Orchestrate Hybrid Reasoning and Reporting

implementationChallengeNovember 18, 2025

Prompt Content

Orchestrate your DSPy Modules to perform a hybrid reasoning approach: utilize OpenAI o3 for quick data synthesis (instant reasoning) and then apply multi-step DSPy assertions (deep reasoning) for complex financial computations and generating the detailed narrative analysis. The final output should be a structured JSON report, then converted to a human-readable text format suitable for a client.

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