[Aristarkh]

Treating generated code in unknown languages as a black box creates significant risk, particularly regarding security vulnerabilities or race conditions that functional tests often miss. If that unvetted code causes data corruption or a production outage, how do you handle the immediate remediation and liability without the internal expertise to debug it? Have you considered using a secondary, distinct model specifically prompted to act as an adversarial "inspector" to critique the architectural decisions of the first? I'm curious if you rely solely on end-to-end testing or if you implement strict sandboxing to limit the blast radius of code you can't manually review.