Optimize with DSPy & Implement Adaptive Thinking

implementationChallengeDecember 4, 2025

Prompt Content

Refine your DSPy pipeline by adding validation and optimization steps (e.g., `teleprompt` or custom optimizers) to improve the accuracy of financial calculations and risk predictions. Integrate a mechanism for adaptive thinking budgets: for complex 'what-if' scenarios or specific deep dives, activate Gemini 2.5 Pro's 'Deep Think' mode (or simulate its effect with extended processing). Demonstrate this with the `AdaptiveBudgetUtilizationTask`.

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