Assurance control plane.

Runs repeated, seeded benchmark loops over domain tasks and records reliability, failure severity, and recovery quality.

Captures tool calls, policy checks, retries, state mutations, and failure attribution without depending on generic logs alone.

Measures token cost, runtime cost, route-level latency, and the reliability frontier across workflow variants.

Checks where sensitive data can travel and flags unauthorized egress across prompts, traces, caches, tools, and APIs.

Connects hypotheses, experiments, runs, artifacts, metrics, failures, limitations, and decisions into a lineage record.

Turns measured signals into an internal review aid for human decision-making, not a certification claim.