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What does demo-to-production gap usually mean for agent systems?
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expert 30 min
Production Agent Engineering
Based on Anthropic Claude documentation and the CCA-F exam blueprint. Updated August 2026.
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Which of the following are key production metrics for an agent system? (Select all that apply)
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A production agent's cost per task has doubled over the past month while success rate stayed flat. The team discovers the agent is taking 40% more steps per task. Which cost optimization strategies should they apply?
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