Agent Observability
Turn signals into useful questions.
Understand what happened and where to inspect it.
Activity, freshness and health differ.
Keep these signals distinct. A transport connection is not evidence that a run is active or a runtime is healthy.
Preserve the useful run boundary.
Stable identities connect start, outputs, attention and terminal outcomes. Retried delivery must not duplicate work.
Keep diagnostic depth available.
Stageframe presents reported operating state. Detailed traces, logs and execution controls remain with your runtime tools.