Astral's ty, a Rust-based Python type checker, has entered beta with extremely fast incremental updates. It can be installed via uv or as a VS Code extension, with a stable release planned for 2026. Built around incrementality, ty selectively re-runs computations when code changes, making live updates significantly faster than
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