A system includes vendor specific converters [210, 215, 220, 225] to gather vendor-specific data from sensors [235, 240] and convert to normalized data. The vendor-specific data comprises at least a first input and a second input. The first input corresponds to a first language and the second input corresponds to a second language, where the first language is different from the second language. The vendor specific converters [210, 215, 220, 225] receive normalized commands and issue vendor-specific commands to a managed resource [165]. A converter module [230] receives the normalized data and converts to an output corresponding to a common language. The converter module [230] also receives and outputs normalized commands corresponding to the common language. Semantic processing logic [255] receives the normalized data and matches the normalized data against a predetermined set of knowledge bases and generates a new object to send to an autonomic manager [160].