Overview
This is live product based on OpenAI + Spring and Tools4AI. Please look at my previous articles to learn more about LLM Agents, Autonomous Agents and Function calling. In this article I will be demonstrating a fully working working version of enterprise autonomous agent
Enterprise AI Hub
Fully working product is deployed here
The enterprise AI Hub, a sophisticated Large Language Model (LLM) Agent or Large Action Model Agent, functions as a central intelligence system. It is meticulously integrated with an array of enterprise applications, including a pet store, bookstore, service management system, bug tracking system, and employee management system. Crafted entirely in Java and utilizing OpenAI's capabilities, this hub stands as a testament to the versatility and power of modern AI technologies in enterprise applications.
The configurations are present here
As you can see from configuration the hub is connected to Petstore, Bookstore, and a bugs and ticketing system , you can visit the respective swagger url to look at the apis they expose via REST Calls
{
"endpoints" : [
{
"swaggerurl": "https://fakerestapi.azurewebsites.net/swagger/v1/swagger.json",
"group": "Books Author Activity",
"description": "This is for all the actions related books , Authors, photos and users trying to read books and view photos",
"baseurl": "https://fakerestapi.azurewebsites.net/",
"id": "fakerestapi"
},
{
"swaggerurl": "https://petstore3.swagger.io/api/v3/openapi.json",
"baseurl": "https://petstore3.swagger.io/",
"group": "Petstore API",
"description": "This is for all the actions related to pets",
"id": "petstore"
} ,
{
"swaggerurl": "https://vishalmysore-instaservice.hf.space/v3/api-docs",
"baseurl": "https://vishalmysore-instaservice.hf.space/",
"group": "Enterprise Support and Tickeing System",
"description": "This action is to create tickets track bugs across the enterprise",
"id": "InstaService"
}
]
}
he central hub can be tested using simple prompts - test it using this url
/getAllGroupNames
Provides the list of all the enterprise systems connected to this hub, (these are your ticketing system, employee management system , HR system) basically any system exposing REST API
[
{
"groupName": "default",
"groupDescription": "group for all the tasks"
},
{
"groupName": "Books Author Activity",
"groupDescription": "This is for all the actions related books , Authors, photos and users trying to read books and view photos"
},
{
"groupName": "Petstore API",
"groupDescription": "This is for all the actions related to pets"
},
{
"groupName": "Enterprise Support and Tickeing System",
"groupDescription": "This action is to create tickets track bugs across the enterprise"
}
]
/getAllActionsForGroup
This REST api provides all the actions associated with that application if you trigger with groupName = Petstore API , you get this result
updatePet,addPet,findPetsByStatus,findPetsByTags,getPetById,updatePetWithForm,deletePet,uploadFile,getInventory,placeOrder,getOrderById,deleteOrder,createUser,createUsersWithListInput,loginUser,logoutUser,getUserByName,updateUser,deleteUser
/actionOpenAI
Any action can be triggered by simple English prompts
for example
if you provide a prompt "create a ticket for me with number 1 and issue is compture not working" it will automatically create a ticket on InstaService you can view the logs here https://huggingface.co/spaces/VishalMysore/InstaService?logs=container
Try out with different prompts and validate that corresponding actions have been triggered
1) My Customer name is Vishal , his computer needs repair - will trigger this action
2) Can you compare Honda City to Toyota Corolla - this prompt will trigger Car Compare action
3) Can i Go out without Jacket in Toronto today - This prompt will trigger weather service action
4) what would vishal want to eat today? - this prompt will trigger this action
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