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Agent Behavior Monitoring

Run real-time checks on your agents' behavior in production.

Agent behavior monitoring provides comprehensive observability into your production agents. By combining tracing, behaviors, and alerting, you can track what your agents do, detect when they misbehave, and identify behavioral trends - all in real-time.

Tracing

Tracing captures all agent execution data using OpenTelemetry.

  • Auto-records LLM calls, tool usage, and metrics
  • Supports multi-agent and distributed systems
Tracing

Behaviors

Behaviors automatically groups similar traces into analyzable patterns.

  • Guided rubric generation for classification
  • Real-time routing with Agent Judges
Behaviors

Alerts

Alerts notify your team when behavior meets specific conditions.

  • Automations with frequency thresholds and cooldowns
  • Multi-channel notifications and automatic dataset routing
Alerts

Next Steps

Explore each component of agent behavior monitoring in detail:

  • Tracing - Deep dive into OpenTelemetry-based tracing, distributed tracing, and advanced instrumentation
  • Behaviors - Set up automated behavior classification and pattern analysis
  • Automations and Alerts - Configure sophisticated alerting automations with frequency thresholds, cooldowns, and multi-channel notifications

Offline Testing

Run your agent over eval sets with OfflineTracer, collect traces, and score them in batch.

Tracing

Track agent behavior and evaluate performance in real-time with OpenTelemetry-based tracing.

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