We Tried ty for Performance. It Found Real Bugs
We adopted Astral's new Python type checker, ty, to speed up type checking in the Dagster monorepo. The performance gains were dramatic, but the bigger surprise was that ty caught real runtime bugs Pyright missed. Here's what we learned migrating a large Python codebase incrementally to ty.

Fetched June 5, 2026





