# The dashboard problem: why current agent observability misses the violations that matter - Date: 2026-04-08 - Category: Agentics Current agent observability tools flag violations after they happen, not during. A new research paper shows how cryptographic provenance chains and sub-200ms enforcement could close the gap — and why the 19-point VPR gap between tools is structural, not accidental. ---