Update README.md

README.md

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 colorFrom: gray
 colorTo: blue
 sdk: streamlit
-sdk_version: 1.34.0
+sdk_version: 1.38.0
 app_file: app.py
 pinned: false
 license: mit
 ---
 
 
-GPT-4o Documentation:  https://cookbook.openai.com/examples/gpt4o/introduction_to_gpt4o
+# GPT-4o Documentation:  
+https://cookbook.openai.com/examples/gpt4o/introduction_to_gpt4o
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
-
-This experimental multi agent mixture of expert system uses a variety of techniques and models to create different combinatorial AI solutions.
+This multi-agent mixture of expert system uses a variety of techniques and multiple model flows to create combinatorial AI solutions.
 
 Models Used:
 
-Mistral-7B-Instruct
-Llama2-7B
-Mixtral-8x7B-Instruct
-Google Gemma-7B
-OpenAI Whisper Small En
-OpenAI GPT-4o, Whisper-1
-ArXiV Embeddings
-The techniques below which are not ML models but AI include:
-
-Speech Synthesis using browser technology
-Memory for semantic facts, and episodic emotional and event time series memories
-Web integration using the q= standard for search linking allowing comparison of tech giant AI implementations:
-Bing then Bing copilot with click 2
-Google which does an AI search now
-Twitter, the new home for technology discoveries, AI Output and Grok
-Wikipedia for fact checking
-YouTube
-File and metadata integration combining text, audio, image, and video
-This app also merges common theories in cognitive AI, AI with python libraries (e.g. NLTK, SKLearn).
+1. Mistral-7B-Instruct
+2. Llama2-7B
+3. Mixtral-8x7B-Instruct
+4. Google Gemma-7B
+5. OpenAI Whisper Small En
+6. OpenAI GPT-4o, Whisper-1
+7. ArXiV Embeddings
+
+
+The AI techniques used aare below:
+
+1. Speech Synthesis using browser technology
+2. Memory for semantic facts, and episodic emotional and event time series memories
+3. Web integration using the q= standard for search linking allowing comparison of tech giant AI implementations:
+4. Bing then Bing copilot with click 2
+5. Google which does an AI search now
+6. Twitter, the new home for technology discoveries, AI Output and Grok
+7. Wikipedia for fact checking
+8. YouTube
+
+Features:
+
+1. The app manages these as direct web links to the search and AI engines using q= request parameters like most search engines.
+2. This allows deep link bookmarks that bring you back to inputs and outputs by type of model.
+3. File and metadata integration combining text, audio, image, and video
+4. This app also merges common theories in cognitive AI, AI with python libraries (e.g. NLTK, SKLearn).
 
 The intent is to demonstrate SOTA AI/ML and combinations of Function-Input-Output for interoperability and knowledge management.
 
@@ -201,15 +207,4 @@ def main():
                 st.rerun()
 
 if __name__ == "__main__":
-    main()
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+    main()