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## Summary - Adds a `create_notebook` AI assistant tool (`needsApproval: true`) that lets the assistant create a new notebook after explicit user approval. - Cell SQL is promoted from untrusted to safe via `acceptUntrustedSql`/`acceptUntrustedLogsSql` inside `execute`, using the approval gate as the confirming user gesture (same pattern as `execute_sql`). - Input is validated against the existing agent-writable notebook schema, which rejects any agent-supplied cell `id` at the schema level. - Threads an optional auth-headers param through `upsertContent`/`createNotebook`/`updateNotebook` so the tool can pass its own bearer token server-side. - Registers the tool in the tool-filter (`SCHEMA` category, alongside `list_notebooks`/`get_notebook`) and adds a `## Notebooks` prompt section guiding the assistant on when to use `create_notebook` vs. one-off `execute_sql`. Resolves FE-4082 ## Test plan - [x] `notebook-tools.test.ts` covers: tool registration, `needsApproval`, cell-id rejection, valid input, PUT body shape, and the returned id — all passing - [x] Typecheck clean - [x] Lint clean (no new warnings) <!-- This is an auto-generated comment: release notes by coderabbit.ai --> ## Summary by CodeRabbit * **New Features** * Added AI-assisted notebook creation for saving multi-step investigations. * Added support for database and log SQL cells in newly created notebooks. * Notebook creation requires approval before saving and returns the notebook’s name and identifier. * Added support for custom request headers during notebook and content operations. * Added guidance for choosing between one-time SQL execution and reusable notebooks when Explorer is enabled. * **Improvements** * Improved validation and normalization of notebook content before saving. <!-- end of auto-generated comment: release notes by coderabbit.ai -->