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Test Adaptive Reasoning and Hybrid Workflow

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: Multi-Agent Ad Fraud Detection

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Linked challenge
Multi-Agent Ad Fraud Detection

Prompt source

Original prompt text with formatting preserved for inspection.

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Design a test scenario where an obvious scam ad is quickly flagged by instant reasoning, while a subtle, evolving phishing campaign requires an extended thinking process involving multiple agent handoffs, RAG queries, and adaptive reasoning budget adjustments. Provide logs demonstrating the hybrid reasoning and adaptive budget allocation.

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.