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Orchestrator Setup

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Linked challenge: Extended Reasoning Orchestration with Claude Agents SDK and Milvus

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Linked challenge
Extended Reasoning Orchestration with Claude Agents SDK and Milvus

Prompt source

Original prompt text with formatting preserved for inspection.

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Initialize a Claude Agents SDK project that links to a Milvus instance and routes complex tasks to GPT-5.4 Pro for deep reasoning.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Preserve the role framing, objective, and reporting structure so comparison runs stay coherent.

Tune next

Swap in your own domain constraints, anomaly thresholds, and examples before you branch variants.

Verify after

Check whether the prompt asks for the right evidence, confidence signal, and escalation path.