
The reckless speed at which generative models are integrated into consumer-facing applications has created a profound tension between innovative ambition and the uncompromising necessity of digital reliability. As organizations race to embed artificial intelligence within every layer of the software stack, the traditional boundaries of quality assurance have dissolved. What was once a predictable process of checking code against fixed










