AI use case

Modernize old scientific code and check the rewrite gives the same results

A data science researcher tried a Claude Code plugin for updating legacy software. It maps the old code, writes testable rules with citations, waits for your approval, then rewrites and compares old and new versions on the same inputs, which is useful for lab code nobody maintains anymore.