GCP Professional Cloud Architect Practice Question

CogniPort is designed to parse build and test error output and generate automated remediation suggestions-such as updated dependency declarations or corrected test stubs-based on each run's logs. Adding a post-build CogniPort step inside the current Cloud Build pipeline lets it analyze every compilation and test log, open pull requests with proposed fixes, and keep the normal code-review workflow intact, thereby accelerating recovery from failures without changing the team's build system. Although CogniPort's native build service could also speed recovery, that approach would replace Cloud Build, contradicting the stated requirement. Running CogniPort only once or invoking it during kubectl apply would not provide continuous, code-level remediation.