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Python Development

What’s new in Python 3.14

Python 3.14 introduces deferred evaluation of annotations, a new tail-call interpreter offering up to 30% performance improvements, and various API improvements including configuration and initialization changes. The release also adds new features for Unicode handling, improved error messages, and significant C API enhancements.

GitHub - agentsea/r1-computer-use: Applying the ideas of Deepseek R1 to computer use

An experimental project applying large-scale Reinforcement Learning techniques to computer usage scenarios, utilizing neural reward models to validate agent actions. The system implements a three-step cycle extending ReACT into reinforcement learning, with multiple training stages focused on developing reasoning skills for computer interaction.