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Initial System Design for Scientific Researcher

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Linked challenge: LangGraph Scientific Discovery Agent with Gemini 2.5 Pro Deep Think

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Linked challenge
LangGraph Scientific Discovery Agent with Gemini 2.5 Pro Deep Think

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Original prompt text with formatting preserved for inspection.

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Design the overall architecture for your LangGraph-based scientific discovery agent. Identify key states (e.g., 'literature_review', 'hypothesis_generation', 'experimental_design', 'simulation', 'analysis'), their transitions, and what information needs to be passed between them. Outline how Gemini 2.5 Pro will be used in Deep Think mode for reasoning within each state and how tools (RAG, simulation API) will be integrated.

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.