Message-First Orchestration

The Converse API unifies multi-turn interactions and tool-ready structures for many Bedrock-supported model families. One request shape works across Amazon Nova, Anthropic Claude, Meta Llama, Mistral, and more - swap the modelId and your code keeps working.

Anatomy of a Converse Request

response = client.converse(
    modelId="amazon.nova-pro-v1:0",
    system=[{"text": "You are a support triage assistant. Reply in strict JSON."}],
    messages=[
        {"role": "user", "content": [{"text": "Customer reports checkout 500 errors since 09:40 UTC"}]},
        {"role": "assistant", "content": [{"text": '{"severity":"P1","team":"payments"}'}]},
        {"role": "user", "content": [{"text": "They add: only EU users affected"}]}
    ],
    inferenceConfig={"maxTokens": 400, "temperature": 0.1, "stopSequences": ["###"]},
)

Design Each Turn With

• Stable system instructions for policy and tone - changing them mid-conversation causes behavioral drift.
• User content with clear constraints - format, length, and refusal expectations.
• Tool invocation hooks (when applicable) via toolConfig.
• Structured post-processing and safety checks - validate JSON against a schema before acting on it.