A method for detecting errors includes obtaining input data, applying a knowledge base to the input data, identifying diagnostics associated with errors in the input data, encapsulating data snippets corresponding to errors with associated diagnostic codes to obtain encapsulated data snippets, and outputting encapsulated data snippets.