Integrate Adaptive Reasoning Budgets

implementationChallengeNovember 18, 2025

Prompt Content

Modify your LangGraph agents' use of Claude Opus 4.1 to incorporate adaptive reasoning budgets. For low-severity alerts, agents should use a smaller token budget and faster inference. For high-severity, multi-region incidents, they should dynamically switch to a larger budget and potentially more 'extended thinking' steps (simulated by multi-turn interactions or specific prompt structures) to ensure thorough analysis, balancing cost and performance.

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