How to create Al Multi Agents workflow?

[ravimittal7]

Hi,
I am attempting to create workflows that use multiple AI agents.
1. Each AI agent should have:
- Memory to retain previous actions.
- A distinct character, personality, or role/job.
While I’ve managed to set up simple workflows, they currently lack memory of previously performed actions.

I need guidance on how to create workflows with the above features.

Thanks

 

[Preeti Paryani]

Hello @ravimittal7,

Could you please let us know which application you are referring to for using AI agents? This will help us assist you more effectively.

However, if you are using the AI Assistant (Pabbly), please note that when using the "Ask Assistant" action, a unique identifier is passed. This allows you to set up a dedicated conversation thread and retain the context of previous interactions.

Kindly refer to the attached image for more information.

 

[ravimittal7]

Hi,

I am using OpenAI but can't have previous results as context.

Which LLM do you use for Pabbly assistant?

 

[Preeti Paryani]

Hello @ravimittal7,

Thank you for sharing the details.

Please note that when working with OpenAI, the process involves creating a thread, and using the "List Messages" action, you can retrieve the complete conversation history within that thread. This allows you to maintain context across multiple interactions.

To assist you more effectively, could you please share a demo workflow you’re working on, along with details on how you intend to access or reference information from previous actions or conversations? This will help us guide you in implementing memory and context more accurately within your setup.

Also, to clarify, the AI Assistant by Pabbly uses OpenAI as its underlying LLM.

Looking forward to your workflow example so we can assist you further.

 

[ravimittal7]

Hi,

Which model of OpenAI do you use, or is there an option for us to select one?

I can share the workflow link. The idea is to create a multi-agent system that consistently performs tasks without repeating content that has already been created, such as blog posts or email content.

Additionally, is there any way to add a review step to the workflow, so that the next action can only proceed once I approve it?

Thanks

 

[Preeti Paryani]

Hello @ravimittal7,

You can select the OpenAI model as per your requirement. If the desired model isn’t listed in the dropdown, you can enable the Map button beside the Select Model field and manually enter the model name.

Regarding your second query, currently there’s no built-in feature in Pabbly Connect to add a manual review/approval step before proceeding to the next action. If such a feature is introduced in the future, we’ll be sure to update users about it.

 

[ravimittal7]

Hi,

Should I share the workflow link so that you can understand it and provide or suggest a complete solution?

Thanks.

 

[Preeti Paryani]

Hello @ravimittal7,

Sure, please share the workflow URL so we can take a closer look and assist you more effectively.

 

[ravimittal7]

Pabbly

connect.pabbly.com