AI agents need a real feedback loop, not just reactive debugging. This post walks through how Honeycomb’s Canvas powers each stage—instrumenting agents with OpenTelemetry, understanding a single run, finding the problems worth fixing, shipping the fix, and proving it worked—plus tips for getting the most out of Canvas.