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## Summary - Adds deterministic `list_notebooks`/`get_notebook` fixtures (two seeded notebooks, each with markdown/database/log cells) and stateful in-memory `create_notebook`/`update_notebook` mocks to `apps/studio/lib/ai/tools/mock-tools.ts`, so Braintrust evals can exercise notebook tool calls without a real project. - Both write-tool mocks force `needsApproval: false`, matching the existing `execute_sql`/`deploy_edge_function` mock pattern — the eval harness filters out tool-parts in `'approval-requested'` state and can never answer an approval gate. - All four notebook tools are wrapped from the real `getNotebookTools()` definitions (only `execute`/`needsApproval` overridden), so evals validate the model's arguments against the exact production schemas. - Dedupes `describeOperationError` (previously duplicated between this new mock and `notebook-tools.ts`) into a single exported `describeNotebookOperationError` in `notebook-operations.ts`. **Stacked on #48949** (`feature/notebooks-update-tool`) — this PR's base branch is that PR, not `master`, because it reuses `update_notebook` and the shared error helper that only exist there. Merge #48949 first, then retarget/merge this one. ## Test plan - [x] \`pnpm --filter studio typecheck\` passes - [x] \`pnpm --filter studio test\` — all notebook-related suites pass (\`mock-tools.test.ts\`, \`notebook-tools.test.ts\`, \`data/content/notebooks/*\`) - [x] \`eslint\` / \`prettier --check\` clean on all touched files