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Stop writing evals you don't need. Most teams waste time building evaluations for errors they've never seen. Here's a simple decision tree to know when evals actually matter: ❌ Don't write an eval if: You haven't seen the error in real data The fix is obvious (adding today's date to your prompt isn't worth an eval) It requires minimal iteration ✅ Write an eval when: You've identified the error through proper error analysis The problem is complex and requires lots of iteration You need something

Get Ready for a Great 2026: Fitness Goals and More