#engineeringinsights

Why AI-written changes must be blocked when required CI evidence is missing, incomplete, unattributable or not independently verified.

First-pass rate measures gate performance, while end-to-end delivery requires defined cohorts, lifecycle states and observation dates.

Why bounded agent repair requires complete metric definitions and aligned event records to assess review demand, acceptance and defect escape.

A control path linking approved plans, commit-bound CI evidence, independent review and human acceptance in an internal software factory.

Define planning gates, approval roles, material changes, lifecycle records and evidence for final acceptance of engineering work.

Assessing cross-family code review as an operational control, its evidence limits, routing snapshot and comparative evaluation requirements.

How hard caps limit repeated agent-led code repair, constrain unsafe retries and return unresolved work to people for re-specification.