Adaptive discovery and automated declarative template using intelligent modules

A non-transitory computer readable medium comprising computer readable program code, which when executed by a computer processor enables the computer processor to perform a method for generating a declarative template to manage a computing environment, the method comprising:

• receiving a predefined configuration of a platform and a declarative template generation request from a management application programming interface (API),
• wherein the management API receives the request from a workload management interface,
• wherein the management API and the workload management interface are operatively connected to each other over a network, and
• wherein the management API analyzes the request to extract the configuration;
• connecting, based on the request, 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;
• and
• providing the inference result and the predefined configuration to a template agent (TA),
• wherein the TA queries a retrieval-augmented generation (RAG) module to obtain additional information related to the environment,
• wherein the TA generates the template that is specific to the environment using the inference result, the predefined configuration, and the additional information, and
• wherein the TA provides the template to an integration agent (IA), wherein the IA provides the template to the platform.

A system comprising:

• a computing environment;
• a platform;
• an infrastructure node comprising a memory and a processor coupled to the memory,
• wherein the processor is configured to execute a method for generating a declarative template to manage the environment, the method comprising:
• receiving a predefined configuration of a platform and a declarative template generation request from a management application programming interface (API),
• wherein the management API receives the request from a workload management interface,
• wherein the management API analyzes the request to extract the predefined configuration;
• connecting, based on the request, to the environment using a connection string;
• 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;
• and
• providing the inference result and the predefined configuration to a template agent (TA),
• wherein the TA queries a retrieval-augmented generation (RAG) module to obtain additional information related to the environment,
• wherein the TA generates the template that is specific to the environment using the inference result, the predefined configuration, and the additional information, and
• wherein the TA provides the template to an integration agent (IA), wherein the IA provides the template to the platform.