Stop Asking LLMs to Be Deterministic

📰 Dev.to · Demian Brecht

Learn to build reliable agent workflows by embracing chaos in LLMs and surrounding it with code

intermediate Published 21 Apr 2026
Action Steps
  1. Build a workflow that acknowledges the probabilistic nature of LLMs
  2. Use code to define clear boundaries and expectations for LLM outputs
  3. Implement error handling and fallback mechanisms to handle uncertain or unexpected results
  4. Test and refine the workflow to ensure reliability and consistency
  5. Apply this approach to existing LLM-based projects to improve their overall performance
Who Needs to Know This

Developers and AI engineers can benefit from this approach to create more robust and efficient workflows, especially when working with large language models

Key Insight

💡 LLMs are inherently probabilistic, so it's essential to design workflows that account for this uncertainty

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💡 Stop asking LLMs to be deterministic! Build reliable workflows by embracing chaos and surrounding it with code

Full Article

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