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Charis
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## Summary PR 4 of the notebook-approval-preview stack. - Adds `NotebookProposalRenderer`, wiring `create_notebook`/`update_notebook` into `MessagePartSwitcher` and rendering `NotebookPreview` across all 6 tool states (drafting, approval-requested, approval-responded, output-available, output-denied, output-error). - `update_notebook` fetches the live notebook via `useNotebookQuery`, checks `expected_updated_at` against the fetched `updated_at`, and gates the confirm action behind a refresh when stale. - A tool-input parse failure renders a raw-input admonition instead of returning `null`, so `ConfirmFooter` — and the ability to Skip/deny — stays available rather than leaving the chat stuck. Towards FE-4143 ## Test plan - [x] `tsc --noEmit` clean - [x] `eslint` clean on touched files - [x] `prettier --check` clean - [x] New `NotebookProposalRenderer.test.tsx` (create/update previews + approve, version-mismatch warning, parse-failure fallback with working Skip, output-available/output-denied summaries) - [x] Existing notebook test suites (`notebook-tools.test.ts`, `notebook-operations`, `NotebookPreview`) still pass <!-- This is an auto-generated comment: release notes by coderabbit.ai --> ## Summary by CodeRabbit * **New Features** * Added AI-assisted notebook creation and updating with previews, approval controls, and operation summaries. * Added clear handling for loading, errors, denied actions, stale notebook versions, and invalid proposals. * Added links to open notebooks after successful creation or updates. * Preserved notebook SQL content when displaying proposed changes. * **Bug Fixes** * Improved notebook proposal handling for conflicts and incomplete tool responses. <!-- end of auto-generated comment: release notes by coderabbit.ai -->