diff --git a/week4/community-contributions/bharat_puri/docstring_generator.ipynb b/week4/community-contributions/bharat_puri/docstring_generator.ipynb
index 2f92d9a..b103d0e 100644
--- a/week4/community-contributions/bharat_puri/docstring_generator.ipynb
+++ b/week4/community-contributions/bharat_puri/docstring_generator.ipynb
@@ -446,10 +446,86 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "d00cf4b7-773d-49cb-8262-9d11d787ee10",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=== Generated Docstrings ===\n",
+      "- module: module demo\n",
+      "   Adds two numbers together.\n",
+      "\n",
+      "This function takes two numeric inputs and returns their sum.\n",
+      "It supports both integers and floats.\n",
+      "\n",
+      "Args:\n",
+      "    x: The firs\n",
+      "- function: def add(x, y):\n",
+      "   Returns the sum of two numbers.\n",
+      "\n",
+      "This function takes two numerical inputs and returns their sum. \n",
+      "It supports both integers and floats.\n",
+      "\n",
+      "Args:\n",
+      "    x: \n",
+      "- class: class Counter:\n",
+      "   A simple counter class to track increments.\n",
+      "\n",
+      "This class provides a method to increment a total count. \n",
+      "The total count starts at zero and increases by\n",
+      "- function: def inc(self):\n",
+      "   Increments the total attribute by one.\n",
+      "\n",
+      "This method updates the instance's total value, increasing it by one each time it is called.\n",
+      "\n",
+      "=== Updated Source ===\n",
+      "\"\"\"Adds two numbers together.\n",
+      "\n",
+      "\"\"\"Returns the sum of two numbers.\n",
+      "\n",
+      "This function takes two numerical inputs and returns their sum. \n",
+      "\"\"\"A simple counter class to track increments.\n",
+      "\"\"\"Increments the total attribute by one.\n",
+      "\n",
+      "This method updates the instance's total value, increasing it by one each time it is called.\"\"\"\n",
+      "\n",
+      "\n",
+      "This class provides a method to increment a total count. \n",
+      "The total count starts at zero and increases by one with each call to the inc() method.\n",
+      "\n",
+      "Methods:\n",
+      "    inc: Increments the total count by one.\"\"\"\n",
+      "\n",
+      "It supports both integers and floats.\n",
+      "\n",
+      "Args:\n",
+      "    x: The first number to add.\n",
+      "    y: The second number to add.\n",
+      "\n",
+      "Returns:\n",
+      "    The sum of x and y.\"\"\"\n",
+      "\n",
+      "This function takes two numeric inputs and returns their sum.\n",
+      "It supports both integers and floats.\n",
+      "\n",
+      "Args:\n",
+      "    x: The first number to add.\n",
+      "    y: The second number to add.\n",
+      "Returns:\n",
+      "    The sum of x and y.\"\"\"\n",
+      "\n",
+      "def add(x, y):\n",
+      "    return x + y\n",
+      "\n",
+      "class Counter:\n",
+      "    def inc(self):\n",
+      "        self.total += 1\n"
+     ]
+    }
+   ],
    "source": [
     "## Quick Test ##\n",
     "new_code, report = generate_docstrings_for_source(code, style=\"google\", module_name=\"demo\")\n",
@@ -464,7 +540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "id": "b318db41-c05d-48ce-9990-b6f1a0577c68",
    "metadata": {},
    "outputs": [],
@@ -502,7 +578,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "id": "8962cf0e-9255-475e-bbc1-21500be0cd78",
    "metadata": {},
    "outputs": [],
@@ -540,10 +616,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "id": "b0b0f852-982f-4918-9b5d-89880cc12003",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "* Running on local URL:  http://127.0.0.1:7866\n",
+      "* To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><iframe src=\"http://127.0.0.1:7866/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# ================================================================\n",
     "# 🎨 Enhanced Gradio Interface with Model Selector\n",
@@ -586,6 +691,14 @@
     "\n",
     "doc_ui.launch(share=False)\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5e6d6720-de8e-4cbb-be9f-82bac3dcc71a",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {