The Evaluator Became a Production Dependency
Why production evaluation needs its own maintenance contract when cases, judges, workload distributions, noise, and failure surfaces change.
An evaluation suite can be precise and stale at the same time.
An archive of decisions, failures, changes, and shipped work. The record stays useful by keeping the sequence—and the limits—visible.
Why production evaluation needs its own maintenance contract when cases, judges, workload distributions, noise, and failure surfaces change.
An evaluation suite can be precise and stale at the same time.

Why some of the most important production agent failures need semantic evaluation and trace review because they never appear as system errors or explicit user feedback.

What changes when a standardized agent interface can operate physical equipment: capability, authority, observation, recovery, and evidence become part of the execution contract.

Why agent regression testing has to compare the exact changed candidate against a trusted baseline on the behaviors the workload cannot afford to lose.

Why capable agents need enforceable limits on execution, network reach, credentials, identities, tools, approvals, persistence, and revocation.

Why an evaluation result only becomes a governance control when it is tied to decision ownership, operational consequences, safeguards, and a defined route to reconsideration.

A product becomes more legible when it states who may decide, what may persist, and what remains valid when normal conditions fail.