Migrations shouldn't be guesswork or theatre.

Syntax-to-syntax converters and confident AI rewrites share a failure mode: they look finished while behavior drifts. We wanted a Universal Translator with a hard center — WebIR + CWL — where models may propose and only verify may dispose.

That product is Chrysalis: origin to modern, prove what you claim, honest holes when origin is missing, no invented runtimes, no demo façades. AgenticOps is the practice that runs Chrysalis with engineering teams. wisptools.io is earlier shipped work — proof we operate real systems — kept clearly separate so it never becomes a façade for the engine.