OpenTelemetry GenAI spans in agent workflows: trace every tool call to find latency loops and token-cost hotspots

Agent failures rarely look like a single slow request. They look like loops: plan, call tool, retry, summarize, call another tool, exceed budget. OpenTelemetry’s GenAI semantic conventions give developers a portable way to trace those steps with model, token, workflow, and tool-call attributes.