A document-engineering pipeline that turns 45MB of university faculty handbook PDFs into a queryable SQLite database of courses, degree programmes, and degree-to-course mappings - plus a separate verification tool that audits 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 sharing the extraction code would only ever agree with itself.
Nicholas Smith - all work