What are the trade-offs of free-threaded Python in 2026?

Free-threaded Python enables true CPU parallelism in threads but introduces some single-threaded performance overhead, currently around five to ten percent. It also requires C extensions to be made thread-safe. As of 2026, the major scientific libraries are progressively adding free-threaded support, but ecosystem readiness varies by package.