Testing & Adaptive Budget Refinement

testingChallengeNovember 19, 2025

Prompt Content

Execute the 'Product_Research_and_Comparison' and 'Simulated_Purchase_Decision' evaluation tasks. Monitor the LLM call logs to analyze how adaptive thinking budgets are being utilized. Adjust agent prompts and budget parameters to optimize for both accuracy and efficiency, ensuring the agents deepen their reasoning for complex aspects and simplify for straightforward ones.

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