oracle-devrel · aliottoman · Sep 23, 2025 · Sep 22, 2025 · Sep 23, 2025
diff --git a/...rvice/doc-understanding-and-genAI/LICENSE → ...GenAI/doc-understanding-and-genAI/LICENSE b/...rvice/doc-understanding-and-genAI/LICENSE → ...GenAI/doc-understanding-and-genAI/LICENSE
diff --git a/...ice/doc-understanding-and-genAI/README.md → ...nAI/doc-understanding-and-genAI/README.md b/...ice/doc-understanding-and-genAI/README.md → ...nAI/doc-understanding-and-genAI/README.md
diff --git a/...anding-and-genAI/THIRD_PARTY_LICENSES.txt → ...anding-and-genAI/THIRD_PARTY_LICENSES.txt b/...anding-and-genAI/THIRD_PARTY_LICENSES.txt → ...anding-and-genAI/THIRD_PARTY_LICENSES.txt
diff --git a/...ce/doc-understanding-and-genAI/doc_llm.py → ...AI/doc-understanding-and-genAI/doc_llm.py b/...ce/doc-understanding-and-genAI/doc_llm.py → ...AI/doc-understanding-and-genAI/doc_llm.py
diff --git a/...-understanding-and-genAI/requirements.txt → ...-understanding-and-genAI/requirements.txt b/...-understanding-and-genAI/requirements.txt → ...-understanding-and-genAI/requirements.txt
diff --git a/...vice/financial-analysis-chatbot/README.md → ...enAI/financial-analysis-chatbot/README.md b/...vice/financial-analysis-chatbot/README.md → ...enAI/financial-analysis-chatbot/README.md
diff --git a/...vice/financial-analysis-chatbot/config.py → ...enAI/financial-analysis-chatbot/config.py b/...vice/financial-analysis-chatbot/config.py → ...enAI/financial-analysis-chatbot/config.py
diff --git a/...lysis-chatbot/doc_analysis_with_graphs.py → ...lysis-chatbot/doc_analysis_with_graphs.py b/...lysis-chatbot/doc_analysis_with_graphs.py → ...lysis-chatbot/doc_analysis_with_graphs.py
diff --git a/...nancial-analysis-chatbot/requirements.txt → ...nancial-analysis-chatbot/requirements.txt b/...nancial-analysis-chatbot/requirements.txt → ...nancial-analysis-chatbot/requirements.txt
diff --git a/...rvice/generic-document-evaluation/LICENSE → ...GenAI/generic-document-evaluation/LICENSE b/...rvice/generic-document-evaluation/LICENSE → ...GenAI/generic-document-evaluation/LICENSE
diff --git a/...ice/generic-document-evaluation/README.md → ...nAI/generic-document-evaluation/README.md b/...ice/generic-document-evaluation/README.md → ...nAI/generic-document-evaluation/README.md
@@ -4,7 +4,7 @@
 
 A simple, adaptable solution for analyzing and categorizing transactional documents using predefined evaluation criteria. Perfect for analysts, auditors, or developers seeking to automate document review in enterprise, finance, education, or public sector scenarios and more.
 
-Reviewed: 22.07.2025
+Reviewed: 22.09.2025
 
 ## Overview
 

diff --git a/...-document-evaluation/backend/.env.example → ...-document-evaluation/backend/.env.example b/...-document-evaluation/backend/.env.example → ...-document-evaluation/backend/.env.example
diff --git a/...ric-document-evaluation/backend/README.md → ...ric-document-evaluation/backend/README.md b/...ric-document-evaluation/backend/README.md → ...ric-document-evaluation/backend/README.md
diff --git a/...eneric-document-evaluation/backend/app.py → ...eneric-document-evaluation/backend/app.py b/...eneric-document-evaluation/backend/app.py → ...eneric-document-evaluation/backend/app.py
diff --git a/...ation/backend/files/DocumentEvaluation.py → ...ation/backend/files/DocumentEvaluation.py b/...ation/backend/files/DocumentEvaluation.py → ...ation/backend/files/DocumentEvaluation.py
diff --git a/...-evaluation/backend/files/utils/config.py → ...-evaluation/backend/files/utils/config.py b/...-evaluation/backend/files/utils/config.py → ...-evaluation/backend/files/utils/config.py
diff --git a/...tion/backend/files/utils/htmlTemplates.py → ...tion/backend/files/utils/htmlTemplates.py b/...tion/backend/files/utils/htmlTemplates.py → ...tion/backend/files/utils/htmlTemplates.py
diff --git a/...luation/backend/files/utils/lang_utils.py → ...luation/backend/files/utils/lang_utils.py b/...luation/backend/files/utils/lang_utils.py → ...luation/backend/files/utils/lang_utils.py
diff --git a/...valuation/backend/files/utils/oracle.webp → ...valuation/backend/files/utils/oracle.webp b/...valuation/backend/files/utils/oracle.webp → ...valuation/backend/files/utils/oracle.webp
diff --git a/...luation/backend/files/utils/pdf_parser.py → ...luation/backend/files/utils/pdf_parser.py b/...luation/backend/files/utils/pdf_parser.py → ...luation/backend/files/utils/pdf_parser.py
diff --git a/...t-evaluation/backend/files/utils/style.py → ...t-evaluation/backend/files/utils/style.py b/...t-evaluation/backend/files/utils/style.py → ...t-evaluation/backend/files/utils/style.py
diff --git a/...evaluation/backend/files/utils/styles.css → ...evaluation/backend/files/utils/styles.css b/...evaluation/backend/files/utils/styles.css → ...evaluation/backend/files/utils/styles.css
diff --git a/...neric-document-evaluation/backend/main.py → ...neric-document-evaluation/backend/main.py b/...neric-document-evaluation/backend/main.py → ...neric-document-evaluation/backend/main.py
diff --git a/...ument-evaluation/backend/requirements.txt → ...ument-evaluation/backend/requirements.txt b/...ument-evaluation/backend/requirements.txt → ...ument-evaluation/backend/requirements.txt
diff --git a/...ic-document-evaluation/frontend/README.md → ...ic-document-evaluation/frontend/README.md b/...ic-document-evaluation/frontend/README.md → ...ic-document-evaluation/frontend/README.md
diff --git a/...-document-evaluation/frontend/env.example → ...-document-evaluation/frontend/env.example b/...-document-evaluation/frontend/env.example → ...-document-evaluation/frontend/env.example
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diff --git a/...ent-evaluation/frontend/public/vercel.svg → ...ent-evaluation/frontend/public/vercel.svg b/...ent-evaluation/frontend/public/vercel.svg → ...ent-evaluation/frontend/public/vercel.svg
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diff --git a/...n/frontend/src/app/api/oracle-ai/route.js → ...n/frontend/src/app/api/oracle-ai/route.js b/...n/frontend/src/app/api/oracle-ai/route.js → ...n/frontend/src/app/api/oracle-ai/route.js
diff --git a/...ion/frontend/src/app/components/AIChat.js → ...ion/frontend/src/app/components/AIChat.js b/...ion/frontend/src/app/components/AIChat.js → ...ion/frontend/src/app/components/AIChat.js
diff --git a/...tend/src/app/components/AnalysisResult.js → ...tend/src/app/components/AnalysisResult.js b/...tend/src/app/components/AnalysisResult.js → ...tend/src/app/components/AnalysisResult.js
diff --git a/.../src/app/components/CriteriaIndicators.js → .../src/app/components/CriteriaIndicators.js b/.../src/app/components/CriteriaIndicators.js → .../src/app/components/CriteriaIndicators.js
diff --git a/...nd/src/app/components/DocumentFanStack.js → ...nd/src/app/components/DocumentFanStack.js b/...nd/src/app/components/DocumentFanStack.js → ...nd/src/app/components/DocumentFanStack.js
diff --git a/...ontend/src/app/components/DocumentMock.js → ...ontend/src/app/components/DocumentMock.js b/...ontend/src/app/components/DocumentMock.js → ...ontend/src/app/components/DocumentMock.js
diff --git a/.../src/app/components/DoneHeartIndicator.js → .../src/app/components/DoneHeartIndicator.js b/.../src/app/components/DoneHeartIndicator.js → .../src/app/components/DoneHeartIndicator.js
diff --git a/...rontend/src/app/components/FancyButton.js → ...rontend/src/app/components/FancyButton.js b/...rontend/src/app/components/FancyButton.js → ...rontend/src/app/components/FancyButton.js
diff --git a/...ontend/src/app/components/PinContainer.js → ...ontend/src/app/components/PinContainer.js b/...ontend/src/app/components/PinContainer.js → ...ontend/src/app/components/PinContainer.js
diff --git a/...ontend/src/app/components/PinIndicator.js → ...ontend/src/app/components/PinIndicator.js b/...ontend/src/app/components/PinIndicator.js → ...ontend/src/app/components/PinIndicator.js
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diff --git a/...d/src/app/components/ui/ValidationTabs.js → ...d/src/app/components/ui/ValidationTabs.js b/...d/src/app/components/ui/ValidationTabs.js → ...d/src/app/components/ui/ValidationTabs.js
diff --git a/...pp/components/validation/QualityResult.js → ...pp/components/validation/QualityResult.js b/...pp/components/validation/QualityResult.js → ...pp/components/validation/QualityResult.js
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diff --git a/...end/src/app/contexts/ValidationContext.js → ...end/src/app/contexts/ValidationContext.js b/...end/src/app/contexts/ValidationContext.js → ...end/src/app/contexts/ValidationContext.js
diff --git a/...t-evaluation/frontend/src/app/favicon.ico → ...t-evaluation/frontend/src/app/favicon.ico b/...t-evaluation/frontend/src/app/favicon.ico → ...t-evaluation/frontend/src/app/favicon.ico
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diff --git a/...ent-evaluation/frontend/src/app/layout.js → ...ent-evaluation/frontend/src/app/layout.js b/...ent-evaluation/frontend/src/app/layout.js → ...ent-evaluation/frontend/src/app/layout.js
diff --git a/.../frontend/src/app/mocks/validationMock.js → .../frontend/src/app/mocks/validationMock.js b/.../frontend/src/app/mocks/validationMock.js → .../frontend/src/app/mocks/validationMock.js
diff --git a/...ument-evaluation/frontend/src/app/page.js → ...ument-evaluation/frontend/src/app/page.js b/...ument-evaluation/frontend/src/app/page.js → ...ument-evaluation/frontend/src/app/page.js
diff --git a/...aluation/frontend/src/app/page.module.css → ...aluation/frontend/src/app/page.module.css b/...aluation/frontend/src/app/page.module.css → ...aluation/frontend/src/app/page.module.css
diff --git a/...src/services/documentEvaluationService.js → ...src/services/documentEvaluationService.js b/...src/services/documentEvaluationService.js → ...src/services/documentEvaluationService.js
diff --git a/.../frontend/src/services/oracleAIService.js → .../frontend/src/services/oracleAIService.js b/.../frontend/src/services/oracleAIService.js → .../frontend/src/services/oracleAIService.js
diff --git a/...-evaluation/frontend/src/theme/palette.js → ...-evaluation/frontend/src/theme/palette.js b/...-evaluation/frontend/src/theme/palette.js → ...-evaluation/frontend/src/theme/palette.js
diff --git a/...nt-evaluation/frontend/src/theme/theme.js → ...nt-evaluation/frontend/src/theme/theme.js b/...nt-evaluation/frontend/src/theme/theme.js → ...nt-evaluation/frontend/src/theme/theme.js
diff --git a/...luation/frontend/src/utils/promptUtils.js → ...luation/frontend/src/utils/promptUtils.js b/...luation/frontend/src/utils/promptUtils.js → ...luation/frontend/src/utils/promptUtils.js
diff --git a/...multi-modal-document-extraction/README.md → ...multi-modal-document-extraction/README.md b/...multi-modal-document-extraction/README.md → ...multi-modal-document-extraction/README.md
diff --git a/...multi-modal-document-extraction/config.py → ...multi-modal-document-extraction/config.py b/...multi-modal-document-extraction/config.py → ...multi-modal-document-extraction/config.py
diff --git a/...-modal-document-extraction/llama_scout.py → ...-modal-document-extraction/llama_scout.py b/...-modal-document-extraction/llama_scout.py → ...-modal-document-extraction/llama_scout.py
diff --git a/...i-modal-document-extraction/oci_models.py → ...i-modal-document-extraction/oci_models.py b/...i-modal-document-extraction/oci_models.py → ...i-modal-document-extraction/oci_models.py
diff --git a/...multi-modal-document-extraction/prompt.py → ...multi-modal-document-extraction/prompt.py b/...multi-modal-document-extraction/prompt.py → ...multi-modal-document-extraction/prompt.py
diff --git a/...odal-document-extraction/requirements.txt → ...odal-document-extraction/requirements.txt b/...odal-document-extraction/requirements.txt → ...odal-document-extraction/requirements.txt
diff --git a/...service/patient-letter-extraction/LICENSE → ...h GenAI/patient-letter-extraction/LICENSE b/...service/patient-letter-extraction/LICENSE → ...h GenAI/patient-letter-extraction/LICENSE
diff --git a/...ient-letter-extraction/PatientTriaging.py → ...ient-letter-extraction/PatientTriaging.py b/...ient-letter-extraction/PatientTriaging.py → ...ient-letter-extraction/PatientTriaging.py
diff --git a/...rvice/patient-letter-extraction/README.md → ...GenAI/patient-letter-extraction/README.md b/...rvice/patient-letter-extraction/README.md → ...GenAI/patient-letter-extraction/README.md
diff --git a/...ice/patient-letter-extraction/SECURITY.md → ...nAI/patient-letter-extraction/SECURITY.md b/...ice/patient-letter-extraction/SECURITY.md → ...nAI/patient-letter-extraction/SECURITY.md
diff --git a/...etter-extraction/THIRD_PARTY_LICENSES.txt → ...etter-extraction/THIRD_PARTY_LICENSES.txt b/...etter-extraction/THIRD_PARTY_LICENSES.txt → ...etter-extraction/THIRD_PARTY_LICENSES.txt
diff --git a/...letter-extraction/patient_letter_demo.gif → ...letter-extraction/patient_letter_demo.gif b/...letter-extraction/patient_letter_demo.gif → ...letter-extraction/patient_letter_demo.gif
diff --git a/...atient-letter-extraction/requirements.txt → ...atient-letter-extraction/requirements.txt b/...atient-letter-extraction/requirements.txt → ...atient-letter-extraction/requirements.txt
diff --git a/...-service/smart-invoice-extraction/LICENSE → ...th GenAI/smart-invoice-extraction/LICENSE b/...-service/smart-invoice-extraction/LICENSE → ...th GenAI/smart-invoice-extraction/LICENSE
diff --git a/...ervice/smart-invoice-extraction/README.md → ... GenAI/smart-invoice-extraction/README.md b/...ervice/smart-invoice-extraction/README.md → ... GenAI/smart-invoice-extraction/README.md
diff --git a/...oice-extraction/SmartInvoiceExtraction.py → ...oice-extraction/SmartInvoiceExtraction.py b/...oice-extraction/SmartInvoiceExtraction.py → ...oice-extraction/SmartInvoiceExtraction.py
diff --git a/...ervice/smart-invoice-extraction/image.png → ... GenAI/smart-invoice-extraction/image.png b/...ervice/smart-invoice-extraction/image.png → ... GenAI/smart-invoice-extraction/image.png
diff --git a/...smart-invoice-extraction/requirements.txt → ...smart-invoice-extraction/requirements.txt b/...smart-invoice-extraction/requirements.txt → ...smart-invoice-extraction/requirements.txt
diff --git a/ai/generative-ai-service/Video-Image-Analysis-using-Langchain/README.md b/ai/generative-ai-service/Video-Image-Analysis-using-Langchain/README.md
@@ -2,6 +2,11 @@
 
 This is a Generative AI-powered application that analyzes frames from uploaded videos or images to determine their suitability for PG-rated audiences. The application leverages Oracle Cloud Infrastructure (OCI) Generative AI Vision models, specifically Llama 3.2 in this case, to evaluate visual content for explicit or age-inappropriate material. This can also be adapted as needed to extract specific elements, text (such as license plates) and other use-cases.
 
+<img src="./image.png">
+</img>
+
+Reviewed date: 22.09.2025
+
 ## Features
 - Upload image or video files (`.jpg`, `.png`, `.mp4`, `.avi`, `.mov`).
 - Automatically extract frames from videos at a user-defined interval.

diff --git a/ai/generative-ai-service/Video-Image-Analysis-using-Langchain/image.png b/ai/generative-ai-service/Video-Image-Analysis-using-Langchain/image.png
diff --git a/...i-service/complex-document-rag/README.txt → ...ai-service/complex-document-rag/README.md b/...i-service/complex-document-rag/README.txt → ...ai-service/complex-document-rag/README.md
@@ -2,6 +2,8 @@
 
 An enterprise-grade Retrieval-Augmented Generation (RAG) system for generating comprehensive business reports from multiple document sources using Oracle Cloud Infrastructure (OCI) Generative AI services.
 
+Reviewed date: 22.09.2025
+
 ## Features
 
 - **Multi-Document Processing**: Ingest and process PDF and XLSX documents

diff --git a/ai/generative-ai-service/summarize-genai/README.md b/ai/generative-ai-service/summarize-genai/README.md
@@ -1,26 +1,55 @@
 # Document Summarization Using Oracle Generative AI
 
-Text summarization, a core NLP task, unlocks the ability to distill lengthy content into concise, informative summaries. Large Language Models (LLMs) serve as powerful tools for summarizing a wide array of texts, including news articles, research papers, and technical documents. However, summarizing large documents comes with its own set of challenges, necessitating the application of specialized summarization strategies to indexed content.
+Often, it would be useful to see a summary of a document before reading it fully. There are many reasons—for example, we could be in a time crunch and need to quickly understand a large amount of text at a high level. In the past, seeing a document summary would have been extremely difficult unless the author wrote one. However, now it can be possible anytime with [Oracle Cloud Infrastructure (OCI) Generative AI](https://www.oracle.com/uk/artificial-intelligence/generative-ai/generative-ai-service/). Simply upload any document and witness instant, efficient summarization.   
+This project will show you how to set up such a system, feed it documents, and have it deliver summaries that will help accelerate your organization’s efficiency.  
 
-In this article, we'll delve into the creation of a powerful document summarization solution leveraging Oracle Generative AI. Through the integration of Oracle Gen AI's advanced capabilities with cutting-edge technologies such as langchain. This codebase empowers users to effortlessly summarize extensive documents, harnessing the power of Oracle Generative AI Service.
+<img src="./files/docSummarizeScreen.png">
+</img>
 
-Reviewed: 30.10.2024
+## Prerequisites
+
+1. Oracle Cloud account—[sign-up page](https://signup.cloud.oracle.com/)
+2. Getting started with OCI Generative AI for summarization—[docs](https://docs.oracle.com/en-us/iaas/Content/generative-ai/use-playground-summarize.htm#playground-summarize)
+3. OCI Generative AI—[Python SDK ](https://pypi.org/project/oci/)
+4. Front-end framework—[Streamlit](https://streamlit.io/)
+5. Development Framework-[LangChain](https://python.langchain.com/docs/get_started/introduction)
+
+
+## Running the application
+
+Open `files` directory in CLI
+
+```console
+cd files/
+```
+
+Install LangChain and OCI SDK
+
+```console
+pip install -U langchain oci
+```
+
+Install requirements
+
+```console
+pip install -r requirements. txt
+```
+
+For next step you will need [OCI Compartment ID](https://docs.oracle.com/en/cloud/foundation/cloud_architecture/governance/compartments.html#what-is-a-compartment) 
+
+Then run
+
+```console
+streamlit run ocidocumentSummarizeUpload.py
+```
+
+## Additional resources
+
+- [How to run the application](https://www.youtube.com/watch?v=6A3KGyKy91Q&t=21s)
+- [Blog - Different methods of sumarization](https://medium.com/@anshuman4luv/revolutionizing-document-summarization-innovative-methods-with-langchain-and-large-language-models-f12272c7e8cd)
+
+## License
 
-<img src="./files/docSummarize.png">
-</img>
-
-# When to use this asset?
-
-See the README document in the /files folder.
-
-# How to use this asset?
-
-See the README document in the /files folder.
-
-# License
-
 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](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.