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JetBrains has launched a new Jupyter skill inside PyCharm that allows AI agents to work directly on a live kernel while preserving the state of data and models between cells. The company says tests showed lower costs with Claude Opus 5 during long-running tasks, while the benefit depends on the model and the nature of the task.