Move from demo to durable agent without rewriting memory later.

Keep the rest of your agent loop.

pip install madb-anthropic

# before
from anthropic import Anthropic

# after
from madb_anthropic import Anthropic

Your existing messages.create() calls remain the integration surface.

Recall before inference. Persist after outcome.

1. Resolve the stable tenant and session context.
2. Recall relevant memories with causal and recency signals.
3. Preface the model context with bounded memory.
4. Persist the user turn, agent response and causal relationship.

Success means the same memory contract survives the jump from prototype to production code.