Automated Instagram using AI Agents: CrewAI Hierarchical Tutorial on 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: https://www.crewai.com/
Joao’s CrewAI github repo: https://github.com/joaomdmoura/crewAI
Example crews and templates: https://github.com/joaomdmoura/crewAI-examples
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 (https://platform.openai.com/) and a SerperDev API key (https://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
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