Quickstart

from reflect_sdk import ReflectClient

client = ReflectClient(
    base_url="https://api.starlight-search.com",
    api_key="rf_live_...",
    project_id="my-project",
)

with client.trace("How do I implement retry logic with exponential backoff?") as ctx:
    # ctx.augmented_task contains the task + any relevant memory blocks
    # ctx.memories contains the retrieved Memory objects
    response = my_agent(ctx.augmented_task)

    ctx.set_output(
        trajectory=[
            {"role": "user", "content": ctx.augmented_task},
            {"role": "assistant", "content": response},
        ],
        result="pass",
    )
# Trace auto-submitted with retrieved_memory_ids tracked for you

memories = client.query_memories(
    task="What is the best approach for retrying failed requests?",
    limit=5,
)
for m in memories:
    print(f"{m.reflection} (score: {m.score:.2f})")