Merge branch 'main' into llm-comparator-update

Author: anshoracle

.gitignore

@@ -44,3 +44,6 @@ terraform.rc
 # Exclude cached Python binary files
 *.pyc
 __pycache__
+
+desktop.ini
+

.vscode/settings.json

@@ -0,0 +1,5 @@
+{
+    "githubPullRequests.ignoredPullRequestBranches": [
+        "main"
+    ]
+}

README.md

@@ -10,7 +10,7 @@ We are a team of Oracle specialists focusing on cloud and software products. We
 
 We create various interesting assets in our line of work, which we believe should be open-source and accessible to everyone. We want to share our architecture patterns for solutions, technical step-by-step guides, and code examples. We simplify how we work internally in Oracle, while also sharing access to the same assets with our customers, implementation partners, and everyone interested. We want to be transparent on how we work and also grow the quality of our assets and best practices, with contributions coming from the community.
 
-## Installation
+## Getting Started
 
 This is not a single software product repository, but a collection of various assets (code or not) in one single 'larger' repository. Thus, you won't 'install' this repository; rather, search it to find various interesting assets.
 
@@ -30,9 +30,9 @@ As per the previous chapter on how to install, we have various assets in this on
 
 ## Examples
 
-As per the previous chapter on how to install, we have various assets in this one larger repository. If you find a code asset, it will have a README file for installation, documentation, and example purposes.
+As per the previous chapter on *Getting Started*, we have various assets in this one larger repository. If you find a code asset, it will have a README file for installation, documentation, and example purposes.
 
-See the bullet points from the chapter *Installation* list as an example on how to navigate the repository.
+See the bullet points from the chapter *Getting Started* list as an example on how to navigate the repository.
 
 ## Help
 

ai/README.md

@@ -1,23 +1,26 @@
-# AI Services
+# OCI Generative AI and AI Services
 
-Oracle Cloud Infrastructure (OCI) AI Services, Generative AI Services and Generative AI Agents are a collection of services with prebuilt machine learning and Generative AI models that make it easy for developers to apply AI to applications and business processes. The models can be custom-trained (or fine-tuned) for more accurate business results. Teams within an organization can reuse the models, datasets, and data labels across services. OCI AI makes it possible for developers to easily add AI to applications without slowing down application development.
+Oracle Cloud Infrastructure (OCI) [Generative AI Service](https://docs.oracle.com/en-us/iaas/Content/generative-ai/overview.htm), [Generative AI Agents](https://docs.oracle.com/en-us/iaas/Content/generative-ai-agents/overview.htm) and [AI Services](https://www.oracle.com/uk/artificial-intelligence/ai-services/) are a collection of services with prebuilt machine learning and Generative AI models that make it easy for developers to apply AI to applications and business processes. The models can be custom-trained (or fine-tuned) for more accurate business results. Teams within an organization can reuse the models, datasets, and data labels across services. OCI AI makes it possible for developers to easily add AI to applications without slowing down application development.
 
-Reviewed: 03.06.2025
+Reviewed: 21.08.2025
 
 
 # Useful Links
 
 ## Examples and hands-on workshops
 - [AI Solutions Hub](https://www.oracle.com/artificial-intelligence/solutions/)
 - [Oracle LiveLabs](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/home)
+- [This repository](https://github.com/oracle-devrel/technology-engineering/tree/main/ai) and [Oracle-samples repository](https://github.com/oracle-samples/oci-data-science-ai-samples)
+- [Oracle Developer Coaching channel on Youtube](https://www.youtube.com/@oracledevs)
 
 ## Discover Oracle AI
-- [Oracle AI Services on Oracle.com](https://www.oracle.com/artificial-intelligence/ai-services/)
+- [Oracle AI on Oracle.com](https://www.oracle.com/artificial-intelligence/)
 - [Oracle Generative AI on Oracle.com](https://www.oracle.com/artificial-intelligence/generative-ai/generative-ai-service/)
-- [Oracle AI Strategy and Platform webinar](https://go.oracle.com/LP=138234?elqCampaignId=489428&src1=:so:ch:or:dg::::&SC=:so:ch:or:dg::::&pcode=WWMK230822P00010)
+- [Oracle AI First Principles - Youtube series](https://www.youtube.com/watch?v=ZCX-gT1q0ZQ)
 - [Oracle’s Generative AI strategy](https://blogs.oracle.com/ai-and-datascience/post/generative-ai-strategy)
-- [AI use cases - 10 examples](https://www.oracle.com/a/ocom/docs/gated/ai-use-cases-ebook.pdf)
-- [Availability of AI Services across OCI datacenters](https://www.oracle.com/uk/cloud/public-cloud-regions/service-availability/#commercial)
+- [Oracle AI & Data Science Blog](https://blogs.oracle.com/ai-and-datascience/)
+- [AI use cases - 11 examples](https://www.oracle.com/a/ocom/docs/gated/ai-use-cases-ebook.pdf)
+- [Availability of AI Services across OCI datacenters](https://www.oracle.com/cloud/distributed-cloud/#service-availability)
 
 ## Learning paths and certifications
 - [OCI AI Foundations Certification](https://mylearn.oracle.com/ou/learning-path/become-an-oci-ai-foundations-associate-2024/140164)

…or/files/VBCS Project/podcast_ai-1.0.zip …or/files/vbcs-project/podcast_ai-1.0.zipai/ai-speech/podcast-generator/files/VBCS Project/podcast_ai-1.0.zip renamed to ai/ai-speech/podcast-generator/files/vbcs-project/podcast_ai-1.0.zip ai/ai-speech/podcast-generator/files/VBCS Project/podcast_ai-1.0.zip renamed to ai/ai-speech/podcast-generator/files/vbcs-project/podcast_ai-1.0.zip

@@ -18,6 +18,7 @@ Oracle’s Generative AI Agents is a fully managed service that combines the pow
 ## Reusable Assets Overview
 - [HCM agent created by partner Conneqtion Group which contains agents to connect to Fusion HCM, Expense and many others](https://www.youtube.com/watch?v=OhZcWx_H_tQ)
 - [Finance analytics agent created by our partner TPX impact](https://bit.ly/genai4analyst)
+- [Custom RAG agent, based on Langgraph](./custom-rag-agent)
 
 # Useful Links
 
@@ -38,3 +39,4 @@ 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.
+

ai/gen-ai-agents/Document Understanding MCP AI Agent/files/Backend/__pycache__/apiserverdocunderstandingobjectextract.cpython-312.pyc

@@ -94,7 +94,7 @@ traitlets==5.14.3
 typing-inspect==0.9.0
 typing_extensions==4.12.2
 tzdata==2024.2
-urllib3==2.3.0
+urllib3==2.5.0
 wcwidth==0.2.13
 yarl==1.18.0
 zstandard==0.23.0

ai/gen-ai-agents/README.md

@@ -2,7 +2,7 @@
 
 An AI-powered assistant that routes user input across tools like Gmail, Google Calendar, Weather API, Calculator, and Oracle’s Generative AI services for smart, dynamic task automation.
 
-Reviewed: 23.04.2025
+Reviewed: 23.08.2025
 
 # When to use this asset?