{
  "message": "Hi! I'm Alex, a developer from Kyiv.",
  "user_id": "alex_kyiv",
  "session_id": "intro_session",
  "context": {
    "temperature": 0.7,
    "max_tokens": 1000
  }
}

{
  "response": "Hi Alex! Nice to meet a developer from Kyiv!",
  "personalization_level": 75,
  "memory_utilization": 100,
  "entities_extracted": 3,
  "memories_found": 0,
  "confidence": 94.2,
  "processing_time": 7.1,
  "fallback_used": false,
  "session_id": "intro_session",
  "metadata": {
    "entities": [
      {
        "name": "Alex",
        "type": "Person",
        "confidence": 98,
        "attributes": ["name"]
      },
      {
        "name": "developer",
        "type": "Profession", 
        "confidence": 96,
        "attributes": ["occupation"]
      },
      {
        "name": "Kyiv",
        "type": "Location",
        "confidence": 97,
        "attributes": ["city", "residence"]
      }
    ],
    "memory_operations": {
      "entities_stored": 3,
      "relationships_created": 2,
      "memory_updated": true
    }
  }
}

pip install odam-sdk

from odam import ODAMClient

# Initialize client
client = ODAMClient(api_key="your-api-key")

# Send message
response = client.chat(
    message="Hi! I'm Alex, a developer from Kyiv.",
    user_id="alex_kyiv"
)

print(f"Response: {response.message}")
print(f"Personalization: {response.personalization_level}%")

# Get user memory
memory = client.get_memory("alex_kyiv")
print(f"Entities: {len(memory.entities)}")

# Clear memory
client.clear_memory("alex_kyiv")