Merge branch 'main' into dependabot/pip/cloud-infrastructure/ai-infra-gpu/ai-infrastructure/bionemo/alphafold2-oke/helm/tornado-6.5.1

Author: AlexanderHodicke

.DS_Store

@@ -3,3 +3,44 @@ shared-assets/bastion-py-script/.oci/
 shared-assets/bastion-py-script/temp/
 temp/
 app-dev/app-integration-and-automation/oracle-integration-cloud/01-oic-connectivity-agent/README_tmp.html
+
+
+# Local .terraform directories
+**/.terraform/*
+
+
+# Crash log files
+crash.log
+crash.*.log
+
+# Exclude all .tfvars files, which are likely to contain sensitive data, such as
+# password, private keys, and other secrets. These should not be part of version
+# control as they are data points which are potentially sensitive and subject
+# to change depending on the environment.
+*.tfvars
+*.tfvars.json
+
+
+# Ignore override files as they are usually used to override resources locally and so
+# are not checked in
+override.tf
+override.tf.json
+*_override.tf
+*_override.tf.json
+
+# Ignore CLI configuration files
+.terraformrc
+terraform.rc
+
+# Terraform lock files
+*.lock.hcl
+
+# Apple Users DS_Store
+.DS_Store
+
+#VSC files
+.vscode
+
+# Exclude cached Python binary files
+*.pyc
+__pycache__

.gitignore

@@ -1,37 +1,28 @@
 # AI Services
 
-Oracle Cloud Infrastructure (OCI) AI Services and Generative AI Services are a collection of services with prebuilt machine learning and Generative AI models that make it easier for developers to apply AI to applications and business operations. 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 Services makes it possible for developers to easily add machine learning to apps without slowing down application development.
+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.
 
-Reviewed: 17.10.2024
+Reviewed: 03.06.2025
 
-# Team Publications
-- [Cloud Coaching - Low Code embraces Oracle Cloud Infrastructure AI services](https://www.youtube.com/watch?v=0oHixpA9JDc)
-    - Learn how to create applications that read, modify, and classify documents with a couple of clicks using our low code development platform and some of the OCI AI services offering.
-
-# Table of Contents
- 
-- [AI Services](#ai-services)
-- [Team Publications](#team-publications)
-- [Table of Contents](#table-of-contents)
-- [Useful Links](#useful-links)
-- [Reusable Assets](#reusable-assets)
-- [License](#license)
 
 # 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)
+
+## Discover Oracle AI
 - [Oracle AI Services on Oracle.com](https://www.oracle.com/artificial-intelligence/ai-services/)
 - [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’s Generative AI strategy](https://blogs.oracle.com/ai-and-datascience/post/generative-ai-strategy)
-- [OCI AI Foundations Certification](https://mylearn.oracle.com/ou/learning-path/become-an-oci-ai-foundations-associate-2024/140164)
-- [OCI Generative AI Professional](https://mylearn.oracle.com/ou/learning-path/become-an-oci-generative-ai-professional/136227)
 - [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 LiveLabs](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/home)
 
-# Reusable Assets
-- [Smarter Applications with AI Services](https://go.oracle.com/LP=138234?elqCampaignId=489428&src1=:so:ch:or:dg::::&SC=:so:ch:or:dg::::&pcode=WWMK230822P00010)
-- [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)
+## Learning paths and certifications
+- [OCI AI Foundations Certification](https://mylearn.oracle.com/ou/learning-path/become-an-oci-ai-foundations-associate-2024/140164)
+- [OCI Generative AI Professional](https://mylearn.oracle.com/ou/learning-path/become-an-oci-generative-ai-professional/136227)
+- [Become a Digital Assistant developer](https://mylearn.oracle.com/ou/learning-path/become-a-digital-assistant-developer-2025/147740)
 
 # License
 

.vscode/extensions.json

@@ -2,34 +2,58 @@
 
 Oracle Cloud Infrastructure (OCI) Document Understanding is an AI service that enables developers to extract text, tables, and other key data from document files through APIs and command-line interface tools. With OCI Document Understanding, you can automate tedious business processing tasks with prebuilt AI models and customize document extraction to fit your industry-specific needs.
 
-Reviewed: 17.10.2024
+Reviewed: 11.06.2025
 
 
 # Table of Contents
 
-- [Document Understanding](#document-understanding)
-- [Table of Contents](#table-of-contents)
-- [Team Publications](#team-publications)
-  - [Reusable Assets Overview](#reusable-assets-overview)
-- [Useful Links](#useful-links)
-  - [LiveLabs and Workshops](#livelabs-and-workshops)
-  - [Customer Stories](#customer-stories)
-- [License](#license)
+1. [Team Publications](#team-publications)
+2. [Useful Links](#useful-links)
+3. [Reusable Assets Overview](#reusable-assets-overview)
 
 # Team Publications
 
+## LiveLabs and Workshops
+
+- [Introduction to OCI Document Understanding](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3585)
 - [Search Documents stored in Object Storage using Opensearch, Generative AI, Semantic Search, RAG](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3762)
+- [Develop with Oracle AI and Database Services: Gen, Vision, Speech, Language, OML, Select AI, RAG and Vector](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3874&clear=RR,180&session=10041712875174)
+- [Search Documents and Images stored in Object Storage using OpenSearch, AI Vision, Text Recognition](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3442)
+
+## GitHub
+
+- [Invoice Document Processing from Gmail into ERP systems using OCI Document Understanding & Oracle Integration Cloud](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/ai-document-understanding/ai-email-invoice)
+
+## Architecture Center
+
+- [Search documents and images stored in Object Storage using OpenSearch, OCI Vision, Text Recognition](https://docs.oracle.com/en/solutions/oci-opensearch-vision/index.html)
+- [Enable a Low Code Modular LLM App Engine using Oracle Integration and OCI Generative AI](https://docs.oracle.com/en/solutions/oci-generative-ai-integration/index.html)
+- [Use OCI Vision + DU to extract data from images and scanned documents](https://docs.oracle.com/en/solutions/ai-vision-extract-data/index.html)
 
-## Reusable Assets Overview
+# Useful Links
 
+- [AI Solutions Hub](https://www.oracle.com/artificial-intelligence/solutions/)
+- [Document Understanding Oracle.com Page](https://www.oracle.com/artificial-intelligence/document-understanding/)
+- [Document Understanding Documentation](https://docs.oracle.com/iaas/document-understanding/document-understanding/using/home.htm)
+- [Announcing OCI Document Understanding custom model support (June 14, 2023)](https://blogs.oracle.com/ai-and-datascience/post/oci-document-understanding-custom-model-support)
+- [Announcing OCI Document Understanding service (December 8, 2022)](https://blogs.oracle.com/ai-and-datascience/post/announcing-oci-document-understanding-service)
+- [Automate with documents using AI](https://blogs.oracle.com/ai-and-datascience/post/automate-documents-using-ai)
+- [Oracle Learning YouTube Playlist - OCI Document Understanding Service](https://youtube.com/playlist?list=PLKCk3OyNwIzt1x62El9gGGeNaQr0va58c)
+- [GitHub Examples](https://github.com/oracle-samples/oci-data-science-ai-samples/tree/master/labs/ai-document-understanding)
+
+## Customer Stories
+ 
+- [Trailcon Leasing: Low-code and AI for Automating Invoice Processing & Approval Workflow](https://www.youtube.com/watch?v=TsbNU6xdQPw)
+- [Careem increases efficiency and cuts invoice process time 70% with Oracle AI](https://www.oracle.com/customers/careem-case-study/)
+
+# Reusable Assets Overview
+
+## Cloud Coaching
 - [Cloud Coaching - Boost Your Oracle AI Services](https://youtu.be/VVWTqqlIEhg)
     - Learn how to Develop a Multi-Chain Document Evaluation Apps with Oracle Generative AI, Document Understanding, and Integration Cloud.
 
-- [Blog: Document Evaluation Tool using OCI Generative AI, Document Understanding & Integration Cloud](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/generative-ai-service/doc-evaluation-genai)
-    - In this article, we'll explore how to make a handy tool that helps to evaluate documents using Oracle Generative AI, OCI Document Understanding, and Oracle Integration Cloud (OIC). This application combines a low-code approach to orchestrate LLM AI services and applications using Oracle Integration Cloud and Generative AI prompting techniques for tasks like document key criteria extraction, summarization, and evaluation.
-    
 - [Cloud Coaching - How to code and develop a Web (or Mobile) Application with Visual Builder that uses and leverages OCI Document Understanding Service](https://youtu.be/0oHixpA9JDc?si=3CWh0d2RpuEzzLKU)
-    Learn how to create applications that read, modify, and classify documents with a couple of clicks using our low code development platform and some of the OCI AI services offering
+    - Learn how to create applications that read, modify, and classify documents with a couple of clicks using our low code development platform and some of the OCI AI services offering
 
 - [Cloud Coaching - AI Based & Real Time Gmail Invoice Documents Processing into Oracle Fusion ERP Cloud](https://youtu.be/wq7HH-WYslU?si=wBqH5eEkcC0hYKqj)
     How can you speed up your Account Payable Invoice Processing Cycle? Document Understanding and OCI Intelligent Automation Engine running on top of Oracle Fusion ERP Cloud can help:
@@ -42,33 +66,38 @@ Reviewed: 17.10.2024
 
     - [Oracle AI Invoice Handling Solution](https://github.com/oracle-devrel/oci-ai-invoice-handling)
 
-- [Demo: Automate Invoice Handling - Oracle Integration Cloud & AI Document Understanding Service](https://youtu.be/k72CcNhmOjs)
-- [Smarter Apps with AI, OIC partner community webcast June 2023](https://videohub.oracle.com/media/Smarter+AI+Apps+with+OIC+partner+community+webcast+June+2023-1080p30/1_m2yjnvf9)
-    - OCI Language and Document Understanding are cloud-based AI services for performing sophisticated text analysis and extracting data from all kinds of documents e.g. Passport, Driving License, Invoices, Receipts, etc. You can use these services to build intelligent applications by leveraging REST APIs. You can use these services to build intelligent applications by leveraging REST APIs and automating using Oracle Integration Cloud. This allows you to process unstructured text for use cases such as sentiment analysis, service ticket classification, document extraction, and more using pre-trained models or your own custom models leveraging OCI Data Labelling.
-- [Document Understanding (Insurance Document) Key Value extraction demo](https://youtu.be/QsFqaRxtV1s)
-- [Cloud Customer Connect - How to Train Your Oracle AI Cloud Service Model](https://community.oracle.com/customerconnect/events/604740-oci-how-to-train-your-oracle-ai-cloud-service-model)
-    - In this session, we demonstrate how you can use OCI AI services, to create custom models using the data labeling, vision, and document understanding service.
 - [Cloud Coaching - Low Code Modular RAG-based Knowledge Search Engine using Oracle GenAI](https://www.youtube.com/watch?v=KkVomurY_0Q)
     - In this coaching session, you’ll learn how to use low-code integration with Oracle Integration Cloud to integrate and orchestrate social media channels like WhatsApp, Business channels like a Web Application built in Oracle Visual Builder, productivity channels like OCI Object Storage, local large and small language models (LLMs), and vector databases to ingest live data into the RAG-based Knowledge Search Engine store. 
 
-# Useful Links
+## Blogs
 
-- [Automate with documents using AI](https://blogs.oracle.com/ai-and-datascience/post/automate-documents-using-ai)
-- [Oracle Learning YouTube Playlist - OCI Document Understanding Service](https://youtube.com/playlist?list=PLKCk3OyNwIzt1x62El9gGGeNaQr0va58c)
-- [GitHub Examples](https://github.com/oracle-samples/oci-data-science-ai-samples/tree/master/labs/ai-document-understanding)
-- [Announcing OCI Document Understanding custom model support (June 14, 2023)](https://blogs.oracle.com/ai-and-datascience/post/oci-document-understanding-custom-model-support)
-- [Announcing OCI Document Understanding service (December 8, 2022)](https://blogs.oracle.com/ai-and-datascience/post/announcing-oci-document-understanding-service)
+- [Document Evaluation Tool using OCI Generative AI, Document Understanding & Integration Cloud](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/generative-ai-service/doc-evaluation-genai)
+    - In this article, we'll explore how to make a handy tool that helps to evaluate documents using Oracle Generative AI, OCI Document Understanding, and Oracle Integration Cloud (OIC). This application combines a low-code approach to orchestrate LLM AI services and applications using Oracle Integration Cloud and Generative AI prompting techniques for tasks like document key criteria extraction, summarization, and evaluation.
 
-- [Document Understanding Oracle.com Page](https://www.oracle.com/artificial-intelligence/document-understanding/)
-- [Document Understanding Documentation](https://docs.oracle.com/iaas/document-understanding/document-understanding/using/home.htm)
+- [Create a Custom Document Understanding Model in OCI](https://blogs.oracle.com/analytics/post/create-a-custom-document-understanding-model-in-oci)
+    - Explore which are the steps to create custom models in Document Understanding and which models can be customized. Custom models are useful for specific business requirements, when pretrained models are not enough to solve those needs.
 
-## LiveLabs and Workshops
- 
-- [Introduction to OCI Document Understanding](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3585)
+- [Register and Invoke Custom Document Understanding Models in Oracle Analytics Cloud](https://blogs.oracle.com/analytics/post/register-and-invoke-custom-document-understanding-models-in-oac)
+    - Learn about custom Document Understanding models and how to register and invoke a custom key value extraction model from OAC.
+
+- [OCI Document Understanding: Using OJET apps with TypeScript](https://blogs.oracle.com/developers/post/oci-document-understanding-using-ojet-apps-with-typescript)
+
+- [Extract key values with Oracle Analytics and OCI Document Understanding](https://blogs.oracle.com/analytics/post/innovate-with-oracle-analytics-and-ai-document-understanding)
+
+
+## Demos & Events
+
+- [Demo: Automate Invoice Handling - Oracle Integration Cloud & AI Document Understanding Service](https://youtu.be/k72CcNhmOjs)
+- [Smarter Apps with AI, OIC partner community webcast June 2023](https://videohub.oracle.com/media/Smarter+AI+Apps+with+OIC+partner+community+webcast+June+2023-1080p30/1_m2yjnvf9)
+    - OCI Language and Document Understanding are cloud-based AI services for performing sophisticated text analysis and extracting data from all kinds of documents e.g. Passport, Driving License, Invoices, Receipts, etc. You can use these services to build intelligent applications by leveraging REST APIs. You can use these services to build intelligent applications by leveraging REST APIs and automating using Oracle Integration Cloud. This allows you to process unstructured text for use cases such as sentiment analysis, service ticket classification, document extraction, and more using pre-trained models or your own custom models leveraging OCI Data Labelling.
+- [Document Understanding (Insurance Document) Key Value extraction demo](https://youtu.be/QsFqaRxtV1s)
+- [Cloud Customer Connect - How to Train Your Oracle AI Cloud Service Model](https://community.oracle.com/customerconnect/events/604740-oci-how-to-train-your-oracle-ai-cloud-service-model)
+    - In this session, we demonstrate how you can use OCI AI services, to create custom models using the data labeling, vision, and document understanding service.
+- [Low-Code Modular RAG-Based Knowledge Search Engine](https://www.oracle.com/artificial-intelligence/low-code-modular-rag/)
+- [Automate Invoice Handling with OCI Document Understanding](https://www.oracle.com/artificial-intelligence/automate-invoice-processing/)
+- [Processing Invoices in Email Using OCI Document Understanding and Oracle Integration Cloud](https://www.oracle.com/artificial-intelligence/processing-invoices-in-email/)
+- [Evaluating Documents using OCI Generative AI and OCI Document Understanding](https://www.oracle.com/artificial-intelligence/evaluating-document/)
 
-## Customer Stories
- 
-- [Trailcon Leasing: Low-code and AI for Automating Invoice Processing & Approval Workflow](https://www.youtube.com/watch?v=TsbNU6xdQPw)
 
 # License
 

LICENSE renamed to LICENSE.txt

@@ -0,0 +1,9 @@
+# Generative AI Ecosystem
+
+Reviewed: 02.07.2025
+
+# Team Publications
+
+## GitHub
+
+- [NVIDIA Omniverse Digital Twin](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/ai-ecosystem/nvidia-omniverse-digital-twin)