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Written by marmelab on 2025-01-20 at 10:02

Are you building an #AI agent? The prototype is just the start. Optimizing for cost💰, speed🏎️ & relevancy🎯 is where the real work begins.

💡Here are our top tips for effective evaluation:

1. Build for flexibility

2. Invest in the test dataset

3. Set clear goals upfront

4. Focus on essential metrics

5. Test metrics first

6. Store results

7. Hunt for outliers

8. Look beyond averages

9. Watch the variability

10. Track and visualize progress

Learn more about effective eval: https://marmelab.com/blog/2024/12/18/eval-the-key-to-useful-ai-agents.html

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