Over the last month, NumPy and Polars have released new major versions. While the data science ecosystem sees some important developments, there are also important discussions about the core language itself, including how Python should be versioned in the future.

The RPython blog offers insights, tutorials, and updates on RPython, a subset of the Python programming language designed for writing interpreters and virtual machines. Developers can learn about RPython features, optimization techniques, and applications in building programming language implementations. Additionally, the blog covers topics such as JIT compilation, garbage collection, and static analysis using RPython, providing resources for compiler and language developers.

Real Python

July 2024 saw significant updates in the Python data science ecosystem. NumPy released version 2.0, featuring improved string handling and cleaner namespaces but also introducing breaking changes. Polars, a high-performance DataFrame library, reached its 1.0 milestone, indicating its readiness for production use. Highlights from PyCon US included keynotes on diverse tech topics and PSF’s coverage of the Python Language Summit. Additionally, there's an ongoing discussion about shifting Python's versioning scheme to calendar versioning (CalVer).

Python News Roundup: July 2024 – Real Python