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asyncio in Python 3.13: TaskGroups, ExceptionGroups, and Real-World Patterns

asyncio in Python 3.13: TaskGroups, ExceptionGroups, and Real-World Patterns

Python 3.13 has finalized the structured-concurrency model that began with TaskGroups in 3.11 β€” and the result is asyncio code that is dramatically easier to reason about, debug, and operate in production. This is a practical guide to the patterns that work in 2026: TaskGroups for concurrent operations, ExceptionGroups for handling multiple failures cleanly, the cancellation model that finally makes sense, and the production patterns that experienced asyncio developers reach for....

Python 3.13 Free-Threaded Mode: Real-World Performance Benchmarks for 2026

Python 3.13 Free-Threaded Mode: Real-World Performance Benchmarks for 2026

Python 3.13 ships an experimental free-threaded build that finally removes the GIL. The marketing is exciting; the reality is more nuanced. We benchmarked free-threaded Python on a representative range of workloads β€” CPU-bound, I/O-bound, mixed β€” and measured the single-threaded slowdown that nobody talks about. Here is what to actually expect in 2026, and when free-threaded mode is ready for production use....