Merge branch 'main' into oracle-database@google2

Author: AlexanderHodicke

ai/ai-ecosystem/README.md

@@ -1,9 +1,9 @@
 # Generative AI Ecosystem
 
-Reviewed: 02.07.2025
+Reviewed: 16.10.2025
 
 # Team Publications
 
 ## GitHub
 
-- [NVIDIA Omniverse Digital Twin](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/ai-ecosystem/nvidia-omniverse-digital-twin)
+- [NVIDIA Omniverse Digital Twin](./nvidia-omniverse-digital-twin) demonstrates how to deploy an Omniverse digital twin on OCI

ai/ai-ecosystem/nvidia-omniverse-digital-twin/README.md

@@ -8,7 +8,7 @@ nodes on Oracle Cloud Infrastructure (OCI) to visualize the airflow over the
 car as well as AI inference to quickly assess how changes to the car will
 affect the airflow.
 
-Reviewed: 02.07.2025
+Reviewed: 16.10.2025
 
 # When to use this asset?
 
@@ -108,4 +108,4 @@ Copyright (c) 2025 Oracle and/or its affiliates.
 
 Licensed under the Universal Permissive License (UPL), Version 1.0.
 
-See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.
+See [LICENSE](./LICENSE) for more details.

ai/ai-vision/README.md

@@ -25,7 +25,7 @@ Reviewed: 21.09.2025
 
 ## GitHub
 
-- [OCI object detection and image segmentation using SAM2](.ai-vision-and-sam/)
+- [OCI object detection and image segmentation using SAM2](./ai-vision-and-sam/)
 - [OCI image classification using data labeling and vision service](https://github.com/carlgira/oci-image-classification)
 - [OCI object detection using data labeling and vision service](https://github.com/carlgira/oci-object-detection) 
 - [AI vision web client](https://github.com/oracle-devrel/oci-tf-vision-web-client)

ai/gen-ai-agents/assistant-secretary-agent/files/local_requirements.txt

@@ -36,7 +36,7 @@ langchain==0.3.14
 langchain-community==0.3.14
 langchain-core==0.3.29
 langchain-experimental==0.3.4
-langchain-text-splitters==0.3.5
+langchain-text-splitters==0.3.9
 langgraph==0.2.62
 langgraph-checkpoint==2.0.8
 langgraph-sdk==0.1.51

ai/gen-ai-agents/custom-rag-agent/start_ui_mcp.sh

@@ -0,0 +1,2 @@
+streamlit run ui_mcp_agent.py
+

ai/gen-ai-agents/mcp-oci-integration/requirements.txt

@@ -6,7 +6,7 @@ annotated-types==0.7.0
 anyio==4.10.0
 astroid==3.3.11
 attrs==25.3.0
-Authlib==1.6.3
+Authlib==1.6.5
 black==25.1.0
 blinker==1.9.0
 cachetools==6.2.0

ai/gen-ai-agents/mcp-oci-integration/start_aggregator.sh

@@ -0,0 +1,2 @@
+python mcp_aggregator.py
+

ai/gen-ai-agents/mcp-oci-integration/start_mcp_consumption.sh

@@ -0,0 +1,2 @@
+python mcp_consumption.py --port 9500
+

ai/gen-ai-agents/mcp-oci-integration/start_mcp_explorer.sh

@@ -0,0 +1,2 @@
+streamlit run mcp_explorer.py
+

ai/gen-ai-agents/mcp-oci-integration/start_mcp_internet_search.sh

@@ -0,0 +1,3 @@
+python mcp_internet_search.py --port 8500
+
+