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Testing and Complex Scene Analysis

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Linked challenge: Multimodal 3D Object Verification

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Linked challenge
Multimodal 3D Object Verification

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Original prompt text with formatting preserved for inspection.

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Run the agent with both 'Object_Compliance_Check' and 'Complex_Scene_Analysis' evaluation tasks. Create varied 'scene_description' inputs with deliberate errors or ambiguities. Analyze Gemini 2.5 Pro's reasoning traces and the agent's output. Refine the agent's prompts and plugin usage to improve its accuracy in detecting subtle errors and its ability to provide clear, actionable recommendations for complex scenarios.

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.