Adaptive discovery and automated declarative template using intelligent modules

Abstract

A method for generating a declarative template to manage a computing environment includes: receiving a request from a workload management interface; analyzing the request to extract a predefined configuration of a platform; providing the predefined configuration and the request to a discovery agent (DA); connecting to the environment using a connection string; after the connecting: discovering the environment to obtain a dataset related to the environment; analyzing the dataset to extract information; generating a directed acyclic graph (DAG) based on the information; analyzing the DAG to extract an inference result; providing the inference result and the predefined configuration to a template agent (TA); querying a retrieval-augmented generation (RAG) module to obtain additional information related to the environment; generating the template that is specific to the environment using the inference result, predefined configuration, and additional information; and providing the template to an integration agent.