Simplify README: Keep only essential Azure OpenAI example

Author: mert-cemri

README.md

@@ -4,18 +4,14 @@
 
 ## 🚀 Azure OpenAI Support
 
-AutoEvolve now supports **Azure OpenAI** with automatic detection. Simply configure your Azure endpoint in the config file and the system will automatically use the `AzureOpenAI` client.
-
-### Quick Setup for Azure OpenAI
-
-Add the following to your `config.yaml`:
+AutoEvolve supports **Azure OpenAI** with automatic detection. Use this exact config format:
 
 ```yaml
 # LLM configuration
 llm:
   primary_model: "gpt-5"  # Your Azure deployment name
-  api_base: "https://YOUR_RESOURCE.openai.azure.com/openai/deployments/YOUR_DEPLOYMENT?api-version=2024-12-01-preview"
-  api_key: "YOUR_AZURE_API_KEY"  # Set your API key here or use OPENAI_API_KEY env var
+  api_base: "https://east-docetl.openai.azure.com/openai/deployments/gpt-4.1?api-version=2024-12-01-preview"
+  api_key: "YOUR_API_KEY_HERE"  # Replace with your Azure API key
   primary_model_weight: 1.0
   temperature: 0.7
   top_p: 0.95
@@ -24,39 +20,12 @@ llm:
 
 # Database configuration
 database:
-  # ... other settings ...
-  
-  # Paradigm Breakthrough (for stagnation handling)
   enable_paradigm_breakthrough: true
   stagnation_window: 5
   stagnation_improvement_threshold: 0.01
-  paradigm_model: "gpt-5-mini"  # Your Azure deployment name for paradigm generation
-  paradigm_api_base: "https://YOUR_RESOURCE.openai.azure.com/openai/deployments/YOUR_DEPLOYMENT?api-version=2024-12-01-preview"
-  paradigm_api_key: "YOUR_AZURE_API_KEY"  # Set your API key here or use OPENAI_API_KEY env var
-```
-
-### Important Notes
-
-- **Deployment Name**: The `primary_model` and `paradigm_model` should match your Azure deployment names (e.g., `gpt-5`, `gpt-4.1`, `gpt-5-mini`)
-- **API Base URL Format**: Must include the full path: `https://YOUR_RESOURCE.openai.azure.com/openai/deployments/YOUR_DEPLOYMENT?api-version=2024-12-01-preview`
-- **API Version**: Use `2024-12-01-preview` (or your Azure API version)
-- **Automatic Detection**: The system automatically detects Azure endpoints (`.openai.azure.com`) and uses the `AzureOpenAI` client
-- **Reasoning Models**: Supports reasoning models like `gpt-5`, `gpt-5-mini` - automatically uses `max_completion_tokens` instead of `max_tokens`
-- **API Key**: You can set it in the config file or use the `OPENAI_API_KEY` environment variable
-
-### Example: Complete Azure Configuration
-
-```yaml
-llm:
-  primary_model: "gpt-5"
-  api_base: "https://east-docetl.openai.azure.com/openai/deployments/gpt-4.1?api-version=2024-12-01-preview"
-  api_key: "YOUR_API_KEY_HERE"  # Replace with your actual Azure API key
-
-database:
-  enable_paradigm_breakthrough: true
-  paradigm_model: "gpt-5-mini"
+  paradigm_model: "gpt-5-mini"  # Your Azure deployment name
   paradigm_api_base: "https://east-docetl.openai.azure.com/openai/deployments/gpt-4.1?api-version=2024-12-01-preview"
-  paradigm_api_key: "YOUR_API_KEY_HERE"  # Replace with your actual Azure API key
+  paradigm_api_key: "YOUR_API_KEY_HERE"  # Replace with your Azure API key
 ```
 
-**That's it!** Just replace `YOUR_API_KEY_HERE` with your actual Azure API key and everything will work automatically.
+**Just replace `YOUR_API_KEY_HERE` with your actual Azure API key and it will work.**