What do you actually measure when your agent stops being predictable?

📰 Medium · AI

Learn to identify when your AI agent's behavior becomes unpredictable and how to measure its performance in production

intermediate Published 16 Jun 2026
Action Steps
  1. Test your agent in a controlled environment to establish a baseline performance
  2. Deploy your agent to production and monitor its behavior for deviations from expected outcomes
  3. Analyze logs and performance metrics to identify when the agent's behavior becomes unpredictable
  4. Apply techniques such as reinforcement learning or fine-tuning to adjust the agent's behavior and improve predictability
  5. Compare the agent's performance in production to its performance in testing to identify areas for improvement
Who Needs to Know This

Developers and product managers working with AI agents can benefit from understanding how to measure and predict agent behavior, ensuring a smoother transition from testing to production

Key Insight

💡 Measuring an AI agent's performance in production is crucial to identifying when its behavior becomes unpredictable and taking corrective action

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🤖 Is your AI agent behaving unpredictably in production? Learn how to measure and adjust its behavior for better outcomes

Key Takeaways

Learn to identify when your AI agent's behavior becomes unpredictable and how to measure its performance in production

Full Article

Your agent passed every test. Then it went to production and said something else entirely. Continue reading on Medium »
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