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Today I was able to solve a very difficult coding session with GPT-4o which ended up solving integrations on a very large scale.   So I decided to look a bit more into how its reasoners work.  Below is a fun markdown emoji outline about what I learned today and what I'm pursuing.  
Today I was able to solve a very difficult coding session with GPT-4o which ended up solving integrations on a very large scale.   So I decided to look a bit more into how its reasoners work.  Below is a fun markdown emoji outline about what I learned today and what I'm pursuing.  
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Hope you enjoy!  Cheers, Aaron.
Hope you enjoy!  Cheers, Aaron.
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Also here are my favorite last 4 spaces I am working on:
Also here are my favorite last 4 spaces I am working on:
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1. GPT4O:  
1. GPT4O:  
resource
https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
space
awacke1/GPT-4o-omni-text-audio-image-video
https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
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2. Claude: 
2. Claude: 
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resource
https://huggingface.co/spaces/awacke1/AnthropicClaude3.5Sonnet-ACW
space
awacke1/AnthropicClaude3.5Sonnet-ACW
https://huggingface.co/spaces/awacke1/AnthropicClaude3.5Sonnet-ACW
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3. MSGraph M365: 
3. MSGraph M365: 
resource
https://huggingface.co/spaces/awacke1/MSGraphAPI
space
awacke1/MSGraphAPI
https://huggingface.co/spaces/awacke1/MSGraphAPI
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4. Azure Cosmos DB: Now with Research AI!  
4. Azure Cosmos DB: Now with Research AI!  
resource
https://huggingface.co/spaces/awacke1/AzureCosmosDBUI
space
awacke1/AzureCosmosDBUI
https://huggingface.co/spaces/awacke1/AzureCosmosDBUI
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# 🚀 OpenAI's O1 Models: A Quantum Leap in AI
# 🚀 OpenAI's O1 Models: A Quantum Leap in AI
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## 1. 🤔 From 🦜 to 🧠: O1's Evolution
## 1. 🤔 From 🦜 to 🧠: O1's Evolution
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- **Thinking AI**: O1 ponders before replying; GPT models just predict. 💡
- **Thinking AI**: O1 ponders before replying; GPT models just predict. 💡
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## 2. 📚 AI Memory: 💾 + 🧩 = 🧠
## 2. 📚 AI Memory: 💾 + 🧩 = 🧠
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- **Embeddings & Tokens**: Words ➡️ vectors, building knowledge. 📖
- **Embeddings & Tokens**: Words ➡️ vectors, building knowledge. 📖
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## 3. 🔍 Swift Knowledge Retrieval
## 3. 🔍 Swift Knowledge Retrieval
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- **Vector Search & Indexing**: O1 finds info fast, citing reliable sources. 🔎📖
- **Vector Search & Indexing**: O1 finds info fast, citing reliable sources. 🔎📖
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## 4. 🌳 Logic Trees with Mermaid Models
## 4. 🌳 Logic Trees with Mermaid Models
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- **Flowchart Reasoning**: O1 structures thoughts like diagrams. 🎨🌐
- **Flowchart Reasoning**: O1 structures thoughts like diagrams. 🎨🌐
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## 5. 💻 Coding Mastery
## 5. 💻 Coding Mastery
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- **Multilingual & Current**: Speaks many code languages, always up-to-date. 💻🔄
- **Multilingual & Current**: Speaks many code languages, always up-to-date. 💻🔄
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## 6. 🏆 Breaking Records
## 6. 🏆 Breaking Records
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- **92.3% MMLU Score**: O1 outperforms humans, setting new AI standards. 🏅
- **92.3% MMLU Score**: O1 outperforms humans, setting new AI standards. 🏅
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## 7. 💡 Versatile Applications
## 7. 💡 Versatile Applications
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- **Ultimate Assistant**: From fixing code to advancing research. 🛠️🔬
- **Ultimate Assistant**: From fixing code to advancing research. 🛠️🔬
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## 8. 🏁 Racing Toward AGI
## 8. 🏁 Racing Toward AGI
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- **OpenAI Leads**: O1 brings us closer to true AI intelligence. 🚀
- **OpenAI Leads**: O1 brings us closer to true AI intelligence. 🚀
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## 9. 🤖 O1's Reasoning Pillars
## 9. 🤖 O1's Reasoning Pillars
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- **🧠 Chain of Thought**: Step-by-step logic.
- **🧠 Chain of Thought**: Step-by-step logic.
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- **🎲 MCTS**: Simulates options, picks best path.
- **🎲 MCTS**: Simulates options, picks best path.
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- **🔍 Reflection**: Self-improves autonomously.
- **🔍 Reflection**: Self-improves autonomously.
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- **🏋️‍♂️ Reinforcement Learning**: Gets smarter over time.
- **🏋️‍♂️ Reinforcement Learning**: Gets smarter over time.
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*Stay curious, keep coding!* 🚀
*Stay curious, keep coding!* 🚀
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Today I was able to solve a very difficult coding session with GPT-4o which ended up solving integrations on a very large scale.   So I decided to look a bit more into how its reasoners work.  Below is a fun markdown emoji outline about what I learned today and what I'm pursuing.  

Hope you enjoy!  Cheers, Aaron.

Also here are my favorite last 4 spaces I am working on:
1. GPT4O:  https://huggingface.co/spaces/awacke1/GPT-4o-omni-text-audio-image-video
2. Claude: 
 https://huggingface.co/spaces/awacke1/AnthropicClaude3.5Sonnet-ACW
3. MSGraph M365: https://huggingface.co/spaces/awacke1/MSGraphAPI
4. Azure Cosmos DB: Now with Research AI!  https://huggingface.co/spaces/awacke1/AzureCosmosDBUI 

# 🚀 OpenAI's O1 Models: A Quantum Leap in AI

## 1. 🤔 From 🦜 to 🧠: O1's Evolution

- **Thinking AI**: O1 ponders before replying; GPT models just predict. 💡

## 2. 📚 AI Memory: 💾 + 🧩 = 🧠

- **Embeddings & Tokens**: Words ➡️ vectors, building knowledge. 📖

## 3. 🔍 Swift Knowledge Retrieval

- **Vector Search & Indexing**: O1 finds info fast, citing reliable sources. 🔎📖

## 4. 🌳 Logic Trees with Mermaid Models

- **Flowchart Reasoning**: O1 structures thoughts like diagrams. 🎨🌐

## 5. 💻 Coding Mastery

- **Multilingual & Current**: Speaks many code languages, always up-to-date. 💻🔄

## 6. 🏆 Breaking Records

- **92.3% MMLU Score**: O1 outperforms humans, setting new AI standards. 🏅

## 7. 💡 Versatile Applications

- **Ultimate Assistant**: From fixing code to advancing research. 🛠️🔬

## 8. 🏁 Racing Toward AGI

- **OpenAI Leads**: O1 brings us closer to true AI intelligence. 🚀

## 9. 🤖 O1's Reasoning Pillars

- **🧠 Chain of Thought**: Step-by-step logic.
- **🎲 MCTS**: Simulates options, picks best path.
- **🔍 Reflection**: Self-improves autonomously.
- **🏋️‍♂️ Reinforcement Learning**: Gets smarter over time.

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*Stay curious, keep coding!* 🚀

👀
John6666
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Tyrone Pierce
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