Category:

Observability (LLM / Agent)

Category:

Evaluation & Reliability

Definition

Monitoring, tracing, and understanding LLM and agent behavior in production.

Explanation

LLM and agent observability provides visibility into prompts, tool calls, latency, cost, errors, and outcomes. It enables debugging, performance optimization, compliance auditing, and continuous improvement of AI systems.

Technical Architecture

Runtime Signals → Tracing & Metrics → Dashboards → Alerts

Core Component

Tracing, metrics, logs, cost monitoring

Use Cases

Production monitoring, debugging, compliance audits

Pitfalls

Incomplete traces; high data volume costs

LLM Keywords

LLM Observability, Agent Monitoring

Related Concepts

Related Frameworks

• Evaluation
• Monitoring
• LLM Fingerprinting

• LangSmith
• OpenTelemetry

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