From ce3863264be8de4595e1450b4fa33b4a118378ea Mon Sep 17 00:00:00 2001
From: Nakul Upadhya <nakulupadhya1@gmail.com>
Date: Fri, 16 Oct 2026 14:55:04 -0400
Subject: [PATCH] Re-execute TAO tutorial end to end

Outputs are unchanged; this records a clean top-to-bottom run with
sequential execution counts.
---
 docs/tutorials/tao.ipynb | 58 ++++++++++++++++++++++++++--------------
 1 file changed, 38 insertions(+), 20 deletions(-)

diff --git a/docs/tutorials/tao.ipynb b/docs/tutorials/tao.ipynb
index 5186fe3..0796b31 100644
--- a/docs/tutorials/tao.ipynb
+++ b/docs/tutorials/tao.ipynb
@@ -28,10 +28,10 @@
    "id": "dc4c7dc9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2026-10-16T18:46:10.758125Z",
-     "iopub.status.busy": "2026-10-16T18:46:10.757923Z",
-     "iopub.status.idle": "2026-10-16T18:46:11.445714Z",
-     "shell.execute_reply": "2026-10-16T18:46:11.445269Z"
+     "iopub.execute_input": "2026-10-16T18:54:39.494688Z",
+     "iopub.status.busy": "2026-10-16T18:54:39.494575Z",
+     "iopub.status.idle": "2026-10-16T18:54:40.445785Z",
+     "shell.execute_reply": "2026-10-16T18:54:40.445458Z"
     }
    },
    "outputs": [
@@ -82,10 +82,10 @@
    "id": "53ae5924",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2026-10-16T18:46:11.446847Z",
-     "iopub.status.busy": "2026-10-16T18:46:11.446745Z",
-     "iopub.status.idle": "2026-10-16T18:46:11.726260Z",
-     "shell.execute_reply": "2026-10-16T18:46:11.725932Z"
+     "iopub.execute_input": "2026-10-16T18:54:40.447036Z",
+     "iopub.status.busy": "2026-10-16T18:54:40.446927Z",
+     "iopub.status.idle": "2026-10-16T18:54:40.722523Z",
+     "shell.execute_reply": "2026-10-16T18:54:40.722070Z"
     }
    },
    "outputs": [
@@ -95,8 +95,20 @@
      "text": [
       "lambda= 0.000: train=0.876  test=0.677\n",
       "lambda= 0.003: train=0.876  test=0.677\n",
-      "lambda= 0.010: train=0.879  test=0.663\n",
-      "lambda= 0.030: train=0.843  test=0.707\n",
+      "lambda= 0.010: train=0.879  test=0.663\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "lambda= 0.030: train=0.843  test=0.707\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "lambda= 0.100: train=0.700  test=0.700\n"
      ]
     }
@@ -135,14 +147,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "aad2b1b6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2026-10-16T18:46:11.727396Z",
-     "iopub.status.busy": "2026-10-16T18:46:11.727340Z",
-     "iopub.status.idle": "2026-10-16T18:46:11.868489Z",
-     "shell.execute_reply": "2026-10-16T18:46:11.868016Z"
+     "iopub.execute_input": "2026-10-16T18:54:40.723508Z",
+     "iopub.status.busy": "2026-10-16T18:54:40.723455Z",
+     "iopub.status.idle": "2026-10-16T18:54:41.091875Z",
+     "shell.execute_reply": "2026-10-16T18:54:41.091328Z"
     }
    },
    "outputs": [
@@ -150,7 +162,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "forest before  test=0.808\n",
+      "forest before  test=0.808\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "forest after   test=0.819\n"
      ]
     }
@@ -183,10 +201,10 @@
    "id": "b89dadaf",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2026-10-16T18:46:11.869578Z",
-     "iopub.status.busy": "2026-10-16T18:46:11.869515Z",
-     "iopub.status.idle": "2026-10-16T18:46:11.881642Z",
-     "shell.execute_reply": "2026-10-16T18:46:11.881297Z"
+     "iopub.execute_input": "2026-10-16T18:54:41.092972Z",
+     "iopub.status.busy": "2026-10-16T18:54:41.092912Z",
+     "iopub.status.idle": "2026-10-16T18:54:41.104583Z",
+     "shell.execute_reply": "2026-10-16T18:54:41.104211Z"
     }
    },
    "outputs": [