Your system's real test begins the day after launch. Sensor mounts settle, serving routers shift traffic, and regional operators speak in ways your pre-launch prompts never anticipated. We wire Layer 6 observability into your production fleet so every field incident becomes a permanent regression gate.
Know when your physical environment or serving stack drifts before your customers or safety drivers report an incident.
When a disengagement, near-contact braking event, or agent tool-call failure happens in the field, we reconstruct the exact episode in deterministic simulation within 24–48 hours.
Separate your model from your strategy: swap checkpoints in a week with mathematical confidence that yesterday's field failures cannot return.
Your autonomous vehicle logs a near-contact braking event, an enterprise agent triggers a guardrail conflict, or a cabin voice assistant misparses a code-switched Gulf Arabic command.
We import the log clip, sensor extrinsics, and protocol state into a reproducible episode with an immutable Level A ground-truth trace.
We sweep actor speeds, lighting, Layer 4 serving latency (0–400 ms), or speaker accent around the failure point to map the exact boundary.
The scenario is locked into your CI/CD gate; no future checkpoint can ship to your fleet unless it passes the entire neighborhood.
Automated execution of locked historical incident seeds before your team merges any policy weights, serving router rules, or planner changes.
Distributional comparison of your p50/p95/p99 control latency, sensor extrinsic residuals, and regional dialect ASR error rates.
Immediate ingestion of your field disengagement or agent failure logs into deterministic simulation with counterfactual boundary sweeps.