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Hypothesis Generation & Extended Thinking

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Linked challenge: MCP-Enabled Federal Data Agent

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Linked challenge
MCP-Enabled Federal Data Agent

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Original prompt text with formatting preserved for inspection.

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Configure the 'Hypothesis Generation Agent' to use GPT-5 Pro with an adaptive reasoning budget. Given the data retrieved by the 'Data Access Agent', this agent should generate a novel scientific hypothesis and provide a detailed justification. Detail how the adaptive budget influences the depth of its 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

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.