intent_protocols.py

# intent_protocols.py
INTENT_RECOGNITION_PROTOCOL = {
    "input_spec": {
        "user_input": "string_required",
        "conversation_history": "array_optional", 
        "user_profile": "object_optional",
        "timestamp": "iso_string_required"
    },
    
    "output_spec": {
        "primary_intent": {
            "type": "string",
            "allowed_values": ["information", "task", "creative", "analysis", "conversation", "support"],
            "required": True
        },
        "secondary_intents": {
            "type": "array",
            "max_items": 3,
            "required": True
        },
        "confidence_scores": {
            "type": "object",
            "required": True,
            "validation": "scores_between_0_1"
        },
        "reasoning_chain": {
            "type": "array",
            "required": True,
            "description": "Step-by-step CoT reasoning"
        }
    },
    
    "quality_thresholds": {
        "min_confidence": 0.6,
        "max_processing_time": 2000,  # ms
        "fallback_intent": "conversation"
    }
}