Observability

Selecting the latest row per account discards other devices. Label that metric precisely, and aggregate per device before asking about fleet exposure.

Security transcripts mix observations with model guesses, and classifiers may stop the audit. Preserve provenance, checkpoints, and a provider-neutral handoff.

A scheduled agent left 67 failure dumps without a success receipt. Monitor verified outcomes and alert outside the agent when work stops.

An hourly agent kept hitting a known quota reset window. Persist a shared not-before deadline and defer model calls until a bounded recovery probe is due.