diff --git a/week6/community-contributions/kwabena/product pricer flavoured.ipynb b/week6/community-contributions/kwabena/product pricer flavoured.ipynb
index 14abeab..e3f7918 100644
--- a/week6/community-contributions/kwabena/product pricer flavoured.ipynb	
+++ b/week6/community-contributions/kwabena/product pricer flavoured.ipynb	
@@ -7,11 +7,7 @@
    "source": [
     "# The Product Pricer Continued\n",
     "\n",
-    "A model that can estimate how much something costs, from its description.\n",
-    "\n",
-    "## AT LAST - it's time for Fine Tuning!\n",
-    "\n",
-    "After all this data preparation, and old school machine learning, we've finally arrived at the moment you've been waiting for. Fine-tuning a model."
+    "A model that can estimate how much something costs, from its description.\n"
    ]
   },
   {
@@ -506,7 +502,7 @@
     "\n",
     "def gpt_fine_tuned(item):\n",
     "    response = openai.chat.completions.create(\n",
-    "        model=fine_tuned_model_name,\n",
+    "        model=\"ft:gpt-4o-mini-2024-07-18:gpt-pricer:pricer:CVwNdjUi\",\n",
     "        messages=messages_for(item),\n",
     "        seed=42,\n",
     "        max_tokens=7\n",
@@ -549,7 +545,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": ".venv",
    "language": "python",
    "name": "python3"
   },
@@ -563,7 +559,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.12"
+   "version": "3.12.12"
   }
  },
  "nbformat": 4,