Telemetry
Observability and audit signal model for ABS Core deployments.
Telemetry
ABS Core telemetry should be described as an observability layer for governed AI runtime activity. Its job is to expose operational health, policy decisions, and audit-relevant metadata without overstating the level of isolation or sovereignty provided by every deployment.
Telemetry goals
The telemetry model exists to support:
- runtime visibility,
- policy and risk monitoring,
- audit investigation,
- and customer-side operations in sensitive environments.
Recommended separation model
A practical telemetry design separates two kinds of information:
1. Infrastructure metadata
This includes health and transport signals such as:
- latency,
- request volume,
- failure rates,
- service availability,
- and enforcement path health.
2. Governance metadata
This includes runtime decision information such as:
- policy verdicts,
- risk flags,
- approval events,
- audit record identifiers,
- and selected integrity metadata.
Where payload sensitivity is high, telemetry should be designed so that business content and sensitive data remain under customer control whenever possible.
Deployment interpretation
Different customers may run telemetry in different ways:
- partially centralized for convenience,
- customer-routed for regulated environments,
- or predominantly self-hosted for stricter sovereignty requirements.
Because of this, public claims about sovereignty should be framed as deployment options and design goals, not as universally identical behavior across all installations.
Observability value
Telemetry is most valuable when it helps operators answer practical questions such as:
- Which actions were denied and why?
- Which agents triggered repeated high-risk patterns?
- Which policy versions were active at decision time?
- Where did approval bottlenecks occur?
- What governed actions require forensic review?
This is a more credible positioning than presenting telemetry as a complete security guarantee on its own.
Claims discipline
The telemetry layer should not be marketed as proof that no sensitive data ever leaves the environment unless the deployment architecture and controls make that guarantee explicit.
Likewise, terms such as air-gapped, sovereign, or zero-leakage should be used only when the exact customer topology and operational controls support those claims.
Maturity note
Telemetry should currently be presented as a governance observability capability attached to the runtime, not as a standalone differentiated product category. Its strongest value comes from supporting runtime enforcement and auditability in the broader ABS Core architecture.