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Integrate Simulated Experimentation and Analysis

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

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

Prompt source

Original prompt text with formatting preserved for inspection.

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Develop a mock 'simulation API' that takes experimental parameters and returns simulated results. Integrate this tool into your LangGraph workflow. Create nodes for 'experimental_design' (where Gemini 2.5 Pro proposes experiments based on hypotheses) and 'analysis' (where it interprets simulation results and refines or generates new hypotheses). Focus on making the 'analysis' step use Deep Think mode for nuanced interpretation.

Adaptation plan

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

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.