Merge branch 'main' into hqureshi-25

Author: MarcelStraka

.DS_Store

@@ -3,3 +3,34 @@ 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

.gitignore

@@ -2,7 +2,7 @@
 
 OCI Speech is an AI service that applies automatic speech recognition technology to transform audio-based content into text. Developers can easily make API calls to integrate OCI Speech’s pre-trained models into their applications. OCI Speech can be used for accurate, text-normalized, time-stamped transcription via the console and REST APIs as well as command-line interfaces or SDKs. You can also use OCI Speech in an OCI Data Science notebook session. With OCI Speech, you can filter profanities, get confidence scores for both single words and complete transcriptions, and more.
 
-Reviewed: 13.11.2024
+Reviewed: 12.05.2025
 
 # Table of Contents
 
@@ -17,7 +17,7 @@ Reviewed: 13.11.2024
 
 # Team Publications
 - [AI Meetings: Meetings transcription](https://www.oracle.com/artificial-intelligence/automate-meeting-transcriptions/)
-- [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)
+- [Create Podcasts with Generative AI](https://www.oracle.com/artificial-intelligence/create-podcasts-with-generative-ai/)
 
 ## Reusable Assets Overview
 
@@ -36,18 +36,19 @@ Reviewed: 13.11.2024
 - [Podcast Generator](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/ai-speech/podcast-generator)
 
 ## Architecture Center
-
+- [Implement a web-based user interface for interacting with Oracle Cloud Infrastructure Generative AI Agents](https://docs.oracle.com/en/solutions/oci-genai-speech/index.html)
 - [Use OCI Speech to transcribe natural language](https://docs.oracle.com/en/solutions/ai-speech/index.html)
 
 ## LiveLabs and Workshops
 
 - [Introduction to OCI Speech](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3135&clear=RR,180&session=106771425893627)
-
+- [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)
+- [Detect and manage offensive behavior in YouTube videos using OCI Data Science, OCI Language, and OCI Speech integrated with APEX](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3867&clear=RR,180&session=110244305190461)
 
 # Useful Links
 
 - [AI Solutions Hub](https://www.oracle.com/artificial-intelligence/solutions/)
-- [Oracle AI Speech on oracle.com](https://www.oracle.com/uk/artificial-intelligence/speech/)
+- [Oracle AI Speech on oracle.com](https://www.oracle.com/artificial-intelligence/speech/)
 - [Oracle AI Speech documentation](https://docs.oracle.com/en-us/iaas/Content/speech/home.htm)
 - [Oracle Speech AI service now supports diarization](https://blogs.oracle.com/ai-and-datascience/post/oracle-speech-ai-service-now-supports-diarization)
 

ai/ai-speech/README.md

@@ -9,7 +9,11 @@ Oracle’s Generative AI Agents is a fully managed service that combines the pow
 - [Analysis of Structured Data and Use of AI Agents](https://luigi-saetta.medium.com/analysis-of-structured-data-and-use-of-ai-agents-a40f18da4ed5)
 - [AI Agents: The Future of Intelligent Systems in 2025](https://medium.com/@anshuman4luv/ai-agents-the-future-of-intelligent-systems-in-2025-5558c13aa328)
 - [LangChain vs LangGraph vs LangFlow vs LangSmith: A Detailed Comparison](https://medium.com/@anshuman4luv/langchain-vs-langgraph-vs-langflow-vs-langsmith-a-detailed-comparison-74bc0d7ddaa9)
-- [Developer Coaching: Unlock the power of Oracle AI](https://www.youtube.com/watch?v=6weQp8BugSg&t=2460s)
+- [Developer Coaching: Unlock the power of Oracle AI](https://www.youtube.com/watch?v=6weQp8BugSg&t)
+- [Build & Scale AI Agents with ODA & Oracle GenAI](https://www.youtube.com/watch?v=0qrxIzTvuaw)
+- [From Simple RAG to Agentic RAG: The Evolution of Retrieval-Augmented Generation](https://medium.com/@anshuman4luv/from-simple-rag-to-agentic-rag-the-evolution-of-retrieval-augmented-generation-9221a95a427e)
+- [Custom RAG Agents and NVIDIA NIM on Oracle OCI](https://luigi-saetta.medium.com/custom-rag-agents-and-nvidia-nim-on-oracle-oci-3568e1f1b59a)
+- [DMCC Transforms HR and Enterprise Operations with Oracle GenAI](https://blogs.oracle.com/ai-and-datascience/post/dmcc-transforms-hr-and-enterprise-operations-with-oracle-genai)
 
 ## 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)

ai/gen-ai-agents/README.md

@@ -0,0 +1,35 @@
+Copyright (c) 2025 Oracle and/or its affiliates.
+
+The Universal Permissive License (UPL), Version 1.0
+
+Subject to the condition set forth below, permission is hereby granted to any
+person obtaining a copy of this software, associated documentation and/or data
+(collectively the "Software"), free of charge and under any and all copyright
+rights in the Software, and any and all patent rights owned or freely
+licensable by each licensor hereunder covering either (i) the unmodified
+Software as contributed to or provided by such licensor, or (ii) the Larger
+Works (as defined below), to deal in both
+
+(a) the Software, and
+(b) any piece of software and/or hardware listed in the lrgrwrks.txt file if
+one is included with the Software (each a "Larger Work" to which the Software
+is contributed by such licensors),
+
+without restriction, including without limitation the rights to copy, create
+derivative works of, display, perform, and distribute the Software and make,
+use, sell, offer for sale, import, export, have made, and have sold the
+Software and the Larger Work(s), and to sublicense the foregoing rights on
+either these or other terms.
+
+This license is subject to the following condition:
+The above copyright notice and either this complete permission notice or at
+a minimum a reference to the UPL must be included in all copies or
+substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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