agent observability

FAQ: What Enterprise Backend Teams Keep Getting Wrong About Agent Observability and Distributed Tracing When Debugging Silent Failures Across Multi-Model Tool-Call Chains in Production Multi-Agent Pipelines

agent observability

FAQ: What Enterprise Backend Teams Keep Getting Wrong About Agent Observability and Distributed Tracing When Debugging Silent Failures Across Multi-Model Tool-Call Chains in Production Multi-Agent Pipelines

Your production multi-agent pipeline looked fine in staging. The evals passed. The integration tests were green. Then, three days after deployment, a critical workflow silently returned a hallucinated financial summary to 400 enterprise users, and your on-call engineer had no idea where in the 14-step tool-call chain it went wrong.

By Scott Miller
7 Dangerous Myths Enterprise Backend Teams Believe About Agent Observability Tooling When Replacing Custom Logging With OpenTelemetry-Native Multi-Agent Tracing Pipelines

OpenTelemetry

7 Dangerous Myths Enterprise Backend Teams Believe About Agent Observability Tooling When Replacing Custom Logging With OpenTelemetry-Native Multi-Agent Tracing Pipelines

There is a migration happening right now inside enterprise backend teams that is far messier than most engineering blogs are willing to admit. As AI-powered multi-agent architectures have matured from experimental curiosity to production backbone, the observability tooling conversation has shifted from "should we adopt OpenTelemetry?" to "

By Scott Miller