Debugging defective data connectors generated using artificial intelligence using annotated knowledge graph

A non-transitory computer-readable medium comprising memory with instructions encoded thereon for monitoring connectors deployed in a data collection system, the instructions, when executed, causing one or more processors to perform operations, the instructions comprising instructions to:

• deploy a data connector generated from a connector knowledge representation, the connector knowledge representation generated from an API source knowledge graph using a large language model;
• receive information describing a defect reported in connection with the deployed data connector;
• determine a portion of the connector knowledge representation associated with the defect;
• map the portion of the connector knowledge representation to a portion of the API source knowledge graph;
• identify a portion of an API documentation associated with the portion of the API source knowledge graph;
• and
• report information describing the defect, the information comprising at least the portion of the API documentation associated with the portion of the API source knowledge graph.

A system for monitoring connectors deployed in a data collection system, the system comprising:

• memory with instructions encoded thereon;
• and
• one or more processors that, when executing the instructions, are caused to perform operations comprising:
• deploying a data connector generated from a connector knowledge representation, the connector knowledge representation generated from an API source knowledge graph using a large language model;
• receiving information describing a defect reported in connection with the deployed data connector;
• determining a portion of the connector knowledge representation associated with the defect;
• mapping the portion of the connector knowledge representation to a portion of the API source knowledge graph;
• identifying a portion of an API documentation associated with the portion of the API source knowledge graph;
• and
• reporting information describing the defect, the information comprising at least the portion of the API documentation associated with the portion of the API source knowledge graph.