diff --git a/v3-examples/model-customization-examples/ai_registry_example.ipynb b/v3-examples/model-customization-examples/ai_registry_example.ipynb
index 3d0b5d770b..c33f2ff41f 100644
--- a/v3-examples/model-customization-examples/ai_registry_example.ipynb
+++ b/v3-examples/model-customization-examples/ai_registry_example.ipynb
@@ -55,27 +55,8 @@
     "dataset = DataSet.create(\n",
     "            name=\"sdkv3-gen-ds2\",\n",
     "            source=\"s3://sdk-air-test-bucket/datasets/training-data/jamjee-sft-ds1.jsonl\",\n",
-    "            customization_technique=CustomizationTechnique.SFT\n",
-    "        )"
-   ],
-   "outputs": [],
-   "execution_count": null
-  },
-  {
-   "cell_type": "code",
-   "id": "61f55698ab27d70a",
-   "metadata": {},
-   "source": [
-    "# 2. local dataset file source\n",
-    "# ------------------------------------\n",
-    "# To remove this line post testing/dogfooding : Sample source https://quip-amazon.com/hXbKA1U0aKTL/Model-Customisation-Bug-Bash#temp:s:temp:C:bYf1df6d6a2346e4fea8eb89d6c9;temp:C:bYf4ecae019198f4eb8940daf7f8\n",
-    "# Download dataset from above link locally and provide data_location as local path.\n",
-    "# Or, Upload the file to an accessible S3 location and provide S3 URI below as data_location.\n",
-    "\n",
-    "dataset = DataSet.create(\n",
-    "            name=\"my-rlvr-ds1\",\n",
-    "            source=\"/Volumes/workplace/sagemaker-python-sdk-staging/recipes-data/rlvr/train_256.jsonl\",\n",
-    "            customization_technique=CustomizationTechnique.RLVR\n",
+    "                # or use local filepath as source.\n",
+    "            # customization_technique=CustomizationTechnique.SFT\n",
     "        )"
    ],
    "outputs": [],
@@ -192,7 +173,7 @@
    "metadata": {},
    "source": [
     "#Create a new version of this dataset\n",
-    "dataset.create_version(source=\"s3://sdk-air-test-bucket/datasets/test_ds\")"
+    "dataset.create_version(source=\"s3://<bucket>/datasets/test_ds\")"
    ],
    "outputs": [],
    "execution_count": null
@@ -224,7 +205,7 @@
     "# Method : Lambda\n",
     "evaluator = Evaluator.create(\n",
     "    name = \"sdk-new-rf11\",\n",
-    "    source=\"arn:aws:lambda:us-west-2:<>:function:sm-eval-vinayshm-rlvr-llama-321b-instruct-v1-<>8\",\n",
+    "    source=\"arn:aws:lambda:us-west-2:<>:function:<function-name>8\",\n",
     "    type=REWARD_FUNCTION\n",
     "\n",
     ")"
@@ -241,7 +222,7 @@
     "\n",
     "evaluator = Evaluator.create(\n",
     "    name = \"eval-lambda-test\",\n",
-    "    source=\"/Volumes/workplace/sagemaker-python-sdk-staging/recipes-data/eval_lambda_1.py\",\n",
+    "    source=\"/path_to_local/eval_lambda_1.py\",\n",
     "    type = REWARD_FUNCTION\n",
     ")"
    ],
@@ -254,14 +235,9 @@
    "metadata": {},
    "source": [
     "# Reward Prompt\n",
-    "# ------------------------------------\n",
-    "# To remove this line post testing/dogfooding : Sample source https://quip-amazon.com/hXbKA1U0aKTL/Model-Customisation-Bug-Bash#temp:s:temp:C:bYf5c2e9e77efea4868b0420892a;temp:C:bYf4ecae019198f4eb8940daf7f8\n",
-    "# Download prompt from above link locally and provide prompt_source as local path.\n",
-    "# Or, Upload the file to a accessible S3 location and provide S3 URI below as prompt_source.\n",
-    "\n",
     "evaluator = Evaluator.create(\n",
     "    name = \"jamj-rp2\",\n",
-    "    source=\"/Users/jamjee/workplace/hubpuller/prompt/custom_prompt.jinja\",\n",
+    "    source=\"/path_to_local/custom_prompt.jinja\",\n",
     "    type = REWARD_PROMPT\n",
     ")"
    ],