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Production Observability

🏆 Evaluation & Production10 min100 BASE XP

Monitoring the Swarm

When an agent is live, you need specialized observability tools like LangSmith, Langfuse, or Arize.

Key metrics to track:

  • Time-to-Task-Completion: How long does the full agent loop take?
  • Tool Error Rate: How often do tools fail, and does the agent successfully recover?
  • Token Burn Rate: Which specific agents or tasks are consuming the most tokens?
  • Escalation Rate: How often does the agent give up and ask the human for help?
🎯 Final Mastery Tip: The best agent engineers spend 20% of their time writing prompts and 80% of their time building robust tools, state management, and evals.
SYNAPSE VERIFICATION
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Which metric is uniquely important to monitor in agentic systems compared to standard APIs?
CPU usage
Tool Error Recovery Rate
Page load time
Database size
Watch: 139x Rust Speedup
Production Observability | Evaluation & Production — AI Agents Academy