BLAST is an acronym for 'Basic Local Alignment Search Tool' and is a powerful algorithm used in bioinformatics to compare biological sequences. It is used to identify regions of similarity between two or more sequences and can be used to infer evolutionary relationships between them. The phrase 'BLAST the Past' is a play on words, referring to the use of the BLAST algorithm to search through past biological data.