The traditional continuous integration and continuous deployment (ci/cd) model is being challenged by the introduction of non-deterministic agents, such as those using artificial intelligence. This has led to the development of new frameworks and methodologies for testing and deploying these agents, including the integration of ai with existing software development tools. The emergence of these new approaches is sparking discussions about the need for updated testing and evaluation practices in various industries.