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Bharathi Srinivasan
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removing force install and clearing outputs
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‎responsible_ai/bedrock-guardrails/guardrails_for_code_modality.ipynb‎

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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"execution_count": null,
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"id": "716c8924",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Looking in indexes: https://pypi.org/simple, https://plugin.us-east-1.prod.workshops.aws\n",
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"Collecting boto3\n",
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" Using cached boto3-1.41.0-py3-none-any.whl.metadata (6.8 kB)\n",
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"Collecting botocore<1.42.0,>=1.41.0 (from boto3)\n",
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" Using cached botocore-1.41.0-py3-none-any.whl.metadata (5.9 kB)\n",
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"Collecting jmespath<2.0.0,>=0.7.1 (from boto3)\n",
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" Using cached jmespath-1.0.1-py3-none-any.whl.metadata (7.6 kB)\n",
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"Collecting s3transfer<0.15.0,>=0.14.0 (from boto3)\n",
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" Using cached s3transfer-0.14.0-py3-none-any.whl.metadata (1.7 kB)\n",
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"Collecting python-dateutil<3.0.0,>=2.1 (from botocore<1.42.0,>=1.41.0->boto3)\n",
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" Using cached python_dateutil-2.9.0.post0-py2.py3-none-any.whl.metadata (8.4 kB)\n",
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"Collecting urllib3!=2.2.0,<3,>=1.25.4 (from botocore<1.42.0,>=1.41.0->boto3)\n",
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" Using cached urllib3-2.5.0-py3-none-any.whl.metadata (6.5 kB)\n",
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"Collecting six>=1.5 (from python-dateutil<3.0.0,>=2.1->botocore<1.42.0,>=1.41.0->boto3)\n",
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" Using cached six-1.17.0-py2.py3-none-any.whl.metadata (1.7 kB)\n",
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"Using cached boto3-1.41.0-py3-none-any.whl (139 kB)\n",
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"Using cached botocore-1.41.0-py3-none-any.whl (14.2 MB)\n",
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"Using cached jmespath-1.0.1-py3-none-any.whl (20 kB)\n",
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"Using cached python_dateutil-2.9.0.post0-py2.py3-none-any.whl (229 kB)\n",
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"Using cached s3transfer-0.14.0-py3-none-any.whl (85 kB)\n",
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"Using cached urllib3-2.5.0-py3-none-any.whl (129 kB)\n",
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"Using cached six-1.17.0-py2.py3-none-any.whl (11 kB)\n",
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"Installing collected packages: urllib3, six, jmespath, python-dateutil, botocore, s3transfer, boto3\n",
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"\u001b[2K Attempting uninstall: urllib3\n",
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"\u001b[2K Found existing installation: urllib3 2.5.0\n",
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"\u001b[2K Uninstalling urllib3-2.5.0:\n",
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"\u001b[2K Successfully uninstalled urllib3-2.5.0\n",
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"\u001b[2K Attempting uninstall: six━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0/7\u001b[0m [urllib3]\n",
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"\u001b[2K Found existing installation: six 1.17.0━\u001b[0m \u001b[32m0/7\u001b[0m [urllib3]\n",
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"\u001b[2K Uninstalling six-1.17.0:━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0/7\u001b[0m [urllib3]\n",
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"\u001b[2K Successfully uninstalled six-1.17.0━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1/7\u001b[0m [six]\n",
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"\u001b[2K Attempting uninstall: jmespath━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1/7\u001b[0m [six]\n",
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"\u001b[2K Found existing installation: jmespath 1.0.1━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1/7\u001b[0m [six]\n",
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"\u001b[2K Uninstalling jmespath-1.0.1:━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1/7\u001b[0m [six]\n",
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"\u001b[2K Successfully uninstalled jmespath-1.0.1━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1/7\u001b[0m [six]\n",
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"\u001b[2K Attempting uninstall: python-dateutil━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2/7\u001b[0m [jmespath]\n",
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"\u001b[2K Found existing installation: python-dateutil 2.9.0.post0━━\u001b[0m \u001b[32m2/7\u001b[0m [jmespath]\n",
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"\u001b[2K Uninstalling python-dateutil-2.9.0.post0:━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2/7\u001b[0m [jmespath]\n",
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"\u001b[2K Successfully uninstalled python-dateutil-2.9.0.post0━━━━\u001b[0m \u001b[32m2/7\u001b[0m [jmespath]\n",
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"\u001b[2K Attempting uninstall: botocore0m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2/7\u001b[0m [jmespath]\n",
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"\u001b[2K Found existing installation: botocore 1.41.0━━━━━━━━━━━━━━\u001b[0m \u001b[32m2/7\u001b[0m [jmespath]\n",
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"\u001b[2K Uninstalling botocore-1.41.0:m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2/7\u001b[0m [jmespath]\n",
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"\u001b[2K Successfully uninstalled botocore-1.41.090m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4/7\u001b[0m [botocore]\n",
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"\u001b[2K Attempting uninstall: s3transfer\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4/7\u001b[0m [botocore]\n",
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"\u001b[2K Found existing installation: s3transfer 0.14.0━━━━━━━━━━━━\u001b[0m \u001b[32m4/7\u001b[0m [botocore]\n",
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"\u001b[2K Uninstalling s3transfer-0.14.0:╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4/7\u001b[0m [botocore]\n",
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"\u001b[2K Successfully uninstalled s3transfer-0.14.0━━━━━━━━━━━━━━\u001b[0m \u001b[32m4/7\u001b[0m [botocore]\n",
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"\u001b[2K Attempting uninstall: boto3━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m \u001b[32m5/7\u001b[0m [s3transfer]\n",
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"\u001b[2K Found existing installation: boto3 1.41.0m\u001b[90m━━━━━━━━━━━\u001b[0m \u001b[32m5/7\u001b[0m [s3transfer]\n",
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"\u001b[2K Uninstalling boto3-1.41.0:━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━\u001b[0m \u001b[32m5/7\u001b[0m [s3transfer]\n",
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"\u001b[2K Successfully uninstalled boto3-1.41.0[0m\u001b[90m━━━━━━━━━━━\u001b[0m \u001b[32m5/7\u001b[0m [s3transfer]\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7/7\u001b[0m [boto3]32m6/7\u001b[0m [boto3]]\n",
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"\u001b[1A\u001b[2KSuccessfully installed boto3-1.41.0 botocore-1.41.0 jmespath-1.0.1 python-dateutil-2.9.0.post0 s3transfer-0.14.0 six-1.17.0 urllib3-2.5.0\n",
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"\n",
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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m25.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.3\u001b[0m\n",
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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip3 install --upgrade pip\u001b[0m\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"#Start by installing the dependencies to ensure we have a recent version\n",
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"!pip install --upgrade --force-reinstall boto3\n",
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"!pip install --upgrade boto3\n",
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"import boto3\n",
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"import json"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"execution_count": null,
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"id": "2ba9275e",
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"outputs": [
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"{'ResponseMetadata': {'RequestId': '8dc78e1b-0727-409b-99b2-171a1df08146', 'HTTPStatusCode': 202, 'HTTPHeaders': {'date': 'Thu, 20 Nov 2025 02:18:57 GMT', 'content-type': 'application/json', 'content-length': '172', 'connection': 'keep-alive', 'x-amzn-requestid': '8dc78e1b-0727-409b-99b2-171a1df08146'}, 'RetryAttempts': 0}, 'guardrailId': '0v2ve519giw9', 'guardrailArn': 'arn:aws:bedrock:us-east-1:686642339053:guardrail/0v2ve519giw9', 'version': 'DRAFT', 'createdAt': datetime.datetime(2025, 11, 20, 2, 18, 57, 659905, tzinfo=tzutc())}\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"create_response = client.create_guardrail(\n",
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" name='code-modality-guardrail',\n",
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"execution_count": null,
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"id": "ab0a32d5",
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"outputs": [],
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"text": [
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"API Response Elements:\n",
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"Response of Guardrail: GUARDRAIL_INTERVENED\n",
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"\n",
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"Content Policy Assessment:\n",
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" Type: PROMPT_ATTACK | Confidence: HIGH | Action: BLOCKED\n",
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" Type: MISCONDUCT | Confidence: LOW | Action: BLOCKED\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# Example of Input Prompt with harmful intent\n",
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"# Notice the output \n",
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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{
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"text": [
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"API Response Elements:\n",
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"Response of Guardrail: GUARDRAIL_INTERVENED\n",
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"\n",
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"Content Policy Assessment:\n",
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" Type: MISCONDUCT | Confidence: HIGH | Action: BLOCKED\n",
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"\n",
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"Sensitive Information Policy Assessment:\n",
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" Found: US_SOCIAL_SECURITY_NUMBER | Match: '123-45-6789' | Action: BLOCKED\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# Example of Input Prompt with harmful intent\n",
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"# Notice the output \n",
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"id": "d0eb65b1",
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"metadata": {},
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"outputs": [
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{
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"output_type": "stream",
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"text": [
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"API Response Elements:\n",
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"Response of Guardrail: GUARDRAIL_INTERVENED\n",
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"\n",
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"Content Policy Assessment:\n",
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" Type: HATE | Confidence: HIGH | Action: BLOCKED\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# Example of Input Prompt with harmful intent\n",
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"# Notice the output \n",
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"API Response Elements:\n",
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"Response of Guardrail: GUARDRAIL_INTERVENED\n",
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"\n",
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"Topic Policy Assessment:\n",
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" Topic Name: N/A | Action: BLOCKED\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"# Example of Input Prompt with harmful intent\n",
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"# Notice the output \n",

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