diff --git a/src/core/jupyter/display-data.ts b/src/core/jupyter/display-data.ts
index 53296ca3d1..72f53a3455 100644
--- a/src/core/jupyter/display-data.ts
+++ b/src/core/jupyter/display-data.ts
@@ -75,7 +75,8 @@ export function displayDataMimeType(
       kTextHtml,
     );
   } else if (options.toLatex) {
-    displayPriority.push(
+    // latex and pdf should be preferred over the other mime types
+    displayPriority.unshift(
       kTextLatex,
       kApplicationPdf,
     );
diff --git a/src/execute/julia.ts b/src/execute/julia.ts
index f8af297f9b..92a0ab4bc6 100644
--- a/src/execute/julia.ts
+++ b/src/execute/julia.ts
@@ -29,6 +29,7 @@ import {
   kFigPos,
   kIpynbProduceSourceNotebook,
   kKeepHidden,
+  kKeepIpynb,
 } from "../config/constants.ts";
 import {
   isHtmlCompatible,
@@ -39,7 +40,11 @@ import {
 } from "../config/format.ts";
 import { resourcePath } from "../core/resources.ts";
 import { quartoRuntimeDir } from "../core/appdirs.ts";
-import { normalizePath, pathWithForwardSlashes } from "../core/path.ts";
+import {
+  dirAndStem,
+  normalizePath,
+  pathWithForwardSlashes,
+} from "../core/path.ts";
 import { isInteractiveSession } from "../core/platform.ts";
 import { runningInCI } from "../core/ci-info.ts";
 import { sleep } from "../core/async.ts";
@@ -211,6 +216,13 @@ export const juliaEngine: ExecutionEngine = {
       },
     );
 
+    // Write notebook to file if keep-ipynb is set
+    if (options.format.execute[kKeepIpynb]) {
+      const [fileDir, fileStem] = dirAndStem(options.target.source);
+      const ipynbPath = join(fileDir, fileStem + ".ipynb");
+      Deno.writeTextFileSync(ipynbPath, JSON.stringify(nb, null, 2));
+    }
+
     // return dependencies as either includes or raw dependencies
     let includes: PandocIncludes | undefined;
     let engineDependencies: Record<string, Array<unknown>> | undefined;
diff --git a/tests/docs/smoke-all/2025/10/21/13582.ipynb b/tests/docs/smoke-all/2025/10/21/13582.ipynb
new file mode 100644
index 0000000000..097b42fd8a
--- /dev/null
+++ b/tests/docs/smoke-all/2025/10/21/13582.ipynb
@@ -0,0 +1,65 @@
+{
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Julia",
+      "name": "julia",
+      "language": "julia"
+    },
+    "kernel_info": {
+      "name": "julia"
+    },
+    "language_info": {
+      "name": "julia",
+      "version": "1.12.1",
+      "codemirror_mode": "julia"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5,
+  "cells": [
+    {
+      "id": "1",
+      "cell_type": "raw",
+      "metadata": {},
+      "source": [
+        "---\n",
+        "engine: julia\n",
+        "keep-ipynb: true\n",
+        "format: pdf\n",
+        "---\n",
+        ""
+      ]
+    },
+    {
+      "id": "2",
+      "cell_type": "code",
+      "metadata": {},
+      "source": [
+        "using Pkg\n",
+        "Pkg.activate(@__DIR__)\n",
+        "Pkg.add(\"CairoMakie\")\n",
+        "using CairoMakie\n",
+        "\n",
+        "Figure(backgroundcolor=:tomato)"
+      ],
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "execution_count": 1,
+          "data": {
+            "application/pdf": "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",
+            "image/png": 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+            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"528\" height=\"336\" viewBox=\"0 0 528 336\">\n<rect x=\"-52.8\" y=\"-33.6\" width=\"633.6\" height=\"403.2\" fill=\"rgb(100%, 38.82353%, 27.843139%)\" fill-opacity=\"1\"/>\n</svg>\n"
+          },
+          "metadata": {
+            "image/png": {
+              "width": 528,
+              "height": 336
+            }
+          }
+        }
+      ],
+      "execution_count": 1
+    }
+  ]
+}