Add agentic video analysis notebook with TwelveLabs and AWS Bedrock Pegasus integration

- Implement specialized video analysis agents using TwelveLabs API
- Add AWS Bedrock Pegasus support for video processing
- Include video upload, insight generation, and natural language querying
- Demonstrate multimodal video content analysis capabilities

Author: Elizabeth

notebooks/08-agentic-video-analysis.ipynb

@@ -26,10 +26,10 @@
     "- TwelveLabs API key from [TwelveLabs Platform](https://playground.twelvelabs.io/)\n",
     "- Python 3.9+ environment\n",
     "\n",
-    "**For AWS Bedrock:**\n",
+    "**For Amazon Bedrock:**\n",
     "- AWS account with [Amazon Bedrock model access](https://docs.aws.amazon.com/bedrock/latest/userguide/model-access.html)\n",
-    "- AWS CLI configured with appropriate permissions\n",
-    "- S3 bucket for video storage"
+    "- [AWS CLI](https://aws.amazon.com/cli/) configured with appropriate permissions\n",
+    "- [Amazon S3 bucket](https://aws.amazon.com/s3/) for video storage"
    ]
   },
   {
@@ -146,7 +146,7 @@
     "\n",
     "anthropic_model = AnthropicModel(\n",
     "    client_args={\"api_key\": ANTHROPIC_API_KEY},\n",
-    "    model_id=\"claude-3-7-sonnet-20250219\",\n",
+    "    model_id=\"claude-3-7-sonnet-20250219\", #or us.claude-3-7-sonnet-20250219 ,see https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html \n",
     "    max_tokens=1024,\n",
     "    params={\"temperature\": 0.3}\n",
     ")\n",
@@ -195,7 +195,7 @@
    "outputs": [],
    "source": [
     "# Summarize an existing video (replace with actual video ID from the list above)\n",
-    "response = twelvelabs_agent(\"Summarize the first video in the list\")\n",
+    "response = twelvelabs_agent(\"When is S3 mentioned in the video?\")\n",
     "print(response)"
    ]
   },
@@ -298,6 +298,26 @@
     "print(response)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1df6abf7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "response = bedrock_agent(f\"Analyze the video2 and tell me what it's about\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "222e52d8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "response = bedrock_agent(\"When is S3 mentioned in the video?\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "example_analyze_bedrock",
@@ -330,7 +350,7 @@
    "source": [
     "## Comparison: TwelveLabs vs AWS Bedrock\n",
     "\n",
-    "| Feature | TwelveLabs | AWS Bedrock |\n",
+    "| Feature | TwelveLabs | Amazon Bedrock |\n",
     "|---------|------------|-------------|\n",
     "| **Setup** | API key required | AWS credentials required |\n",
     "| **Video Processing** | Index-based, persistent | Direct analysis |\n",
@@ -349,7 +369,7 @@
     "\n",
     "For more help, refer to:\n",
     "- [TwelveLabs Documentation](https://docs.twelvelabs.io/)\n",
-    "- [AWS Bedrock Documentation](https://docs.aws.amazon.com/bedrock/)\n",
+    "- [Amazon Bedrock Documentation](https://docs.aws.amazon.com/bedrock/)\n",
     "- [Strands Agents Documentation](https://strandsagents.com/)"
    ]
   },