Test Adaptive Reasoning and Hybrid Workflow

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.