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Gemini 2.5 Pro Deep Think Integration

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Linked challenge: Crypto Financial Anomaly Detection

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Linked challenge
Crypto Financial Anomaly Detection

Prompt source

Original prompt text with formatting preserved for inspection.

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Describe how you will specifically invoke Gemini 2.5 Pro's 'Deep Think' mode for complex anomaly detection tasks, such as identifying multi-hop fraud rings or highly obscured financial patterns. Provide a pseudo-code example of a prompt structure that guides the model towards in-depth 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.