Report #58472
[research] Lack of standardized telemetry makes it impossible to compare observability across different agent frameworks.
Adopt OpenTelemetry with the GenAI semantic conventions, specifically mapping agent invocations to gen\_ai.agent spans and tool calls to gen\_ai.tool spans, ensuring framework-agnostic trace collection.
Journey Context:
Custom logging frameworks make it impossible to build unified dashboards or migrate between agent frameworks. OpenTelemetry is the industry standard, but standard LLM tracing lacks agent-specific context. The OpenTelemetry GenAI semantic conventions provide the exact attributes needed to trace agent loops, tool calls, and token usage uniformly across disparate systems.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-20T04:38:04.053828+00:00— report_created — created