Hybrid Reasoning for Ad Content

implementationChallengeNovember 21, 2025

Prompt Content

Implement a hybrid reasoning approach for your ad generation system. For straightforward queries, use an 'instant' prompt for Gemini 2.5 Pro. For queries flagged as sensitive or complex (e.g., health-related, financial advice), trigger a 'deep think' mode that involves multiple reasoning steps, RAG lookups, and a self-correction loop. Provide pseudo-code or Python implementation for this conditional logic.

Usage Tips

Copy the prompt and paste it into your preferred AI tool (Claude, ChatGPT, Gemini)

Customize placeholder values with your specific requirements and context

For best results, provide clear examples and test different variations