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Testing Emergency Scenario with Adaptive Thinking

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Linked challenge: Autonomous Robotaxi Decision Agent

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Linked challenge
Autonomous Robotaxi Decision Agent

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Original prompt text with formatting preserved for inspection.

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Create a test scenario where a critical decision is required, such as a child running into the road. Configure your Gemini 2.5 Pro agent to use an extended thinking budget for this high-stakes scenario. Simulate the input and verify that the agent's decision-making process is thorough, leading to a safe outcome, and that the thinking budget was appropriately utilized.

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.