@hackproduct9: Your agent gave the wrong result. What exactly failed? 🔍 Wrong answer → Output eval Bad retrieval → RAG eval Wrong tool → Tool-use eval Bad sequence → Trajectory eval Safety issue → Safety eval Then the production loop becomes: Real failures → Eval dataset → Run evals → Compare → Track regressions → Monitor production You don’t make agents reliable by adding a better prompt every time something breaks. You make failures measurable. Then you engineer them away. ⚙️ #AIEngineering #AIAgents #Evals #LLMOps #RAG