A pipeline that turns 45MB of university faculty handbook PDFs into a queryable SQLite database of courses, degree programmes and degree-to-course mappings, with a separate verification tool that checks extraction accuracy against the source.
How it knows: A separate ~1,000-line audit script re-reads every source PDF independently of the parser, because an audit that shared the extraction code would repeat its mistakes.
Nicholas Smith - all work