Implementing Adaptive Thinking Budgets

implementationChallenge

Prompt Content

Implement the core logic for your Langroid agent to manage adaptive thinking budgets. How will the agent determine when to use more or less 'thought' (e.g., fewer Claude Sonnet 4 calls, shorter reasoning chains) based on the perceived complexity or novelty of the pricing data it encounters?

Try this prompt

Open the workspace to execute this prompt with free credits, or use your own API keys for unlimited usage.

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