I Automated my Instagram with AI Agents - CrewAI Hierarchical Tutorial (Instagram Automation)

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Automate your Social Media with AI Agents - CrewAI Hierarchical Crew Tutorial (Instagram Automation)
In the last video, I showed you the power of AI Agents by introducing you to the powerful new tool Crew AI, which gets rid of most of ChatGPT's limitations by creating crews of autonomous AI Agents.
As requested by many of you, this video goes into a more complex task for our crew: Instagram Automation! More specifically, automatically generating a Social Media Ad campaign for Instagram. This included Product research and competitor analysis, the development of a full ad campaign for instagram, generating three optoins for instagram posts including images.
I am creating two separate crews for this: A hierarchical crew with a Manager LLM that takes care of the Product Research and Competitor Analysis, Develops the Ad Campaign Strategy and the three post ideas.
The second crew - a sequential crew - is designing three photographs to go along with these three posts.
I will describe the crew setup in detail and take you through all of my code, before running the script with you and looking at the results together.
I played around with local LLMs (Ollama) but ended up going with OpenAI's GPT-3.5-turbo in the end, because it gave much better results.
If you have foundational Python skills, are able to clone a repository from github and know how to use ChatGPT, you should be able to follow along.
Resources:
CrewAI website: www.crewai.com/
Joao’s CrewAI github repo: github.com/joaomdmoura/crewAI
Example crews and templates: github.com/joaomdmoura/crewAI...
To follow along just clone the crewai-examples repo and make a copy of the Instagram post folde and change the files in there.
You will need an OpenAI API key (platform.openai.com/) and a SerperDev API key (serper.dev/) to run this crew.
To install crewAI & tools:
pip install crewai
pip install 'crewai[tools]'
Use Artificial Intelligence and AI Agents to automate whatever you can think of!
Chapters:
00:00 - Instagram Posts Generated with ierarchical Crew
00:26 - How CrewAI solves ChatGPT's problems (Recap)
01:32 - Local LLM models (Ollama) vs GPT 3.5
02:00 - Description of the Project
02:41 - Explanation of Tasks and Crew Setup (hierarchical and sequential crews)
04:40 - Walking through the Code
15:16 - Running the Crew from the command line
16:09 - The results
18:00 - Conclusion & Takeaways

Опубликовано:

16 июл 2024

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Комментарии : 13

@iceiceisaac 2 месяца назад

Sweet, thanks!

@vivianaknight3750 2 месяца назад

Please make a video on the environment setup for us newbies!! I’ve watched videos on other channels, but they assume you know the basics and it’s so easy to get lost right away. You are very detail oriented and gives me hope I can learn this lol… Please🙏🏻🙏🏻

@lucface Месяц назад

Look for Hector Pineda. He’s got some great super beginner vids

@1242elena 2 месяца назад

Any way to use groq with crewAI + groq + ideogram and or mid journey via API??

@abdul.806 2 месяца назад

what image creation model were you using? Have you also used image to text?

@sr.modanez Месяц назад

Thank you for the video professor, I would like to know if there is any way for you, sir. complete with another video showing how we could take the image automatically generated by the agent and have another agent access Instagram or Facebook and post the generated image and the generated text?

@tikkivolta2854 2 месяца назад

i wonder if i could pull this off with sophisticated hierarchical prompting in gpt4 and gemini

@odinallvater7907 2 месяца назад

Is there any recommendation for a local model that doesn’t fail for agent deployment?

@myhendry 22 дня назад

do you have the code that we can reference? thanks

@ashokvaswani123 Месяц назад

I got this error when I tried to run main.py from unstructured.partition.html import partition_html ModuleNotFoundError: No module named 'unstructured' This is in the tools/browser_tools.py", line 7. I feel we dont need this so what needs to be done? I am NOT a programmer and have been following along your video

@InfiniteCodes_ Месяц назад

Hey. It's always hard to help with environment setup without knowing all the details of your setup. But yes you are correct in my example I remove the browser tools line (line 4 in agents.py it should be) and istead used the WebsiteSearchTool from crewai_tools, so feel free to comment out that line. Otherwise depending on what you use for dependency management you install missing packages (e.g. "pip install unstructured")

@ashokvaswani123 Месяц назад

@@InfiniteCodes_ Thanks for the reply.Can you make a video for setting up the environment on the Macbook using VS Code explaining to newbies like us. Also for macbook should I use "pip3 install unstructured" ? I really need to learn a lot of basic stuff I guess. I will try out commenting line 4 and let you know