@ -86,10 +86,12 @@ Initializes the LLM Council with council members and a Chairman agent.
Creates an LLM Council instance with specialized council members. If no members are provided, it creates a default council consisting of:
Creates an LLM Council instance with specialized council members. If no members are provided, it creates a default council consisting of:
- **GPT-5.1-Councilor** : Analytical and comprehensive responses
| Council Member | Description |
- **Gemini-3-Pro-Councilor** : Concise and well-processed responses
|---------------------------------|------------------------------------------|
- **Claude-Sonnet-4.5-Councilor** : Thoughtful and balanced responses
| **GPT-5.1-Councilor** | Analytical and comprehensive responses |
- **Grok-4-Councilor** : Creative and innovative responses
| **Gemini-3-Pro-Councilor** | Concise and well-processed responses |
| **Claude-Sonnet-4.5-Councilor** | Thoughtful and balanced responses |
| **Grok-4-Councilor** | Creative and innovative responses |
The Chairman agent is automatically created with a specialized prompt for synthesizing responses. A `Conversation` object is also initialized to track all messages throughout the workflow, including user queries, council member responses, evaluations, and the final synthesis.
The Chairman agent is automatically created with a specialized prompt for synthesizing responses. A `Conversation` object is also initialized to track all messages throughout the workflow, including user queries, council member responses, evaluations, and the final synthesis.
@ -137,17 +139,19 @@ Executes the full LLM Council workflow: parallel responses, anonymization, peer
The return value depends on the `output_type` parameter set during initialization:
The return value depends on the `output_type` parameter set during initialization:
- ** `"dict"` ** (default): Returns conversation as a dictionary/list of message dictionaries
| `output_type` value | Description |
- ** `"list"` **: Returns conversation as a list of formatted strings (`"role: content"`)
|---------------------------------|---------------------------------------------------------------------|
- ** `"string"` ** or ** `"str"` **: Returns conversation as a formatted string
| ** `"dict"` ** (default) | Returns conversation as a dictionary/list of message dictionaries |
- ** `"final"` ** or ** `"last"` **: Returns only the content of the final message (Chairman's response)
| ** `"list"` ** | Returns conversation as a list of formatted strings (`"role: content"`) |
- ** `"json"` **: Returns conversation as a JSON string
| ** `"string"` ** or ** `"str"` ** | Returns conversation as a formatted string |
- ** `"yaml"` **: Returns conversation as a YAML string
| ** `"final"` ** or ** `"last"` ** | Returns only the content of the final message (Chairman's response) |
- ** `"xml"` **: Returns conversation as an XML string
| ** `"json"` ** | Returns conversation as a JSON string |
- ** `"dict-all-except-first"` **: Returns all messages except the first as a dictionary
| ** `"yaml"` ** | Returns conversation as a YAML string |
- ** `"str-all-except-first"` **: Returns all messages except the first as a string
| ** `"xml"` ** | Returns conversation as an XML string |
- ** `"dict-final"` **: Returns the final message as a dictionary
| ** `"dict-all-except-first"` ** | Returns all messages except the first as a dictionary |
- ** `"list-final"` **: Returns the final message as a list
| ** `"str-all-except-first"` ** | Returns all messages except the first as a string |
| ** `"dict-final"` ** | Returns the final message as a dictionary |
| ** `"list-final"` ** | Returns the final message as a list |
#### Conversation Tracking
#### Conversation Tracking
@ -354,11 +358,14 @@ The LLM Council is ideal for scenarios requiring:
### Common Applications
### Common Applications
- **Medical Diagnosis** : Multiple medical AI agents provide diagnoses, evaluate each other, and synthesize recommendations
| Use Case | Description |
- **Financial Analysis** : Different financial experts analyze investments and rank each other's assessments
|-----------------------|--------------------------------------------------------------------------------------------------|
- **Legal Analysis** : Multiple legal perspectives evaluate compliance and risk
| **Medical Diagnosis** | Multiple medical AI agents provide diagnoses, evaluate each other, and synthesize recommendations |
- **Business Strategy** : Diverse strategic viewpoints are synthesized into comprehensive plans
| **Financial Analysis** | Different financial experts analyze investments and rank each other's assessments |
- **Research Analysis** : Multiple research perspectives are combined for thorough analysis
| **Legal Analysis** | Multiple legal perspectives evaluate compliance and risk |
| **Business Strategy** | Diverse strategic viewpoints are synthesized into comprehensive plans |
| **Research Analysis** | Multiple research perspectives are combined for thorough analysis |
## Examples
## Examples
@ -508,12 +515,14 @@ yaml_output = conversation.return_messages_as_dictionary()
## Performance Considerations
## Performance Considerations
- **Parallel Execution** : Both response generation and evaluation phases run in parallel for efficiency
| Feature | Description |
- **Anonymization** : Responses are anonymized to prevent bias in evaluation
|---------------------------|----------------------------------------------------------------------------------------------------------------|
- **Model Selection** : Different models can be used for different roles based on their strengths
| **Parallel Execution** | Both response generation and evaluation phases run in parallel for efficiency |
- **Verbose Mode** : Can be disabled for production use to reduce output
| **Anonymization** | Responses are anonymized to prevent bias in evaluation |
- **Conversation Management** : Conversation object efficiently tracks all messages in memory and supports export to JSON/YAML files
| **Model Selection** | Different models can be used for different roles based on their strengths |
- **Output Formatting** : Choose lightweight output formats (e.g., "final") for production to reduce memory usage
| **Verbose Mode** | Can be disabled for production use to reduce output |
| **Conversation Management** | Conversation object efficiently tracks all messages in memory and supports export to JSON/YAML files |
| **Output Formatting** | Choose lightweight output formats (e.g., "final") for production to reduce memory usage |
## Related Documentation
## Related Documentation
Kye Gomez
3 days ago