The little gem in the middle is fantastic: using a data set of newbie errors to train the parser with friendly error messages. This step is done after the parse

The little gem in the middle is fantastic: using a data set of newbie errors to train the parser with friendly error messages. This step is done after the parser is generated, but before it's distributed.