Update README.md

README.md

@@ -22,7 +22,7 @@ Preparation and model teaching:
     - https://portal.azure.com/?quickstart=true#view/Microsoft_Azure_Resources/QuickstartCenterBlade
 4. New Azure subscription using an Account to explore $200 with resources free, Bookmark opening resources for starters.
      - My links are usually Subscription, Resource Group, ACR, ACA Apps.
-     - For red security team tests, make it bulletproof for your email and subscription GUID by testing defense.
+     - For security tests, make it bulletproof - links with email and subscription GUID using self defense tests.
      - Sub:  https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/overview
      - RG:  https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816
      - ACR:  https://portal.azure.com/#@AaronCWackergmail.onmicrosoft.com/resource/subscriptions/003fba60-5b3f-48f4-ab36-3ed11bc40816/resources
@@ -33,7 +33,7 @@ Preparation and model teaching:
 6. Git with one easy example per type of app and secure access pattern.  Do easiest first, refactor to easiest.
      - HTML5: Depth anything with Transformers.js:  https://huggingface.co/spaces/awacke1/3D-Depth-Model-From-Image
      - Gradio: Models, Datasets, Spaces, Search Hub:  https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub
-     - Streamlit: 
+     - Streamlit: Demonstrate transcript insights using AI libraries:  https://huggingface.co/spaces/awacke1/Transcript-EDA-NLTK
 7. Get your mobile device for MFA, SMS (IPad, Android, iPhone to demo)
 8. Get your top LLM's to help with AI Pair Programming.  Refactor model approach to use securely and internally.
     - GPT:  https://chatgpt.com/
@@ -46,8 +46,9 @@ Reference Papers and Spaces:
 
 STaR: Self-Taught Reasoner, Bootstrapping Reasoning With Reasoning: https://openreview.net/pdf?id=_3ELRdg2sgI
 From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape: https://arxiv.org/pdf/2312.10868
+AI Research Papers via ArXiV Gradio Space and API: - https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern
 
-Gradio: AI Research Papers via ArXiV - https://huggingface.co/spaces/awacke1/Arxiv-Paper-Search-And-QA-RAG-Pattern
 HTML5: 🌟Depth Anything w/ 🤗 Transformers.js🐆  -  index.html - main app
+Gradio: https://huggingface.co/spaces/awacke1/Models-Datasets-Spaces-Search-Hub
 Streamlit:  Transcript EDA NLTK - https://huggingface.co/spaces/awacke1/Transcript-EDA-NLTK