Use persistent Python or JavaScript Jupyter-style kernels from shell sandboxes with the `kern` CLI. Use when Codex needs stateful execution across tool calls, exploratory data analysis with pandas, plotting or rich visual outputs, Node.js package/module exploration, incremental debugging, or REPL-like work where variables/imports/results should persist between shell commands.
2026-05-25