Integrate Claude Opus 4.1 with Extended Thinking and Adaptive Reasoning

implementationChallengeOctober 16, 2025

Prompt Content

Integrate Claude Opus 4.1 into your CrewAI agents. Implement an 'extended thinking' pattern for the Financial Data Auditor agent, where it performs iterative refinement or self-reflection on complex invoice discrepancies (e.g., partial matches, unclear descriptions) before making a final judgment. Consider how to manage an 'adaptive reasoning budget' for this agent, potentially adjusting detail based on discrepancy severity.

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