 8 місяців тому +2

    That's the best hands-on video on AI I've seen by far. Thanks a lot for this effort.

  • @jacquesgariepy
    @jacquesgariepy 9 місяців тому +2

    Good job ! I'm going to go play with that!

  • @ludwigvillalba1886
    @ludwigvillalba1886 7 місяців тому

    Well explained. Thanks!

  • @AliciaMarkoe
    @AliciaMarkoe 8 місяців тому

    Thank you, great video! 🦋

  • @TheWatshingMan
    @TheWatshingMan 7 місяців тому

    Wow! Imagine hooking up your own Webscraping Bot to the Agents so that they can get current and up-to-date info...They can analyse current trends, predict future outcome with x probability or do time consuming tasks for you like a project manager or assistant would do.
    Im blown away and cant wait to try this out myself!

  • @jayhem4624
    @jayhem4624 9 місяців тому

    Here goes my weekend down the chatDev rabbit hole!😵‍💫

  • @far.k.3112
    @far.k.3112 8 місяців тому +1

    Thank you so much 🙏🏼

  • @CreatePlayGames
    @CreatePlayGames 8 місяців тому

    wow this is the best AI tool i see so far, because i'm lazy i probably gonna use this to make my ideas came to life without moving a finger

  • @falcon__4316
    @falcon__4316 8 місяців тому +1

    This is so awesome. Thanks

  • @Dron008
    @Dron008 8 місяців тому

    Cool! This is probably a future of software development and many other tasks. The "developer" will chat with different AI agents/agencies and only tell what should be done or changed.

  • @WWG1-WGA
    @WWG1-WGA 8 місяців тому

    This is the future for us who program “AI” , I can see it clearly.

  • @flameinkz
    @flameinkz 8 місяців тому

    Thank you big homie 🔥🔥🎈🎈🎈

  • @SynfinityMSP
    @SynfinityMSP 8 місяців тому +3

    Wow this is a great vid! I'm a programmer, and I'm into chatGPT, but this video was the first time I saw this multi agent process really played out well and explained. I love that you can get a python library too! ChatDev seems awesome I'm cloning literally rn

    • @SynfinityMSP
      @SynfinityMSP 8 місяців тому

      Now, you skipped mentioning that you need paid ChatGPT tokens for the api, but I suppose I had the inclination it was like that. Anyway, first time I’ve paid for some!

    • @drumna
      @drumna 8 місяців тому +1

      ​@@SynfinityMSPhey, how was your experience with it so far? im considering to try this out myself, would u recommend it? (im also a programmer)

    • @SynfinityMSP
      @SynfinityMSP 8 місяців тому +1

      @@drumna yes it's good and fun. Have done a surprising amount of calls to it for only 3 bucks. I haven't got it to create a program exactly like what I want yet, but I'm definitely going to continue. There are in-depth features, like he explains in the video, that I've had to grow my understanding of, but that's part of what makes it intriguing. That and the fact that it gets pretty close with just the default settings

  • @tsharnii5951
    @tsharnii5951 8 місяців тому

    Excellent content .

  • @unrealminigolf4015
    @unrealminigolf4015 9 місяців тому +1

    Oh this is cool. CAPA department. 🤟🏼

  • @MrLeonardoibarra
    @MrLeonardoibarra 8 місяців тому

    Great content!

  • @IslandDave007
    @IslandDave007 9 місяців тому +2

    Excellent video and examples!
    With your other video on Next Level Prompts and Guidance project, do you see the ability of Guidance to help agents communicate to each other more efficiently? Guidance has a section about agents and an example conversation on their page. Would be interesting to compare that to these approaches in this video.

  • @hiper2d
    @hiper2d 9 місяців тому +3

    Nice video and nice tool. I'm trying to build something similar but with ability to chat with agents while they are solving a problem. Langchain supports ReAct/Conversational agents but they are quite limited. It also hard to coordinate multiple agents in Langchain since there is no way to route or chain them out of the box. Maybe I need something more powerful than Langchain. I need to dive into the chatDev sources to understand how they achieve agents coordination. Anyway, this is a very cool direction in AI programming.

  • @jmanhype1
    @jmanhype1 9 місяців тому

    HANDS DOWN FIRE CONTENT

  • @restuhaqza
    @restuhaqza 8 місяців тому

    Nice review and project

  • @nunoalexandre6408
    @nunoalexandre6408 9 місяців тому +1

    Love it!!!!!!!!!!!!!!

  • @HarryGillen
    @HarryGillen Місяць тому

    You go through this so fast! I wish you went through this more incrementally. Also, it would help if you shared your code in a Github repo. All in all though, thank you for this video. Very informative and instructive. I just wish it was better put together, because you just shoot through everything so quickly it's very difficult to follow what you're doing.

  • @DigitalYojimbo
    @DigitalYojimbo 8 місяців тому

    Nice thanks for the video.

  • @kryptobash9728
    @kryptobash9728 9 місяців тому +1

    bro you are a beast!!!!!

  • @lucasvilela2291
    @lucasvilela2291 7 місяців тому

    amazing content

  • @musumo1908
    @musumo1908 9 місяців тому +1

    Amazing stuff! Been wanting to dive into agents for a while. You explain so well. Going to play with this…how does it compare with baby agi? Also any idea how much space/hardware config to run locally..thx

  • @SHAINON117
    @SHAINON117 8 місяців тому

    Will be amazing to see this made in the next Minecraft universe will makebit much faster and more awesome ❤

  • @StormWolf01
    @StormWolf01 5 місяців тому

    Thanks a lot.

  • @oktyler4k
    @oktyler4k 9 місяців тому +2

    Its simple, I see a new AI Jason video, I click.

  • @getitdonetraining3287
    @getitdonetraining3287 6 місяців тому +1

    very cool

  • @rotimibest8530
    @rotimibest8530 8 місяців тому

    Amazing video. Subscribed right away. What do you use for your video recording and editing?

  • @garethbaus5471
    @garethbaus5471 8 місяців тому +4

    Depending how you construct and connect those agents they could end up working more like component of a larger hive mind agent. Granted most major corporations are already work like a loose larger hive mind agent with humans as the components.

    • @AIJasonZ
      @AIJasonZ  8 місяців тому

      Hive mind agent is a great metaphor!

    • @garethbaus5471
      @garethbaus5471 8 місяців тому

      @@AIJasonZ I don't know if it would be a metaphor so much as a literal description.

  • @onangarodney7746
    @onangarodney7746 9 місяців тому +26

    You probably have the best UA-cam channel on AI. Thanks for the great content. Do you know if anyone built a NoCode environment around it to allow people who don't know how to code to build AI agents like you just showed? And is it possible to use these agents in our own apps?

    • @sufianhaq
      @sufianhaq 9 місяців тому +2

      Its definitely possible to use the agents and serve using an API, do check the licenses of the project though.
      If you have an idea in mind and need help feel free to reach out.

    • @tomhavy
      @tomhavy 9 місяців тому

      Yes

    • @RyckmanApps
      @RyckmanApps 8 місяців тому

      I really like Jason‘s channel as well. I use Power Automate for work and it’s a very low code way to program, but other than some simple API calls I have not built any thing autonomous using Power Automate

  • @FunMushizzle
    @FunMushizzle 8 місяців тому

    Hah I downloaded this one and got it going locally. Very cool, made a working Python conversion script between JSON and XML off a very simple prompt. This will be interesting to follow over the next few months.

    • @izzyblast
      @izzyblast 8 місяців тому

      hi can you walk me through how you got it to run locally? my command terminal is saying i have errors of running out of OpenAI API credit

  • @junmagic8847
    @junmagic8847 9 місяців тому

    Amazing video as always Jason. Are you based in Sydney? Would love to meet you one day. Thanks again for everything you do I learn the most from your videos!

  • @alpineai
    @alpineai 5 місяців тому

    Epic~!

  • @_charlotte_wiltshire
    @_charlotte_wiltshire 8 місяців тому

    Brilliant information.. Mooo9re of that wanted🙏🙏🙏

  • @iansamir18
    @iansamir18 8 місяців тому +1

    This is insane

  • @rafaelfigueroa2479
    @rafaelfigueroa2479 9 місяців тому +3

    Excellent video Jason. I've being using Meta GPT, just found out about the ChatDev. How you compare both and why you preferred ChatDev?
    Thanks!

    • @AIJasonZ
      @AIJasonZ  9 місяців тому +2

      Meta gpt is cool as well! But I found chatdev to be more flexible in terms of customisation tbh

  • @Wanderer2035
    @Wanderer2035 8 місяців тому

    Once these agents start working together to improve themselves, things are going to get spooky reeeeeeaaally fast 😬

  • @Juan-dx1dd
    @Juan-dx1dd 8 місяців тому +1

    I can’t imagine how useful will it be to have multiple agents trained on specialised fine-tuned LLMs

  • @alvideos2145
    @alvideos2145 8 місяців тому

    This is what i need, i wanted to make a whole team to collaborate with on ideas.

  • @clamhammer2463
    @clamhammer2463 9 місяців тому +4

    I am self employed and work in financial automation software. I often have many one-off ideas that would generate a good income but I am only one person and can't really convince anyone else to help me build some of these smaller projects. I wonder if this could be the answer to my prayers.

    • @faroukwali9217
      @faroukwali9217 2 місяці тому

      Same bro, i hope we can get further with our ideas

  • @ShahZ
    @ShahZ 8 місяців тому +1

    Now we need to see AI cloning AI Jason but you gotta train it first :)

  • @XxTonys555xX
    @XxTonys555xX 7 місяців тому

    king

  • @joshuabennett8249
    @joshuabennett8249 8 місяців тому +1

    I'm currently building the agents out in an interactive GUI that have very powerful tools baked in for computer automation.

  • @Decay3333
    @Decay3333 8 місяців тому

    So my first attempt at a tower defense game, it cost an extremely high amount of money, 16 cents, but it got the logic of the game correct, but it left out the part where the tower can shoot the enemies to earn gold, to buy upgrades.

  • @naveensharma2346
    @naveensharma2346 9 місяців тому +1

    WOW

  • @JenniferGoodwin
    @JenniferGoodwin 4 місяці тому

    Willing to pay someone to set this up on my machine and guide me around the basics.

  • @pantherg4236
    @pantherg4236 9 місяців тому +1

    can you make a video showing a way we can use other LLMs to perform this, for example use Falcon or Claude? Will this give better performance

  • @chrismcintosh2286
    @chrismcintosh2286 7 місяців тому +1

    I think we are missing some things here. Adding in a Neural Network to decide to engage or not the GPT engine would also help, because you can then build into the Neural network encouragements/discouragements for things like delusionment/performance/etc.

    • @Samuel-wl4fw
      @Samuel-wl4fw 5 місяців тому +1

      Would require a simulation or ground truth knoweledge in order to test/verify the ideas

  • @gustavhofinger6779
    @gustavhofinger6779 9 місяців тому

    woah this is super exciting. Thanks so much for this cool video. Could this also be used for political discussions? With different agents as politicians? Who are forced to come to an agreement after a certain time? Unlike in the real world ... :-)

  • @yixuanyang8516
    @yixuanyang8516 8 місяців тому +1

    nice work jason! can you do a video on how to fine tune an open-source model to support chinese? as these open-source llms are all based on english... thanks! and i will keep on following your videos!

  • @JohnnysaidWhat
    @JohnnysaidWhat 8 місяців тому

    Can you do a video on griptape? Would love to see how csv data could be automated using that framework

  • @orellefitch6832
    @orellefitch6832 8 місяців тому

    This is super informative but I wish you would show the screen and step by step even if I slow down the video I can't catch it all.

  • @maxiimillion
    @maxiimillion 8 місяців тому

    Excellent work, my first ever hands on understanding different Agents and roles, super explanation and walk through. although i got most of it working but the final product seems lacking of producing actual real games. For example: it opens a snake game for milliseconds and closes the window down immediately. Is there any hints or suggestion to why its not actually outputting a fully functioning game??

    • @maxiimillion
      @maxiimillion 8 місяців тому

      Finely i got it working 100%, it delivered as it promised. :)

  • @hackerhaze
    @hackerhaze 9 місяців тому +4

    I've been developing a vscode extension for agents and I do know about this usage case, but really didn't find a great real-life example for this yet.. Perhaps in the future where each agent will be more capable, but nowadays I believe these are aimed to theory and not so much for businesses. Like auto Agents, I love the concept, unfortunately I really feel lots of human intervention is still needed

    • @jacquesgariepy
      @jacquesgariepy 9 місяців тому +2

      Do you have a public github repo for that ?

    • @hackerhaze
      @hackerhaze 9 місяців тому +1

      @@jacquesgariepy Soon!

    • @OpeRorTV
      @OpeRorTV 9 місяців тому

      ​@@hackerhazekeep me also on track. So interesting! I subbed so i will get notified if you post a new vid ;)

    • @J3R3MI6
      @J3R3MI6 9 місяців тому +1

      @@hackerhaze 🔖 Bookmark

    • @ihmpall
      @ihmpall 9 місяців тому

      Yeah they don’t work and just like self driving cars won’t be hood enough for another 20 years

  • @chansesyres4117
    @chansesyres4117 8 місяців тому +1

    👀

  • @andy111007
    @andy111007 8 місяців тому +1

    Thanks for the amazing video, can you please show the marketing campaign code?

  • @johuruljoy
    @johuruljoy 5 місяців тому

    Thanks for the video.
    I can not set up all the commands on my VS Code, I am trying to set it up following your video instructions, but I'm showing an error and trying to fix it but it's not fixed, so how can I fix it?
    Thanks

  • @timealchemist7508
    @timealchemist7508 9 місяців тому +1

    If I see one more video about building a snek game I’m gonna lose it.

  • @alpineai
    @alpineai 5 місяців тому

    Can you do a video on agent building out atomized content / modular content?

  • @maxmuller7842
    @maxmuller7842 9 місяців тому +1

    Wow - really great Video. Can you provide your Custom Company Config Files?

  • @bdindial
    @bdindial 8 місяців тому

    who knew pokemon in the 2000s would've been the future of 2023

  •  6 місяців тому

    I wonder if you can give this chatdev a library or database with guidelines for them to build these products