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Testing and Refinement of Anomaly Detection Logic

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Linked challenge: Crypto Compliance Agent: Detecting Anomalous Transactions with Gemini 3 Pro Deep Think

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Linked challenge
Crypto Compliance Agent: Detecting Anomalous Transactions with Gemini 3 Pro Deep Think

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Original prompt text with formatting preserved for inspection.

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Create a test suite with known anomalous transaction patterns and use it to evaluate your LangGraph system. How will you identify false positives/negatives, and what iterative refinement process will you use to improve the anomaly detection logic and Deep Think prompting?

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.