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PyCharm 2026.2.1 adds support for AI agents to work inside Jupyter notebooks using a live runtime kernel, along with directing package installation operations to the correct Python environment. The release also introduces support for marimo notebooks, improvements to package management and type checking, and changes to bundled plugins.