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Testing Phase: Adaptive Reasoning for Scenario Analysis

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Linked challenge: Optimize AI Data Center ROI

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Linked challenge
Optimize AI Data Center ROI

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Original prompt text with formatting preserved for inspection.

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Simulate a scenario where an initial ROI projection for a data center project is deemed marginal (e.g., below a 10% target). Guide your Gemini 2.5 Pro-powered 'Decision Agent' to engage in extended thinking. The agent should dynamically allocate a higher reasoning budget to explore alternative energy procurement strategies or identify new governmental incentives. Provide output demonstrating the 'Decision Agent's' adaptive reasoning process and its refined recommendations.

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 rubric, target behavior, and pass-fail criteria as the baseline for evaluation.

Tune next

Adjust fixtures, mocks, and thresholds to the system under test instead of weakening the assertions.

Verify after

Make sure the prompt catches regressions instead of just mirroring the happy-path examples.